diff --git a/doc/ci/yaml/artifacts_reports.md b/doc/ci/yaml/artifacts_reports.md
index 32901546e412549aa3b7bb25a80cf974a8f61a9b..a6abe1d0e6c9b52b91efc612981316edfc6c5a4e 100644
--- a/doc/ci/yaml/artifacts_reports.md
+++ b/doc/ci/yaml/artifacts_reports.md
@@ -103,10 +103,10 @@ as artifacts.
 
 GitLab can display the results of one or more reports in:
 
-- The merge request [security widget](../../user/application_security/api_fuzzing/index.md#view-details-of-an-api-fuzzing-vulnerability).
+- The merge request [security widget](../../user/application_security/api_fuzzing/configuration/enabling_the_analyzer.md#view-details-of-an-api-fuzzing-vulnerability).
 - The [Project Vulnerability report](../../user/application_security/vulnerability_report/index.md).
 - The pipeline [**Security** tab](../../user/application_security/vulnerability_report/pipeline.md#view-vulnerabilities-in-a-pipeline).
-- The [security dashboard](../../user/application_security/api_fuzzing/index.md#security-dashboard).
+- The [security dashboard](../../user/application_security/api_fuzzing/configuration/enabling_the_analyzer.md#security-dashboard).
 
 ## `artifacts:reports:browser_performance`
 
diff --git a/doc/user/application_security/api_fuzzing/configuration/customizing_analyzer_settings.md b/doc/user/application_security/api_fuzzing/configuration/customizing_analyzer_settings.md
new file mode 100644
index 0000000000000000000000000000000000000000..7bc87d36283305180f58d5f1e5eaac02afe2b0c7
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/configuration/customizing_analyzer_settings.md
@@ -0,0 +1,1063 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://handbook.gitlab.com/handbook/product/ux/technical-writing/#assignments
+---
+
+# Customizing analyzer settings
+
+The API fuzzing behavior can be changed through CI/CD variables.
+
+From GitLab 13.12 and later, the default API fuzzing configuration file is `.gitlab/gitlab-api-fuzzing-config.yml`. In GitLab 14.0 and later, API fuzzing configuration files must be in your repository's
+`.gitlab` directory instead of your repository's root.
+
+WARNING:
+All customization of GitLab security scanning tools should be tested in a merge request before
+merging these changes to the default branch. Failure to do so can give unexpected results,
+including a large number of false positives.
+
+## Authentication
+
+Authentication is handled by providing the authentication token as a header or cookie. You can
+provide a script that performs an authentication flow or calculates the token.
+
+### HTTP Basic Authentication
+
+[HTTP basic authentication](https://en.wikipedia.org/wiki/Basic_access_authentication)
+is an authentication method built into the HTTP protocol and used in conjunction with
+[transport layer security (TLS)](https://en.wikipedia.org/wiki/Transport_Layer_Security).
+
+We recommended that you [create a CI/CD variable](../../../../ci/variables/index.md#for-a-project)
+for the password (for example, `TEST_API_PASSWORD`), and set it to be masked. You can create CI/CD
+variables from the GitLab project's page at **Settings > CI/CD**, in the **Variables** section.
+Because of the [limitations on masked variables](../../../../ci/variables/index.md#mask-a-cicd-variable),
+you should Base64-encode the password before adding it as a variable.
+
+Finally, add two CI/CD variables to your `.gitlab-ci.yml` file:
+
+- `FUZZAPI_HTTP_USERNAME`: The username for authentication.
+- `FUZZAPI_HTTP_PASSWORD_BASE64`: The Base64-encoded password for authentication.
+
+```yaml
+stages:
+    - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick-10
+  FUZZAPI_HAR: test-api-recording.har
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_HTTP_USERNAME: testuser
+  FUZZAPI_HTTP_PASSWORD_BASE64: $TEST_API_PASSWORD
+```
+
+### Raw password
+
+If you do not want to Base64-encode the password (or if you are using GitLab 15.3 or earlier) you can provide the raw password `FUZZAPI_HTTP_PASSWORD`, instead of using `FUZZAPI_HTTP_PASSWORD_BASE64`.
+
+### Bearer Tokens
+
+Bearer tokens are used by several different authentication mechanisms, including OAuth2 and JSON Web
+Tokens (JWT). Bearer tokens are transmitted using the `Authorization` HTTP header. To use bearer
+tokens with API fuzzing, you need one of the following:
+
+- A token that doesn't expire
+- A way to generate a token that lasts the length of testing
+- A Python script that API fuzzing can call to generate the token
+
+#### Token doesn't expire
+
+If the bearer token doesn't expire, use the `FUZZAPI_OVERRIDES_ENV` variable to provide it. This
+variable's content is a JSON snippet that provides headers and cookies to add to API fuzzing's
+outgoing HTTP requests.
+
+Follow these steps to provide the bearer token with `FUZZAPI_OVERRIDES_ENV`:
+
+1. [Create a CI/CD variable](../../../../ci/variables/index.md#for-a-project),
+   for example `TEST_API_BEARERAUTH`, with the value
+   `{"headers":{"Authorization":"Bearer dXNlcm5hbWU6cGFzc3dvcmQ="}}` (substitute your token). You
+   can create CI/CD variables from the GitLab projects page at **Settings > CI/CD**, in the
+   **Variables** section.
+
+1. In your `.gitlab-ci.yml` file, set `FUZZAPI_OVERRIDES_ENV` to the variable you just created:
+
+   ```yaml
+   stages:
+     - fuzz
+
+   include:
+     - template: API-Fuzzing.gitlab-ci.yml
+
+   variables:
+     FUZZAPI_PROFILE: Quick-10
+     FUZZAPI_OPENAPI: test-api-specification.json
+     FUZZAPI_TARGET_URL: http://test-deployment/
+     FUZZAPI_OVERRIDES_ENV: $TEST_API_BEARERAUTH
+   ```
+
+1. To validate that authentication is working, run an API fuzzing test and review the fuzzing logs
+   and the test API's application logs. See the [overrides section](#overrides) for more information about override commands.
+
+#### Token generated at test runtime
+
+If the bearer token must be generated and doesn't expire during testing, you can provide to API
+fuzzing with a file containing the token. A prior stage and job, or part of the API fuzzing job, can
+generate this file.
+
+API fuzzing expects to receive a JSON file with the following structure:
+
+```json
+{
+  "headers" : {
+    "Authorization" : "Bearer dXNlcm5hbWU6cGFzc3dvcmQ="
+  }
+}
+```
+
+This file can be generated by a prior stage and provided to API fuzzing through the
+`FUZZAPI_OVERRIDES_FILE` CI/CD variable.
+
+Set `FUZZAPI_OVERRIDES_FILE` in your `.gitlab-ci.yml` file:
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
+```
+
+To validate that authentication is working, run an API fuzzing test and review the fuzzing logs and
+the test API's application logs.
+
+#### Token has short expiration
+
+If the bearer token must be generated and expires prior to the scan's completion, you can provide a
+program or script for the API fuzzer to execute on a provided interval. The provided script runs in
+an Alpine Linux container that has Python 3 and Bash installed. If the Python script requires
+additional packages, it must detect this and install the packages at runtime.
+
+The script must create a JSON file containing the bearer token in a specific format:
+
+```json
+{
+  "headers" : {
+    "Authorization" : "Bearer dXNlcm5hbWU6cGFzc3dvcmQ="
+  }
+}
+```
+
+You must provide three CI/CD variables, each set for correct operation:
+
+- `FUZZAPI_OVERRIDES_FILE`: JSON file the provided command generates.
+- `FUZZAPI_OVERRIDES_CMD`: Command that generates the JSON file.
+- `FUZZAPI_OVERRIDES_INTERVAL`: Interval (in seconds) to run command.
+
+For example:
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick-10
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
+  FUZZAPI_OVERRIDES_CMD: renew_token.py
+  FUZZAPI_OVERRIDES_INTERVAL: 300
+```
+
+To validate that authentication is working, run an API fuzzing test and review the fuzzing logs and
+the test API's application logs.
+
+## API fuzzing profiles
+
+GitLab provides the configuration file
+[`gitlab-api-fuzzing-config.yml`](https://gitlab.com/gitlab-org/security-products/analyzers/api-fuzzing/-/blob/master/gitlab-api-fuzzing-config.yml).
+It contains several testing profiles that perform a specific numbers of tests. The runtime of each
+profile increases as the number of tests increases.
+
+| Profile   | Fuzz Tests (per parameter) |
+|:----------|:---------------------------|
+| Quick-10  | 10 |
+| Medium-20 | 20 |
+| Medium-50 | 50 |
+| Long-100  | 100 |
+
+## Overrides
+
+API Fuzzing provides a method to add or override specific items in your request, for example:
+
+- Headers
+- Cookies
+- Query string
+- Form data
+- JSON nodes
+- XML nodes
+
+You can use this to inject semantic version headers, authentication, and so on. The
+[authentication section](#authentication) includes examples of using overrides for that purpose.
+
+Overrides use a JSON document, where each type of override is represented by a JSON object:
+
+```json
+{
+  "headers": {
+    "header1": "value",
+    "header2": "value"
+  },
+  "cookies": {
+    "cookie1": "value",
+    "cookie2": "value"
+  },
+  "query":      {
+    "query-string1": "value",
+    "query-string2": "value"
+  },
+  "body-form":  {
+    "form-param1": "value",
+    "form-param2": "value"
+  },
+  "body-json":  {
+    "json-path1": "value",
+    "json-path2": "value"
+  },
+  "body-xml" :  {
+    "xpath1":    "value",
+    "xpath2":    "value"
+  }
+}
+```
+
+Example of setting a single header:
+
+```json
+{
+  "headers": {
+    "Authorization": "Bearer dXNlcm5hbWU6cGFzc3dvcmQ="
+  }
+}
+```
+
+Example of setting both a header and cookie:
+
+```json
+{
+  "headers": {
+    "Authorization": "Bearer dXNlcm5hbWU6cGFzc3dvcmQ="
+  },
+  "cookies": {
+    "flags": "677"
+  }
+}
+```
+
+Example usage for setting a `body-form` override:
+
+```json
+{
+  "body-form":  {
+    "username": "john.doe"
+  }
+}
+```
+
+The override engine uses `body-form` when the request body has only form-data content.
+
+Example usage for setting a `body-json` override:
+
+```json
+{
+  "body-json":  {
+    "$.credentials.access-token": "iddqd!42.$"
+  }
+}
+```
+
+Each JSON property name in the object `body-json` is set to a [JSON Path](https://goessner.net/articles/JsonPath/)
+expression. The JSON Path expression `$.credentials.access-token` identifies the node to be
+overridden with the value `iddqd!42.$`. The override engine uses `body-json` when the request body
+has only [JSON](https://www.json.org/json-en.html) content.
+
+For example, if the body is set to the following JSON:
+
+```json
+{
+    "credentials" : {
+        "username" :"john.doe",
+        "access-token" : "non-valid-password"
+    }
+}
+```
+
+It is changed to:
+
+```json
+{
+    "credentials" : {
+        "username" :"john.doe",
+        "access-token" : "iddqd!42.$"
+    }
+}
+```
+
+Here's an example for setting a `body-xml` override. The first entry overrides an XML attribute and
+the second entry overrides an XML element:
+
+```json
+{
+  "body-xml" :  {
+    "/credentials/@isEnabled": "true",
+    "/credentials/access-token/text()" : "iddqd!42.$"
+  }
+}
+```
+
+Each JSON property name in the object `body-xml` is set to an
+[XPath v2](https://www.w3.org/TR/xpath20/)
+expression. The XPath expression `/credentials/@isEnabled` identifies the attribute node to override
+with the value `true`. The XPath expression `/credentials/access-token/text()` identifies the
+element node to override with the value `iddqd!42.$`. The override engine uses `body-xml` when the
+request body has only [XML](https://www.w3.org/XML/)
+content.
+
+For example, if the body is set to the following XML:
+
+```xml
+<credentials isEnabled="false">
+  <username>john.doe</username>
+  <access-token>non-valid-password</access-token>
+</credentials>
+```
+
+It is changed to:
+
+```xml
+<credentials isEnabled="true">
+  <username>john.doe</username>
+  <access-token>iddqd!42.$</access-token>
+</credentials>
+```
+
+You can provide this JSON document as a file or environment variable. You may also provide a command
+to generate the JSON document. The command can run at intervals to support values that expire.
+
+### Using a file
+
+To provide the overrides JSON as a file, the `FUZZAPI_OVERRIDES_FILE` CI/CD variable is set. The path is relative to the job current working directory.
+
+Here's an example `.gitlab-ci.yml`:
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
+```
+
+### Using a CI/CD variable
+
+To provide the overrides JSON as a CI/CD variable, use the `FUZZAPI_OVERRIDES_ENV` variable.
+This allows you to place the JSON as variables that can be masked and protected.
+
+In this example `.gitlab-ci.yml`, the `FUZZAPI_OVERRIDES_ENV` variable is set directly to the JSON:
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_OVERRIDES_ENV: '{"headers":{"X-API-Version":"2"}}'
+```
+
+In this example `.gitlab-ci.yml`, the `SECRET_OVERRIDES` variable provides the JSON. This is a
+[group or instance level CI/CD variable defined in the UI](../../../../ci/variables/index.md#define-a-cicd-variable-in-the-ui):
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_OVERRIDES_ENV: $SECRET_OVERRIDES
+```
+
+### Using a command
+
+If the value must be generated or regenerated on expiration, you can provide a program or script for
+the API fuzzer to execute on a specified interval. The provided script runs in an Alpine Linux
+container that has Python 3 and Bash installed.
+
+You have to set the environment variable `FUZZAPI_OVERRIDES_CMD` to the program or script you would like
+to execute. The provided command creates the overrides JSON file as defined previously.
+
+You might want to install other scripting runtimes like NodeJS or Ruby, or maybe you need to install a dependency for
+your overrides command. In this case, we recommend setting the `FUZZAPI_PRE_SCRIPT` to the file path of a script which
+provides those prerequisites. The script provided by `FUZZAPI_PRE_SCRIPT` is executed once, before the analyzer starts.
+
+See the [Alpine Linux package management](https://wiki.alpinelinux.org/wiki/Alpine_Linux_package_management)
+page for information about installing Alpine Linux packages.
+
+You must provide three CI/CD variables, each set for correct operation:
+
+- `FUZZAPI_OVERRIDES_FILE`: File generated by the provided command.
+- `FUZZAPI_OVERRIDES_CMD`: Overrides command in charge of generating the overrides JSON file periodically.
+- `FUZZAPI_OVERRIDES_INTERVAL`: Interval in seconds to run command.
+
+Optionally:
+
+- `FUZZAPI_PRE_SCRIPT`: Script to install runtimes or dependencies before the analyzer starts.
+
+WARNING:
+To execute scripts in Alpine Linux you must first use the command [`chmod`](https://www.gnu.org/software/coreutils/manual/html_node/chmod-invocation.html) to set the [execution permission](https://www.gnu.org/software/coreutils/manual/html_node/Setting-Permissions.html). For example, to set the execution permission of `script.py` for everyone, use the command: `chmod a+x script.py`. If needed, you can version your `script.py` with the execution permission already set.
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
+  FUZZAPI_OVERRIDES_CMD: renew_token.py
+  FUZZAPI_OVERRIDES_INTERVAL: 300
+```
+
+### Debugging overrides
+
+> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/334578) in GitLab 14.8.
+
+By default the output of the overrides command is hidden. If the overrides command returns a non zero exit code, the command is displayed as part of your job output. Optionally, you can set the variable `FUZZAPI_OVERRIDES_CMD_VERBOSE` to any value to display overrides command output as it is generated. This is useful when testing your overrides script, but should be disabled afterwards as it slows down testing.
+
+It is also possible to write messages from your script to a log file that is collected when the job completes or fails. The log file must be created in a specific location and follow a naming convention.
+
+Adding some basic logging to your overrides script is useful in case the script fails unexpectedly during typical running of the job. The log file is automatically included as an artifact of the job, allowing you to download it after the job has finished.
+
+Following our example, we provided `renew_token.py` in the environmental variable `FUZZAPI_OVERRIDES_CMD`. Notice two things in the script:
+
+- Log file is saved in the location indicated by the environment variable `CI_PROJECT_DIR`.
+- Log filename should match `gl-*.log`.
+
+```python
+#!/usr/bin/env python
+
+# Example of an overrides command
+
+# Override commands can update the overrides json file
+# with new values to be used.  This is a great way to
+# update an authentication token that will expire
+# during testing.
+
+import logging
+import json
+import os
+import requests
+import backoff
+
+# [1] Store log file in directory indicated by env var CI_PROJECT_DIR
+working_directory = os.environ.get( 'CI_PROJECT_DIR')
+overrides_file_name = os.environ.get('FUZZAPI_OVERRIDES_FILE', 'api-fuzzing-overrides.json')
+overrides_file_path = os.path.join(working_directory, overrides_file_name)
+
+# [2] File name should match the pattern: gl-*.log
+log_file_path = os.path.join(working_directory, 'gl-user-overrides.log')
+
+# Set up logger
+logging.basicConfig(filename=log_file_path, level=logging.DEBUG)
+
+# Use `backoff` decorator to retry in case of transient errors.
+@backoff.on_exception(backoff.expo,
+                      (requests.exceptions.Timeout,
+                       requests.exceptions.ConnectionError),
+                       max_time=30)
+def get_auth_response():
+    authorization_url = 'https://authorization.service/api/get_api_token'
+    return requests.get(
+        f'{authorization_url}',
+        auth=(os.environ.get('AUTH_USER'), os.environ.get('AUTH_PWD'))
+    )
+
+# In our example, access token is retrieved from a given endpoint
+try:
+
+    # Performs a http request, response sample:
+    # { "Token" : "abcdefghijklmn" }
+    response = get_auth_response()
+
+    # Check that the request is successful. may raise `requests.exceptions.HTTPError`
+    response.raise_for_status()
+
+    # Gets JSON data
+    response_body = response.json()
+
+# If needed specific exceptions can be caught
+# requests.ConnectionError                  : A network connection error problem occurred
+# requests.HTTPError                        : HTTP request returned an unsuccessful status code. [Response.raise_for_status()]
+# requests.ConnectTimeout                   : The request timed out while trying to connect to the remote server
+# requests.ReadTimeout                      : The server did not send any data in the allotted amount of time.
+# requests.TooManyRedirects                 : The request exceeds the configured number of maximum redirections
+# requests.exceptions.RequestException      : All exceptions that related to Requests
+except json.JSONDecodeError as json_decode_error:
+    # logs errors related decoding JSON response
+    logging.error(f'Error, failed while decoding JSON response. Error message: {json_decode_error}')
+    raise
+except requests.exceptions.RequestException as requests_error:
+    # logs  exceptions  related to `Requests`
+    logging.error(f'Error, failed while performing HTTP request. Error message: {requests_error}')
+    raise
+except Exception as e:
+    # logs any other error
+    logging.error(f'Error, unknown error while retrieving access token. Error message: {e}')
+    raise
+
+# computes object that holds overrides file content.
+# It uses data fetched from request
+overrides_data = {
+    "headers": {
+        "Authorization": f"Token {response_body['Token']}"
+    }
+}
+
+# log entry informing about the file override computation
+logging.info("Creating overrides file: %s" % overrides_file_path)
+
+# attempts to overwrite the file
+try:
+    if os.path.exists(overrides_file_path):
+        os.unlink(overrides_file_path)
+
+    # overwrites the file with our updated dictionary
+    with open(overrides_file_path, "wb+") as fd:
+        fd.write(json.dumps(overrides_data).encode('utf-8'))
+except Exception as e:
+    # logs any other error
+    logging.error(f'Error, unknown error when overwriting file {overrides_file_path}. Error message: {e}')
+    raise
+
+# logs informing override has finished successfully
+logging.info("Override file has been updated")
+
+# end
+```
+
+In the overrides command example, the Python script depends on the `backoff` library. To make sure the library is installed before executing the Python script, the `FUZZAPI_PRE_SCRIPT` is set to a script that installs the dependencies of your overrides command.
+As for example, the following script `user-pre-scan-set-up.sh`:
+
+```shell
+#!/bin/bash
+
+# user-pre-scan-set-up.sh
+# Ensures python dependencies are installed
+
+echo "**** install python dependencies ****"
+
+python3 -m ensurepip
+pip3 install --no-cache --upgrade \
+    pip \
+    requests \
+    backoff
+
+echo "**** python dependencies installed ****"
+
+# end
+```
+
+You have to update your configuration to set the `FUZZAPI_PRE_SCRIPT` to our new `user-pre-scan-set-up.sh` script. For example:
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_PRE_SCRIPT: user-pre-scan-set-up.sh
+  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
+  FUZZAPI_OVERRIDES_CMD: renew_token.py
+  FUZZAPI_OVERRIDES_INTERVAL: 300
+```
+
+In the previous sample, you could use the script `user-pre-scan-set-up.sh` to also install new runtimes or applications that later on you could use in your overrides command.
+
+## Exclude Paths
+
+> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/211892) in GitLab 14.0.
+
+When testing an API it can be useful to exclude certain paths. For example, you might exclude testing of an authentication service or an older version of the API. To exclude paths, use the `FUZZAPI_EXCLUDE_PATHS` CI/CD variable . This variable is specified in your `.gitlab-ci.yml` file. To exclude multiple paths, separate entries using the `;` character. In the provided paths you can use a single character wildcard `?` and `*` for a multiple character wildcard.
+
+To verify the paths are excluded, review the `Tested Operations` and `Excluded Operations` portion of the job output. You should not see any excluded paths listed under `Tested Operations`.
+
+```plaintext
+2021-05-27 21:51:08 [INF] API Fuzzing: --[ Tested Operations ]-------------------------
+2021-05-27 21:51:08 [INF] API Fuzzing: 201 POST http://target:7777/api/users CREATED
+2021-05-27 21:51:08 [INF] API Fuzzing: ------------------------------------------------
+2021-05-27 21:51:08 [INF] API Fuzzing: --[ Excluded Operations ]-----------------------
+2021-05-27 21:51:08 [INF] API Fuzzing: GET http://target:7777/api/messages
+2021-05-27 21:51:08 [INF] API Fuzzing: POST http://target:7777/api/messages
+2021-05-27 21:51:08 [INF] API Fuzzing: ------------------------------------------------
+```
+
+### Examples of excluding paths
+
+This example excludes the `/auth` resource. This does not exclude child resources (`/auth/child`).
+
+```yaml
+variables:
+  FUZZAPI_EXCLUDE_PATHS: /auth
+```
+
+To exclude `/auth`, and child resources (`/auth/child`), we use a wildcard.
+
+```yaml
+variables:
+  FUZZAPI_EXCLUDE_PATHS: /auth*
+```
+
+To exclude multiple paths we can use the `;` character. In this example we exclude `/auth*` and `/v1/*`.
+
+```yaml
+variables:
+  FUZZAPI_EXCLUDE_PATHS: /auth*;/v1/*
+```
+
+## Exclude parameters
+
+> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/292196) in GitLab 14.10.
+
+While testing an API you may might want to exclude a parameter (query string, header, or body element) from testing. This may be needed because a parameter always causes a failure, slows down testing, or for other reasons. To exclude parameters you can use one of the following variables: `FUZZAPI_EXCLUDE_PARAMETER_ENV` or `FUZZAPI_EXCLUDE_PARAMETER_FILE`.
+
+The `FUZZAPI_EXCLUDE_PARAMETER_ENV` allows providing a JSON string containing excluded parameters. This is a good option if the JSON is short and can not often change. Another option is the variable `FUZZAPI_EXCLUDE_PARAMETER_FILE`. This variable is set to a file path that can be checked into the repository, created by another job as an artifact, or generated at runtime from a pre-script using `FUZZAPI_PRE_SCRIPT`.
+
+### Exclude parameters using a JSON document
+
+The JSON document contains a JSON object which uses specific properties to identify which parameter should be excluded.
+You can provide the following properties to exclude specific parameters during the scanning process:
+
+- `headers`: Use this property to exclude specific headers. The property's value is an array of header names to be excluded. Names are case-insensitive.
+- `cookies`: Use this property's value to exclude specific cookies. The property's value is an array of cookie names to be excluded. Names are case-sensitive.
+- `query`: Use this property to exclude specific fields from the query string. The property's value is an array of field names from the query string to be excluded. Names are case-sensitive.
+- `body-form`: Use this property to exclude specific fields from a request that uses the media type `application/x-www-form-urlencoded`. The property's value is an array of the field names from the body to be excluded. Names are case-sensitive.
+- `body-json`: Use this property to exclude specific JSON nodes from a request that uses the media type `application/json`. The property's value is an array, each entry of the array is a [JSON Path](https://goessner.net/articles/JsonPath/) expression.
+- `body-xml`: Use this property to exclude specific XML nodes from a request that uses media type `application/xml`. The property's value is an array, each entry of the array is a [XPath v2](https://www.w3.org/TR/xpath20/) expression.
+
+The following JSON document is an example of the expected structure to exclude parameters.
+
+```json
+{
+  "headers": [
+    "header1",
+    "header2"
+  ],
+  "cookies": [
+    "cookie1",
+    "cookie2"
+  ],
+  "query": [
+    "query-string1",
+    "query-string2"
+  ],
+  "body-form": [
+    "form-param1",
+    "form-param2"
+  ],
+  "body-json": [
+    "json-path-expression-1",
+    "json-path-expression-2"
+  ],
+  "body-xml" : [
+    "xpath-expression-1",
+    "xpath-expression-2"
+  ]
+}
+```
+
+### Examples
+
+#### Excluding a single header
+
+To exclude the header `Upgrade-Insecure-Requests`, set the `header` property's value to an array with the header name: `[ "Upgrade-Insecure-Requests" ]`. For instance, the JSON document looks like this:
+
+```json
+{
+  "headers": [ "Upgrade-Insecure-Requests" ]
+}
+```
+
+Header names are case-insensitive, thus the header name `UPGRADE-INSECURE-REQUESTS` is equivalent to `Upgrade-Insecure-Requests`.
+
+#### Excluding both a header and two cookies
+
+To exclude the header `Authorization` and the cookies `PHPSESSID` and `csrftoken`, set the `headers` property's value to an array with header name `[ "Authorization" ]` and the `cookies` property's value to an array with the cookies' names `[ "PHPSESSID", "csrftoken" ]`. For instance, the JSON document looks like this:
+
+```json
+{
+  "headers": [ "Authorization" ],
+  "cookies": [ "PHPSESSID", "csrftoken" ]
+}
+```
+
+#### Excluding a `body-form` parameter
+
+To exclude the `password` field in a request that uses `application/x-www-form-urlencoded`, set the `body-form` property's value to an array with the field name `[ "password" ]`. For instance, the JSON document looks like this:
+
+```json
+{
+  "body-form":  [ "password" ]
+}
+```
+
+The exclude parameters uses `body-form` when the request uses a content type `application/x-www-form-urlencoded`.
+
+#### Excluding a specific JSON nodes using JSON Path
+
+To exclude the `schema` property in the root object, set the `body-json` property's value to an array with the JSON Path expression `[ "$.schema" ]`.
+
+The JSON Path expression uses special syntax to identify JSON nodes: `$` refers to the root of the JSON document, `.` refers to the current object (in our case the root object), and the text `schema` refers to a property name. Thus, the JSON path expression `$.schema` refers to a property `schema` in the root object.
+For instance, the JSON document looks like this:
+
+```json
+{
+  "body-json": [ "$.schema" ]
+}
+```
+
+The exclude parameters uses `body-json` when the request uses a content type `application/json`. Each entry in `body-json` is expected to be a [JSON Path expression](https://goessner.net/articles/JsonPath/). In JSON Path, characters like `$`, `*`, `.` among others have special meaning.
+
+#### Excluding multiple JSON nodes using JSON Path
+
+To exclude the property `password` on each entry of an array of `users` at the root level, set the `body-json` property's value to an array with the JSON Path expression `[ "$.users[*].paswword" ]`.
+
+The JSON Path expression starts with `$` to refer to the root node and uses `.` to refer to the current node. Then, it uses `users` to refer to a property and the characters `[` and `]` to enclose the index in the array you want to use, instead of providing a number as an index you use `*` to specify any index. After the index reference, we find `.` which now refers to any given selected index in the array, preceded by a property name `password`.
+
+For instance, the JSON document looks like this:
+
+```json
+{
+  "body-json": [ "$.users[*].paswword" ]
+}
+```
+
+The exclude parameters uses `body-json` when the request uses a content type `application/json`. Each entry in `body-json` is expected to be a [JSON Path expression](https://goessner.net/articles/JsonPath/). In JSON Path characters like `$`, `*`, `.` among others have special meaning.
+
+#### Excluding an XML attribute
+
+To exclude an attribute named `isEnabled` located in the root element `credentials`, set the `body-xml` property's value to an array with the XPath expression `[ "/credentials/@isEnabled" ]`.
+
+The XPath expression `/credentials/@isEnabled`, starts with `/` to indicate the root of the XML document, then it is followed by the word `credentials` which indicates the name of the element to match. It uses a `/` to refer to a node of the previous XML element, and the character `@` to indicate that the name `isEnable` is an attribute.
+
+For instance, the JSON document looks like this:
+
+```json
+{
+  "body-xml": [
+    "/credentials/@isEnabled"
+  ]
+}
+```
+
+The exclude parameters uses `body-xml` when the request uses a content type `application/xml`. Each entry in `body-xml` is expected to be an [XPath v2 expression](https://www.w3.org/TR/xpath20/). In XPath expressions, characters like `@`, `/`, `:`, `[`, `]` among others have special meanings.
+
+#### Excluding an XML element's text
+
+To exclude the text of the `username` element contained in root node `credentials`, set the `body-xml` property's value to an array with the XPath expression `[/credentials/username/text()" ]`.
+
+In the XPath expression `/credentials/username/text()`, the first character `/` refers to the root XML node, and then after it indicates an XML element's name `credentials`. Similarly, the character `/` refers to the current element, followed by a new XML element's name `username`. Last part has a `/` that refers to the current element, and uses a XPath function called `text()` which identifies the text of the current element.
+
+For instance, the JSON document looks like this:
+
+```json
+{
+  "body-xml": [
+    "/credentials/username/text()"
+  ]
+}
+```
+
+The exclude parameters uses `body-xml` when the request uses a content type `application/xml`. Each entry in `body-xml` is expected to be a [XPath v2 expression](https://www.w3.org/TR/xpath20/). In XPath expressions characters like `@`, `/`, `:`, `[`, `]` among others have special meanings.
+
+#### Excluding an XML element
+
+To exclude the element `username` contained in root node `credentials`, set the `body-xml` property's value to an array with the XPath expression `[/credentials/username" ]`.
+
+In the XPath expression `/credentials/username`, the first character `/` refers to the root XML node, and then after it indicates an XML element's name `credentials`. Similarly, the character `/` refers to the current element, followed by a new XML element's name `username`.
+
+For instance, the JSON document looks like this:
+
+```json
+{
+  "body-xml": [
+    "/credentials/username"
+  ]
+}
+```
+
+The exclude parameters uses `body-xml` when the request uses a content type `application/xml`. Each entry in `body-xml` is expected to be a [XPath v2 expression](https://www.w3.org/TR/xpath20/). In XPath expressions characters like `@`, `/`, `:`, `[`, `]` among others have special meanings.
+
+#### Excluding an XML node with namespaces
+
+To exclude a XML element `login` which is defined in namespace `s`, and contained in `credentials` root node, set the `body-xml` property's value to an array with the XPath expression `[ "/credentials/s:login" ]`.
+
+In the XPath expression `/credentials/s:login`, the first character `/` refers to the root XML node, and then after it indicates an XML element's name `credentials`. Similarly, the character `/` refers to the current element, followed by a new XML element's name `s:login`. Notice that name contains the character `:`, this character separates the namespace from the node name.
+
+The namespace name should have been defined in the XML document which is part of the body request. You may check the namespace in the specification document HAR, OpenAPI, or Postman Collection file.
+
+```json
+{
+  "body-xml": [
+    "/credentials/s:login"
+  ]
+}
+```
+
+The exclude parameters uses `body-xml` when the request uses a content type `application/xml`. Each entry in `body-xml` is expected to be a [XPath v2 expression](https://www.w3.org/TR/xpath20/). In XPath expressions characters like `@`, `/`, `:`, `[`, `]` among others have special meanings.
+
+### Using a JSON string
+
+To provide the exclusion JSON document set the variable `FUZZAPI_EXCLUDE_PARAMETER_ENV` with the JSON string. In the following example, the `.gitlab-ci.yml`, the `FUZZAPI_EXCLUDE_PARAMETER_ENV` variable is set to a JSON string:
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_EXCLUDE_PARAMETER_ENV: '{ "headers": [ "Upgrade-Insecure-Requests" ] }'
+```
+
+### Using a file
+
+To provide the exclusion JSON document, set the variable `FUZZAPI_EXCLUDE_PARAMETER_FILE` with the JSON file path. The file path is relative to the job current working directory. In the following example `.gitlab-ci.yml` file, the `FUZZAPI_EXCLUDE_PARAMETER_FILE` variable is set to a JSON file path:
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_EXCLUDE_PARAMETER_FILE: api-fuzzing-exclude-parameters.json
+```
+
+The `api-fuzzing-exclude-parameters.json` is a JSON document that follows the structure of [exclude parameters document](#exclude-parameters-using-a-json-document).
+
+## Exclude URLs
+
+> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/357195) in GitLab 14.10.
+
+As an alternative to excluding by paths, you can filter by any other component in the URL by using the `FUZZAPI_EXCLUDE_URLS` CI/CD variable. This variable can be set in your `.gitlab-ci.yml` file. The variable can store multiple values, separated by commas (`,`). Each value is a regular expression. Because each entry is a regular expression, an entry such as `.*` excludes all URLs because it is a regular expression that matches everything.
+
+In your job output you can check if any URLs matched any provided regular expression from `FUZZAPI_EXCLUDE_URLS`. Matching operations are listed in the **Excluded Operations** section. Operations listed in the **Excluded Operations** should not be listed in the **Tested Operations** section. For example the following portion of a job output:
+
+```plaintext
+2021-05-27 21:51:08 [INF] API Fuzzing: --[ Tested Operations ]-------------------------
+2021-05-27 21:51:08 [INF] API Fuzzing: 201 POST http://target:7777/api/users CREATED
+2021-05-27 21:51:08 [INF] API Fuzzing: ------------------------------------------------
+2021-05-27 21:51:08 [INF] API Fuzzing: --[ Excluded Operations ]-----------------------
+2021-05-27 21:51:08 [INF] API Fuzzing: GET http://target:7777/api/messages
+2021-05-27 21:51:08 [INF] API Fuzzing: POST http://target:7777/api/messages
+2021-05-27 21:51:08 [INF] API Fuzzing: ------------------------------------------------
+```
+
+NOTE:
+Each value in `FUZZAPI_EXCLUDE_URLS` is a regular expression. Characters such as `.` , `*` and `$` among many others have special meanings in [regular expressions](https://en.wikipedia.org/wiki/Regular_expression#Standards).
+
+### Examples
+
+#### Excluding a URL and child resources
+
+The following example excludes the URL `http://target/api/auth` and its child resources.
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_TARGET_URL: http://target/
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_EXCLUDE_URLS: http://target/api/auth
+```
+
+#### Excluding two URLs and allow their child resources
+
+To exclude the URLs `http://target/api/buy` and `http://target/api/sell` but allowing to scan their child resources, for instance: `http://target/api/buy/toy` or `http://target/api/sell/chair`. You could use the value `http://target/api/buy/$,http://target/api/sell/$`. This value is using two regular expressions, each of them separated by a `,` character. Hence, it contains `http://target/api/buy$` and `http://target/api/sell$`. In each regular expression, the trailing `$` character points out where the matching URL should end.
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_TARGET_URL: http://target/
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_EXCLUDE_URLS: http://target/api/buy/$,http://target/api/sell/$
+```
+
+#### Excluding two URLs and their child resources
+
+To exclude the URLs: `http://target/api/buy` and `http://target/api/sell`, and their child resources. To provide multiple URLs we use the `,` character as follows:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_TARGET_URL: http://target/
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_EXCLUDE_URLS: http://target/api/buy,http://target/api/sell
+```
+
+#### Excluding URL using regular expressions
+
+To exclude exactly `https://target/api/v1/user/create` and `https://target/api/v2/user/create` or any other version (`v3`,`v4`, and more), we could use `https://target/api/v.*/user/create$`. In the previous regular expression:
+
+- `.` indicates any character.
+- `*` indicates zero or more times.
+- `$` indicates that the URL should end there.
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_TARGET_URL: http://target/
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_EXCLUDE_URLS: https://target/api/v.*/user/create$
+```
+
+## Header Fuzzing
+
+Header fuzzing is disabled by default due to the high number of false positives that occur with many
+technology stacks. When header fuzzing is enabled, you must specify a list of headers to include in
+fuzzing.
+
+Each profile in the default configuration file has an entry for `GeneralFuzzingCheck`. This check
+performs header fuzzing. Under the `Configuration` section, you must change the `HeaderFuzzing` and
+`Headers` settings to enable header fuzzing.
+
+This snippet shows the `Quick-10` profile's default configuration with header fuzzing disabled:
+
+```yaml
+- Name: Quick-10
+  DefaultProfile: Empty
+  Routes:
+  - Route: *Route0
+    Checks:
+    - Name: FormBodyFuzzingCheck
+      Configuration:
+        FuzzingCount: 10
+        UnicodeFuzzing: true
+    - Name: GeneralFuzzingCheck
+      Configuration:
+        FuzzingCount: 10
+        UnicodeFuzzing: true
+        HeaderFuzzing: false
+        Headers:
+    - Name: JsonFuzzingCheck
+      Configuration:
+        FuzzingCount: 10
+        UnicodeFuzzing: true
+    - Name: XmlFuzzingCheck
+      Configuration:
+        FuzzingCount: 10
+        UnicodeFuzzing: true
+```
+
+`HeaderFuzzing` is a boolean that turns header fuzzing on and off. The default setting is `false`
+for off. To turn header fuzzing on, change this setting to `true`:
+
+```yaml
+    - Name: GeneralFuzzingCheck
+      Configuration:
+        FuzzingCount: 10
+        UnicodeFuzzing: true
+        HeaderFuzzing: true
+        Headers:
+```
+
+`Headers` is a list of headers to fuzz. Only headers listed are fuzzed. To fuzz a header used by
+your APIs, add an entry for it using the syntax `- Name: HeaderName`. For example, to fuzz a
+custom header `X-Custom`, add `- Name: X-Custom`:
+
+```yaml
+    - Name: GeneralFuzzingCheck
+      Configuration:
+        FuzzingCount: 10
+        UnicodeFuzzing: true
+        HeaderFuzzing: true
+        Headers:
+          - Name: X-Custom
+```
+
+You now have a configuration to fuzz the header `X-Custom`. Use the same notation to list additional
+headers:
+
+```yaml
+    - Name: GeneralFuzzingCheck
+      Configuration:
+        FuzzingCount: 10
+        UnicodeFuzzing: true
+        HeaderFuzzing: true
+        Headers:
+          - Name: X-Custom
+          - Name: X-AnotherHeader
+```
+
+Repeat this configuration for each profile as needed.
diff --git a/doc/user/application_security/api_fuzzing/configuration/enabling_the_analyzer.md b/doc/user/application_security/api_fuzzing/configuration/enabling_the_analyzer.md
new file mode 100644
index 0000000000000000000000000000000000000000..69d4f64f9f14c4c19cebf82fe9d08c34ab3a0338
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/configuration/enabling_the_analyzer.md
@@ -0,0 +1,1056 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://handbook.gitlab.com/handbook/product/ux/technical-writing/#assignments
+---
+
+# Enabling the analyzer
+
+Requirements:
+
+- One of the following web API types:
+  - REST API
+  - SOAP
+  - GraphQL
+  - Form bodies, JSON, or XML
+- One of the following assets to provide APIs to test:
+  - OpenAPI v2 or v3 API definition
+  - HTTP Archive (HAR) of API requests to test
+  - Postman Collection v2.0 or v2.1
+
+  WARNING:
+  **Never** run fuzz testing against a production server. Not only can it perform *any* function that
+  the API can, it may also trigger bugs in the API. This includes actions like modifying and deleting
+  data. Only run fuzzing against a test server.
+
+To enable Web API fuzzing:
+
+- Include the API fuzzing template in your `.gitlab-ci.yml` file.
+- From GitLab 13.10 and later, use the Web API fuzzing configuration form.
+
+- For manual configuration instructions, see the respective section, depending on the API type:
+  - [OpenAPI Specification](#openapi-specification)
+  - [GraphQL Schema](#graphql-schema)
+  - [HTTP Archive (HAR)](#http-archive-har)
+  - [Postman Collection](#postman-collection)
+- Otherwise, see [Web API fuzzing configuration form](#web-api-fuzzing-configuration-form).
+
+In GitLab 14.0 and later, API fuzzing configuration files must be in your repository's
+`.gitlab` directory instead of your repository's root.
+
+## Web API fuzzing configuration form
+
+> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/299234) in GitLab 13.10.
+
+The API fuzzing configuration form helps you create or modify your project's API fuzzing
+configuration. The form lets you choose values for the most common API fuzzing options and builds
+a YAML snippet that you can paste in your GitLab CI/CD configuration.
+
+### Configure Web API fuzzing in the UI
+
+To generate an API Fuzzing configuration snippet:
+
+1. On the left sidebar, select **Search or go to** and find your project.
+1. Select **Secure > Security configuration**.
+1. In the **API Fuzzing** row, select **Enable API Fuzzing**.
+1. Complete the fields. For details see [Available CI/CD variables](variables.md).
+1. Select **Generate code snippet**.
+   A modal opens with the YAML snippet corresponding to the options you've selected in the form.
+1. Do one of the following:
+   1. To copy the snippet to your clipboard, select **Copy code only**.
+   1. To add the snippet to your project's `.gitlab-ci.yml` file, select
+      **Copy code and open `.gitlab-ci.yml` file**. The Pipeline Editor opens.
+      1. Paste the snippet into the `.gitlab-ci.yml` file.
+      1. Select the **Lint** tab to confirm the edited `.gitlab-ci.yml` file is valid.
+      1. Select the **Edit** tab, then select **Commit changes**.
+
+When the snippet is committed to the `.gitlab-ci.yml` file, pipelines include an API Fuzzing job.
+
+## OpenAPI Specification
+
+> - Support for OpenAPI Specification v3.0 was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/228652) in GitLab 13.9.
+> - Support for OpenAPI Specification using YAML format was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/330583) in GitLab 14.0.
+> - Support for OpenAPI Specification v3.1 was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/327268) in GitLab 14.2.
+> - Support to generate media type `application/xml` was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/327268) in GitLab 14.8.
+> - Support to select media types was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/333304) in GitLab 14.10.
+
+The [OpenAPI Specification](https://www.openapis.org/) (formerly the Swagger Specification) is an API description format for REST APIs.
+This section shows you how to configure API fuzzing using an OpenAPI Specification to provide information about the target API to test.
+OpenAPI Specifications are provided as a file system resource or URL. Both JSON and YAML OpenAPI formats are supported.
+
+API fuzzing uses an OpenAPI document to generate the request body. When a request body is required,
+the body generation is limited to these body types:
+
+- `application/x-www-form-urlencoded`
+- `multipart/form-data`
+- `application/json`
+- `application/xml`
+
+## OpenAPI and media types
+
+A media type (formerly known as MIME type) is an identifier for file formats and format contents transmitted. A OpenAPI document lets you specify that a given operation can accept different media types, hence a given request can send data using different file content. As for example, a `PUT /user` operation to update user data could accept data in either XML (media type `application/xml`) or JSON (media type `application/json`) format.
+OpenAPI 2.x lets you specify the accepted media types globally or per operation, and OpenAPI 3.x lets you specify the accepted media types per operation. API Fuzzing checks the listed media types and tries to produce sample data for each supported media type.
+
+- In [GitLab 14.10 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/333304), the default behavior is to select one of the supported media types to use. The first supported media type is chosen from the list. This behavior is configurable.
+- In GitLab 14.9 and earlier, the default behavior is to perform testing using all supported media types. This means if two media types are listed (for example, `application/json` and `application/xml`), tests are performed using JSON, and then the same tests using XML.
+
+Testing the same operation (for example, `POST /user`) using different media types (for example, `application/json` and `application/xml`) is not always desirable.
+For example, if the target application executes the same code regardless of the request content type, it takes longer to finish the test session, and it may report duplicate vulnerabilities related to the request body depending on the target app.
+
+The environment variable `FUZZAPI_OPENAPI_ALL_MEDIA_TYPES` lets you specify whether or not to use all supported media types instead of one when generating requests for a given operation. When the environmental variable `FUZZAPI_OPENAPI_ALL_MEDIA_TYPES` is set to any value, API Fuzzing tries to generate requests for all supported media types instead of one in a given operation. This causes testing to take longer as testing is repeated for each provided media type.
+
+Alternatively, the variable `FUZZAPI_OPENAPI_MEDIA_TYPES` is used to provide a list of media types that each is tested. Providing more than one media type causes testing to take longer, as testing is performed for each media type selected. When the environment variable `FUZZAPI_OPENAPI_MEDIA_TYPES` is set to a list of media types, only the listed media types are included when creating requests.
+
+Multiple media types in `FUZZAPI_OPENAPI_MEDIA_TYPES` must separated by a colon (`:`). For example, to limit request generation to the media types `application/x-www-form-urlencoded` and  `multipart/form-data`, set the environment variable `FUZZAPI_OPENAPI_MEDIA_TYPES` to `application/x-www-form-urlencoded:multipart/form-data`. Only supported media types in this list are included when creating requests, though unsupported media types are always skipped. A media type text may contain different sections. For example, `application/vnd.api+json; charset=UTF-8` is a compound of `type "/" [tree "."] subtype ["+" suffix]* [";" parameter]`. Parameters are not taken into account when filtering media types on request generation.
+
+The environment variables `FUZZAPI_OPENAPI_ALL_MEDIA_TYPES` and `FUZZAPI_OPENAPI_MEDIA_TYPES` allow you to decide how to handle media types. These settings are mutually exclusive. If both are enabled, API Fuzzing reports an error.
+
+### Configure Web API fuzzing with an OpenAPI Specification
+
+To configure API fuzzing in GitLab with an OpenAPI Specification:
+
+1. Add the `fuzz` stage to your `.gitlab-ci.yml` file.
+
+1. [Include](../../../../ci/yaml/index.md#includetemplate)
+   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml)
+   in your `.gitlab-ci.yml` file.
+
+1. Provide the profile by adding the `FUZZAPI_PROFILE` CI/CD variable to your `.gitlab-ci.yml` file.
+   The profile specifies how many tests are run. Substitute `Quick-10` for the profile you choose. For more details, see [API fuzzing profiles](customizing_analyzer_settings.md#api-fuzzing-profiles).
+
+   ```yaml
+   variables:
+     FUZZAPI_PROFILE: Quick-10
+   ```
+
+1. Provide the location of the OpenAPI Specification. You can provide the specification as a file
+   or URL. Specify the location by adding the `FUZZAPI_OPENAPI` variable.
+
+1. Provide the target API instance's base URL. Use either the `FUZZAPI_TARGET_URL` variable or an
+   `environment_url.txt` file.
+
+   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
+   dynamic environments. To run API fuzzing against an application dynamically created during a
+   GitLab CI/CD pipeline, have the application persist its URL in an `environment_url.txt` file.
+   API fuzzing automatically parses that file to find its scan target. You can see an
+   example of this in the [Auto DevOps CI YAML](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Jobs/Deploy.gitlab-ci.yml).
+
+Example `.gitlab-ci.yml` file using an OpenAPI Specification:
+
+   ```yaml
+   stages:
+     - fuzz
+
+   include:
+     - template: API-Fuzzing.gitlab-ci.yml
+
+   variables:
+     FUZZAPI_PROFILE: Quick-10
+     FUZZAPI_OPENAPI: test-api-specification.json
+     FUZZAPI_TARGET_URL: http://test-deployment/
+   ```
+
+This is a minimal configuration for API Fuzzing. From here you can:
+
+- [Run your first scan](#running-your-first-scan).
+- [Add authentication](customizing_analyzer_settings.md#authentication).
+- Learn how to [handle false positives](#handling-false-positives).
+
+For details of API fuzzing configuration options, see [Available CI/CD variables](variables.md).
+
+## HTTP Archive (HAR)
+
+The [HTTP Archive format (HAR)](http://www.softwareishard.com/blog/har-12-spec/)
+is an archive file format for logging HTTP transactions. When used with the GitLab API fuzzer, HAR
+must contain records of calling the web API to test. The API fuzzer extracts all the requests and
+uses them to perform testing.
+
+For more details, including how to create a HAR file, see [HTTP Archive format](../create_har_files.md).
+
+WARNING:
+HAR files may contain sensitive information such as authentication tokens, API keys, and session
+cookies. We recommend that you review the HAR file contents before adding them to a repository.
+
+### Configure Web API fuzzing with a HAR file
+
+To configure API fuzzing to use a HAR file:
+
+1. Add the `fuzz` stage to your `.gitlab-ci.yml` file.
+
+1. [Include](../../../../ci/yaml/index.md#includetemplate)
+   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml)
+   in your `.gitlab-ci.yml` file.
+
+1. Provide the profile by adding the `FUZZAPI_PROFILE` CI/CD variable to your `.gitlab-ci.yml` file.
+   The profile specifies how many tests are run. Substitute `Quick-10` for the profile you choose. For more details, see [API fuzzing profiles](customizing_analyzer_settings.md#api-fuzzing-profiles).
+
+   ```yaml
+   variables:
+     FUZZAPI_PROFILE: Quick-10
+   ```
+
+1. Provide the location of the HAR specification. You can provide the specification as a file
+   or URL. URL support was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/285020)
+   in GitLab 13.10 and later. Specify the location by adding the `FUZZAPI_HAR` variable.
+
+1. The target API instance's base URL is also required. Provide it by using the `FUZZAPI_TARGET_URL`
+   variable or an `environment_url.txt` file.
+
+   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
+   dynamic environments. To run API fuzzing against an app dynamically created during a GitLab CI/CD
+   pipeline, have the app persist its domain in an `environment_url.txt` file. API fuzzing
+   automatically parses that file to find its scan target. You can see an
+   [example of this in our Auto DevOps CI YAML](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Jobs/Deploy.gitlab-ci.yml).
+
+Example `.gitlab-ci.yml` file using a HAR file:
+
+   ```yaml
+   stages:
+     - fuzz
+
+   include:
+     - template: API-Fuzzing.gitlab-ci.yml
+
+   variables:
+     FUZZAPI_PROFILE: Quick-10
+     FUZZAPI_HAR: test-api-recording.har
+     FUZZAPI_TARGET_URL: http://test-deployment/
+   ```
+
+This example is a minimal configuration for API fuzzing. From here you can:
+
+- [Run your first scan](#running-your-first-scan).
+- [Add authentication](customizing_analyzer_settings.md#authentication).
+- Learn how to [handle false positives](#handling-false-positives).
+
+For details of API fuzzing configuration options, see [Available CI/CD variables](variables.md).
+
+## GraphQL Schema
+
+> - Support for GraphQL Schema was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/352780) in GitLab 15.4.
+
+GraphQL is a query language for your API and an alternative to REST APIs.
+API Fuzzing supports testing GraphQL endpoints multiple ways:
+
+- Test using the GraphQL Schema. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/352780) in GitLab 15.4.
+- Test using a recording (HAR) of GraphQL queries.
+- Test using a Postman Collection containing GraphQL queries.
+
+This section documents how to test using a GraphQL schema. The GraphQL schema support in
+API Fuzzing is able to query the schema from endpoints that support introspection.
+Introspection is enabled by default to allow tools like GraphiQL to work.
+
+### API Fuzzing scanning with a GraphQL endpoint URL
+
+The GraphQL support in API Fuzzing is able to query a GraphQL endpoint for the schema.
+
+NOTE:
+The GraphQL endpoint must support introspection queries for this method to work correctly.
+
+To configure API Fuzzing to use an GraphQL endpoint URL that provides information about the target API to test:
+
+1. [Include](../../../../ci/yaml/index.md#includetemplate)
+   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml) in your `.gitlab-ci.yml` file.
+
+1. Provide the GraphQL endpoint path, for example `/api/graphql`. Specify the path by adding the `FUZZAPI_GRAPHQL` variable.
+
+1. The target API instance's base URL is also required. Provide it by using the `FUZZAPI_TARGET_URL`
+   variable or an `environment_url.txt` file.
+
+   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
+   dynamic environments. See the [dynamic environment solutions](../troubleshooting.md#dynamic-environment-solutions) section of our documentation for more information.
+
+Complete example configuration of using a GraphQL endpoint URL:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+apifuzzer_fuzz:
+  variables:
+    FUZZAPI_GRAPHQL: /api/graphql
+    FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+This example is a minimal configuration for API Fuzzing. From here you can:
+
+- [Run your first scan](#running-your-first-scan).
+- [Add authentication](customizing_analyzer_settings.md#authentication).
+- Learn how to [handle false positives](#handling-false-positives).
+
+### API Fuzzing with a GraphQL Schema file
+
+API Fuzzing can use a GraphQL schema file to understand and test a GraphQL endpoint that has introspection disabled. To use a GraphQL schema file, it must be in the introspection JSON format. A GraphQL schema can be converted to a the introspection JSON format using an online 3rd party tool: [https://transform.tools/graphql-to-introspection-json](https://transform.tools/graphql-to-introspection-json).
+
+To configure API Fuzzing to use a GraphQl schema file that provides information about the target API to test:
+
+1. [Include](../../../../ci/yaml/index.md#includetemplate)
+   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml) in your `.gitlab-ci.yml` file.
+
+1. Provide the GraphQL endpoint path, for example `/api/graphql`. Specify the path by adding the `FUZZAPI_GRAPHQL` variable.
+
+1. Provide the location of the GraphQL schema file. You can provide the location as a file path
+   or URL. Specify the location by adding the `FUZZAPI_GRAPHQL_SCHEMA` variable.
+
+1. The target API instance's base URL is also required. Provide it by using the `FUZZAPI_TARGET_URL`
+   variable or an `environment_url.txt` file.
+
+   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
+   dynamic environments. See the [dynamic environment solutions](../troubleshooting.md#dynamic-environment-solutions) section of our documentation for more information.
+
+Complete example configuration of using an GraphQL schema file:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+apifuzzer_fuzz:
+  variables:
+    FUZZAPI_GRAPHQL: /api/graphql
+    FUZZAPI_GRAPHQL_SCHEMA: test-api-graphql.schema
+    FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+Complete example configuration of using an GraphQL schema file URL:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+apifuzzer_fuzz:
+  variables:
+    FUZZAPI_GRAPHQL: /api/graphql
+    FUZZAPI_GRAPHQL_SCHEMA: http://file-store/files/test-api-graphql.schema
+    FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+This example is a minimal configuration for API Fuzzing. From here you can:
+
+- [Run your first scan](#running-your-first-scan).
+- [Add authentication](customizing_analyzer_settings.md#authentication).
+- Learn how to [handle false positives](#handling-false-positives).
+
+## Postman Collection
+
+The [Postman API Client](https://www.postman.com/product/api-client/) is a popular tool that
+developers and testers use to call various types of APIs. The API definitions
+[can be exported as a Postman Collection file](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-postman-data)
+for use with API Fuzzing. When exporting, make sure to select a supported version of Postman
+Collection: v2.0 or v2.1.
+
+When used with the GitLab API fuzzer, Postman Collections must contain definitions of the web API to
+test with valid data. The API fuzzer extracts all the API definitions and uses them to perform
+testing.
+
+WARNING:
+Postman Collection files may contain sensitive information such as authentication tokens, API keys,
+and session cookies. We recommend that you review the Postman Collection file contents before adding
+them to a repository.
+
+### Configure Web API fuzzing with a Postman Collection file
+
+To configure API fuzzing to use a Postman Collection file:
+
+1. Add the `fuzz` stage to your `.gitlab-ci.yml` file.
+
+1. [Include](../../../../ci/yaml/index.md#includetemplate)
+   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml)
+   in your `.gitlab-ci.yml` file.
+
+1. Provide the profile by adding the `FUZZAPI_PROFILE` CI/CD variable to your `.gitlab-ci.yml` file.
+   The profile specifies how many tests are run. Substitute `Quick-10` for the profile you choose. For more details, see [API fuzzing profiles](customizing_analyzer_settings.md#api-fuzzing-profiles).
+
+   ```yaml
+   variables:
+     FUZZAPI_PROFILE: Quick-10
+   ```
+
+1. Provide the location of the Postman Collection specification. You can provide the specification
+   as a file or URL. URL support was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/285020)
+   in GitLab 13.10 and later. Specify the location by adding the `FUZZAPI_POSTMAN_COLLECTION`
+   variable.
+
+1. Provide the target API instance's base URL. Use either the `FUZZAPI_TARGET_URL` variable or an
+   `environment_url.txt` file.
+
+   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
+   dynamic environments. To run API fuzzing against an app dynamically created during a GitLab CI/CD
+   pipeline, have the app persist its domain in an `environment_url.txt` file. API fuzzing
+   automatically parses that file to find its scan target. You can see an
+   [example of this in our Auto DevOps CI YAML](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Jobs/Deploy.gitlab-ci.yml).
+
+Example `.gitlab-ci.yml` file using a Postman Collection file:
+
+   ```yaml
+   stages:
+     - fuzz
+
+   include:
+     - template: API-Fuzzing.gitlab-ci.yml
+
+   variables:
+     FUZZAPI_PROFILE: Quick-10
+     FUZZAPI_POSTMAN_COLLECTION: postman-collection_serviceA.json
+     FUZZAPI_TARGET_URL: http://test-deployment/
+   ```
+
+This is a minimal configuration for API Fuzzing. From here you can:
+
+- [Run your first scan](#running-your-first-scan).
+- [Add authentication](customizing_analyzer_settings.md#authentication).
+- Learn how to [handle false positives](#handling-false-positives).
+
+For details of API fuzzing configuration options, see [Available CI/CD variables](variables.md).
+
+### Postman variables
+
+> - Support for Postman Environment file format was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/356312) in GitLab 15.1.
+> - Support for multiple variable files was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/356312) in GitLab 15.1.
+> - Support for Postman variable scopes: Global and Environment was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/356312) in GitLab 15.1.
+
+#### Variables in Postman Client
+
+Postman allows the developer to define placeholders that can be used in different parts of the
+requests. These placeholders are called variables, as explained in [using variables](https://learning.postman.com/docs/sending-requests/variables/).
+You can use variables to store and reuse values in your requests and scripts. For example, you can
+edit the collection to add variables to the document:
+
+![Edit collection variable tab View](../img/api_fuzzing_postman_collection_edit_variable.png)
+
+Or alternatively, you can add variables in an environment:
+
+![Edit environment variables View](../img/api_fuzzing_postman_environment_edit_variable.png)
+
+You can then use the variables in sections such as URL, headers, and others:
+
+![Edit request using variables View](../img/api_fuzzing_postman_request_edit.png)
+
+Postman has grown from a basic client tool with a nice UX experience to a more complex ecosystem that allows testing APIs with scripts, creating complex collections that trigger secondary requests, and setting variables along the way. Not every feature in the Postman ecosystem is supported. For example, scripts are not supported. The main focus of the Postman support is to ingest Postman Collection definitions that are used by the Postman Client and their related variables defined in the workspace, environments, and the collections themselves.
+
+Postman allows creating variables in different scopes. Each scope has a different level of visibility in the Postman tools. For example, you can create a variable in a _global environment_ scope that is seen by every operation definition and workspace. You can also create a variable in a specific _environment_ scope that is only visible and used when that specific environment is selected for use. Some scopes are not always available, for example in the Postman ecosystem you can create requests in the Postman Client, these requests do not have a _local_ scope, but test scripts do.
+
+Variable scopes in Postman can be a daunting topic and not everyone is familiar with it. We strongly recommend that you read [Variable Scopes](https://learning.postman.com/docs/sending-requests/variables/#variable-scopes) from Postman documentation before moving forward.
+
+As mentioned above, there are different variable scopes, and each of them has a purpose and can be used to provide more flexibility to your Postman document. There is an important note on how values for variables are computed, as per Postman documentation:
+
+> If a variable with the same name is declared in two different scopes, the value stored in the variable with narrowest scope is used. For example, if there is a global variable named `username` and a local variable named `username`, the local value is used when the request runs.
+
+The following is a summary of the variable scopes supported by the Postman Client and API Fuzzing:
+
+- **Global Environment (Global) scope** is a special pre-defined environment that is available throughout a workspace. We can also refer to the _global environment_ scope as the _global_ scope. The Postman Client allows exporting the global environment into a JSON file, which can be used with API Fuzzing.
+- **Environment scope** is a named group of variables created by a user in the Postman Client.
+  The Postman Client supports a single active environment along with the global environment. The variables defined in an active user-created environment take precedence over variables defined in the global environment. The Postman Client allows exporting your environment into a JSON file, which can be used with API Fuzzing.
+- **Collection scope** is a group of variables declared in a given collection. The collection variables are available to the collection where they have been declared and the nested requests or collections. Variables defined in the collection scope take precedence over the _global environment_ scope and also the _environment_ scope.
+  The Postman Client can export one or more collections into a JSON file, this JSON file contains selected collections, requests, and collection variables.
+- **API Fuzzing Scope** is a new scope added by API Fuzzing to allow users to provide extra variables, or override variables defined in other supported scopes. This scope is not supported by Postman. The _API Fuzzing Scope_ variables are provided using a [custom JSON file format](#api-fuzzing-scope-custom-json-file-format).
+  - Override values defined in the environment or collection
+  - Defining variables from scripts
+  - Define a single row of data from the unsupported _data scope_
+- **Data scope** is a group of variables in which their name and values come from JSON or CSV files. A Postman collection runner like [Newman](https://learning.postman.com/docs/running-collections/using-newman-cli/command-line-integration-with-newman/) or [Postman Collection Runner](https://learning.postman.com/docs/running-collections/intro-to-collection-runs/) executes the requests in a collection as many times as entries have the JSON or CSV file. A good use case for these variables is to automate tests using scripts in Postman.
+  API Fuzzing does **not** support reading data from a CSV or JSON file.
+- **Local scope** are variables that are defined in Postman scripts. API Fuzzing does **not** support Postman scripts and by extension, variables defined in scripts. You can still provide values for the script-defined variables by defining them in one of the supported scopes, or our custom JSON format.
+
+Not all scopes are supported by API Fuzzing and variables defined in scripts are not supported. The following table is sorted by broadest scope to narrowest scope.
+
+| Scope              |Postman    |  API Fuzzing | Comment  |
+| ------------------ |:---------:|:------------:| :--------|
+| Global Environment | Yes       | Yes          | Special pre-defined environment |
+| Environment        | Yes       | Yes          | Named environments |
+| Collection         | Yes       | Yes          | Defined in your postman collection |
+| API Fuzzing Scope  | No        | Yes          | Custom scope added by API Fuzzing |
+| Data               | Yes       | No           | External files in CSV or JSON format |
+| Local              | Yes       | No           | Variables defined in scripts |
+
+For more details on how to define variables and export variables in different scopes, see:
+
+- [Defining collection variables](https://learning.postman.com/docs/sending-requests/variables/#defining-collection-variables)
+- [Defining environment variables](https://learning.postman.com/docs/sending-requests/variables/#defining-environment-variables)
+- [Defining global variables](https://learning.postman.com/docs/sending-requests/variables/#defining-global-variables)
+
+#### Exporting from Postman Client
+
+The Postman Client lets you export different file formats, for instance, you can export a Postman collection or a Postman environment.
+The exported environment can be the global environment (which is always available) or can be any custom environment you previously have created. When you export a Postman Collection, it may contain only declarations for _collection_ and _local_ scoped variables; _environment_ scoped variables are not included.
+
+To get the declaration for _environment_ scoped variables, you have to export a given environment at the time. Each exported file only includes variables from the selected environment.
+
+For more details on exporting variables in different supported scopes, see:
+
+- [Exporting collections](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-collections)
+- [Exporting environments](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments)
+- [Downloading global environments](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments)
+
+#### API Fuzzing Scope, custom JSON file format
+
+Our custom JSON file format is a JSON object where each object property represents a variable name and the property value represents the variable value. This file can be created using your favorite text editor, or it can be produced by an earlier job in your pipeline.
+
+This example defines two variables `base_url` and `token` in the API Fuzzing scope:
+
+```json
+{
+  "base_url": "http://127.0.0.1/",
+  "token": "Token 84816165151"
+}
+```
+
+#### Using scopes with API Fuzzing
+
+The scopes: _global_, _environment_, _collection_, and _GitLab API Fuzzing_ are supported in [GitLab 15.1 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/356312). GitLab 15.0 and earlier, supports only the _collection_, and _GitLab API Fuzzing_ scopes.
+
+The following table provides a quick reference for mapping scope files/URLs to API Fuzzing configuration variables:
+
+| Scope              |  How to Provide |
+| ------------------ | --------------- |
+| Global Environment | FUZZAPI_POSTMAN_COLLECTION_VARIABLES |
+| Environment        | FUZZAPI_POSTMAN_COLLECTION_VARIABLES |
+| Collection         | FUZZAPI_POSTMAN_COLLECTION           |
+| API Fuzzing Scope  | FUZZAPI_POSTMAN_COLLECTION_VARIABLES |
+| Data               | Not supported   |
+| Local              | Not supported   |
+
+The Postman Collection document automatically includes any _collection_ scoped variables. The Postman Collection is provided with the configuration variable `FUZZAPI_POSTMAN_COLLECTION`. This variable can be set to a single [exported Postman collection](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-collections).
+
+Variables from other scopes are provided through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable. The configuration variable supports a comma (`,`) delimited file list in [GitLab 15.1 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/356312). GitLab 15.0 and earlier, supports only one single file. The order of the files provided is not important as the files provide the needed scope information.
+
+The configuration variable `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` can be set to:
+
+- [Exported Global environment](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments)
+- [Exported environments](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments)
+- [API Fuzzing Custom JSON format](#api-fuzzing-scope-custom-json-file-format)
+
+#### Undefined Postman variables
+
+There is a chance that API Fuzzing engine does not find all variables references that your Postman collection file is using. Some cases can be:
+
+- You are using _data_ or _local_ scoped variables, and as stated previously these scopes are not supported by API Fuzzing. Thus, assuming the values for these variables have not been provided through [the API Fuzzing scope](#api-fuzzing-scope-custom-json-file-format), then the values of the _data_ and _local_ scoped variables are undefined.
+- A variable name was typed incorrectly, and the name does not match the defined variable.
+- Postman Client supports a new dynamic variable that is not supported by API Fuzzing.
+
+When possible, API Fuzzing follows the same behavior as the Postman Client does when dealing with undefined variables. The text of the variable reference remains the same, and there is no text substitution. The same behavior also applies to any unsupported dynamic variables.
+
+For example, if a request definition in the Postman Collection references the variable `{{full_url}}` and the variable is not found it is left unchanged with the value `{{full_url}}`.
+
+#### Dynamic Postman variables
+
+In addition to variables that a user can define at various scope levels, Postman has a set of pre-defined variables called _dynamic_ variables. The [_dynamic_ variables](https://learning.postman.com/docs/writing-scripts/script-references/variables-list/) are already defined and their name is prefixed with a dollar sign (`$`), for instance, `$guid`. _Dynamic_ variables can be used like any other variable, and in the Postman Client, they produce random values during the request/collection run.
+
+An important difference between API Fuzzing and Postman is that API Fuzzing returns the same value for each usage of the same dynamic variables. This differs from the Postman Client behavior which returns a random value on each use of the same dynamic variable. In other words, API Fuzzing uses static values for dynamic variables while Postman uses random values.
+
+The supported dynamic variables during the scanning process are:
+
+| Variable    | Value       |
+| ----------- | ----------- |
+| `$guid` | `611c2e81-2ccb-42d8-9ddc-2d0bfa65c1b4` |
+| `$isoTimestamp` | `2020-06-09T21:10:36.177Z` |
+| `$randomAbbreviation` | `PCI` |
+| `$randomAbstractImage` | `http://no-a-valid-host/640/480/abstract` |
+| `$randomAdjective` | `auxiliary` |
+| `$randomAlphaNumeric` | `a` |
+| `$randomAnimalsImage` | `http://no-a-valid-host/640/480/animals` |
+| `$randomAvatarImage` | `https://no-a-valid-host/path/to/some/image.jpg` |
+| `$randomBankAccount` | `09454073` |
+| `$randomBankAccountBic` | `EZIAUGJ1` |
+| `$randomBankAccountIban` | `MU20ZPUN3039684000618086155TKZ` |
+| `$randomBankAccountName` | `Home Loan Account` |
+| `$randomBitcoin` | `3VB8JGT7Y4Z63U68KGGKDXMLLH5` |
+| `$randomBoolean` | `true` |
+| `$randomBs` | `killer leverage schemas` |
+| `$randomBsAdjective` | `viral` |
+| `$randomBsBuzz` | `repurpose` |
+| `$randomBsNoun` | `markets` |
+| `$randomBusinessImage` | `http://no-a-valid-host/640/480/business` |
+| `$randomCatchPhrase` | `Future-proofed heuristic open architecture` |
+| `$randomCatchPhraseAdjective` | `Business-focused` |
+| `$randomCatchPhraseDescriptor` | `bandwidth-monitored` |
+| `$randomCatchPhraseNoun` | `superstructure` |
+| `$randomCatsImage` | `http://no-a-valid-host/640/480/cats` |
+| `$randomCity` | `Spinkahaven` |
+| `$randomCityImage` | `http://no-a-valid-host/640/480/city` |
+| `$randomColor` | `fuchsia` |
+| `$randomCommonFileExt` | `wav` |
+| `$randomCommonFileName` | `well_modulated.mpg4` |
+| `$randomCommonFileType` | `audio` |
+| `$randomCompanyName` | `Grady LLC` |
+| `$randomCompanySuffix` | `Inc` |
+| `$randomCountry` | `Kazakhstan` |
+| `$randomCountryCode` | `MD` |
+| `$randomCreditCardMask` | `3622` |
+| `$randomCurrencyCode` | `ZMK` |
+| `$randomCurrencyName` | `Pound Sterling` |
+| `$randomCurrencySymbol` | `£` |
+| `$randomDatabaseCollation` | `utf8_general_ci` |
+| `$randomDatabaseColumn` | `updatedAt` |
+| `$randomDatabaseEngine` | `Memory` |
+| `$randomDatabaseType` | `text` |
+| `$randomDateFuture` | `Tue Mar 17 2020 13:11:50 GMT+0530 (India Standard Time)` |
+| `$randomDatePast` | `Sat Mar 02 2019 09:09:26 GMT+0530 (India Standard Time)` |
+| `$randomDateRecent` | `Tue Jul 09 2019 23:12:37 GMT+0530 (India Standard Time)` |
+| `$randomDepartment` | `Electronics` |
+| `$randomDirectoryPath` | `/usr/local/bin` |
+| `$randomDomainName` | `trevor.info` |
+| `$randomDomainSuffix` | `org` |
+| `$randomDomainWord` | `jaden` |
+| `$randomEmail` | `Iva.Kovacek61@no-a-valid-host.com` |
+| `$randomExampleEmail` | `non-a-valid-user@example.net` |
+| `$randomFashionImage` | `http://no-a-valid-host/640/480/fashion` |
+| `$randomFileExt` | `war` |
+| `$randomFileName` | `neural_sri_lanka_rupee_gloves.gdoc` |
+| `$randomFilePath` | `/home/programming_chicken.cpio` |
+| `$randomFileType` | `application` |
+| `$randomFirstName` | `Chandler` |
+| `$randomFoodImage` | `http://no-a-valid-host/640/480/food` |
+| `$randomFullName` | `Connie Runolfsdottir` |
+| `$randomHexColor` | `#47594a` |
+| `$randomImageDataUri` | `data:image/svg+xml;charset=UTF-8,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20version%3D%221.1%22%20baseProfile%3D%22full%22%20width%3D%22undefined%22%20height%3D%22undefined%22%3E%20%3Crect%20width%3D%22100%25%22%20height%3D%22100%25%22%20fill%3D%22grey%22%2F%3E%20%20%3Ctext%20x%3D%220%22%20y%3D%2220%22%20font-size%3D%2220%22%20text-anchor%3D%22start%22%20fill%3D%22white%22%3Eundefinedxundefined%3C%2Ftext%3E%20%3C%2Fsvg%3E` |
+| `$randomImageUrl` | `http://no-a-valid-host/640/480` |
+| `$randomIngverb` | `navigating` |
+| `$randomInt` | `494` |
+| `$randomIP` | `241.102.234.100` |
+| `$randomIPV6` | `dbe2:7ae6:119b:c161:1560:6dda:3a9b:90a9` |
+| `$randomJobArea` | `Mobility` |
+| `$randomJobDescriptor` | `Senior` |
+| `$randomJobTitle` | `International Creative Liaison` |
+| `$randomJobType` | `Supervisor` |
+| `$randomLastName` | `Schneider` |
+| `$randomLatitude` | `55.2099` |
+| `$randomLocale` | `ny` |
+| `$randomLongitude` | `40.6609` |
+| `$randomLoremLines` | `Ducimus in ut mollitia.\nA itaque non.\nHarum temporibus nihil voluptas.\nIste in sed et nesciunt in quaerat sed.` |
+| `$randomLoremParagraph` | `Ab aliquid odio iste quo voluptas voluptatem dignissimos velit. Recusandae facilis qui commodi ea magnam enim nostrum quia quis. Nihil est suscipit assumenda ut voluptatem sed. Esse ab voluptas odit qui molestiae. Rem est nesciunt est quis ipsam expedita consequuntur.` |
+| `$randomLoremParagraphs` | `Voluptatem rem magnam aliquam ab id aut quaerat. Placeat provident possimus voluptatibus dicta velit non aut quasi. Mollitia et aliquam expedita sunt dolores nam consequuntur. Nam dolorum delectus ipsam repudiandae et ipsam ut voluptatum totam. Nobis labore labore recusandae ipsam quo.` |
+| `$randomLoremSentence` | `Molestias consequuntur nisi non quod.` |
+| `$randomLoremSentences` | `Et sint voluptas similique iure amet perspiciatis vero sequi atque. Ut porro sit et hic. Neque aspernatur vitae fugiat ut dolore et veritatis. Ab iusto ex delectus animi. Voluptates nisi iusto. Impedit quod quae voluptate qui.` |
+| `$randomLoremSlug` | `eos-aperiam-accusamus, beatae-id-molestiae, qui-est-repellat` |
+| `$randomLoremText` | `Quisquam asperiores exercitationem ut ipsum. Aut eius nesciunt. Et reiciendis aut alias eaque. Nihil amet laboriosam pariatur eligendi. Sunt ullam ut sint natus ducimus. Voluptas harum aspernatur soluta rem nam.` |
+| `$randomLoremWord` | `est` |
+| `$randomLoremWords` | `vel repellat nobis` |
+| `$randomMACAddress` | `33:d4:68:5f:b4:c7` |
+| `$randomMimeType` | `audio/vnd.vmx.cvsd` |
+| `$randomMonth` | `February` |
+| `$randomNamePrefix` | `Dr.` |
+| `$randomNameSuffix` | `MD` |
+| `$randomNatureImage` | `http://no-a-valid-host/640/480/nature` |
+| `$randomNightlifeImage` | `http://no-a-valid-host/640/480/nightlife` |
+| `$randomNoun` | `bus` |
+| `$randomPassword` | `t9iXe7COoDKv8k3` |
+| `$randomPeopleImage` | `http://no-a-valid-host/640/480/people` |
+| `$randomPhoneNumber` | `700-008-5275` |
+| `$randomPhoneNumberExt` | `27-199-983-3864` |
+| `$randomPhrase` | `You can't program the monitor without navigating the mobile XML program!` |
+| `$randomPrice` | `531.55` |
+| `$randomProduct` | `Pizza` |
+| `$randomProductAdjective` | `Unbranded` |
+| `$randomProductMaterial` | `Steel` |
+| `$randomProductName` | `Handmade Concrete Tuna` |
+| `$randomProtocol` | `https` |
+| `$randomSemver` | `7.0.5` |
+| `$randomSportsImage` | `http://no-a-valid-host/640/480/sports` |
+| `$randomStreetAddress` | `5742 Harvey Streets` |
+| `$randomStreetName` | `Kuhic Island` |
+| `$randomTransactionType` | `payment` |
+| `$randomTransportImage` | `http://no-a-valid-host/640/480/transport` |
+| `$randomUrl` | `https://no-a-valid-host.net` |
+| `$randomUserAgent` | `Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10.9.8; rv:15.6) Gecko/20100101 Firefox/15.6.6` |
+| `$randomUserName` | `Jarrell.Gutkowski` |
+| `$randomUUID` | `6929bb52-3ab2-448a-9796-d6480ecad36b` |
+| `$randomVerb` | `navigate` |
+| `$randomWeekday` | `Thursday` |
+| `$randomWord` | `withdrawal` |
+| `$randomWords` | `Samoa Synergistic sticky copying Grocery` |
+| `$timestamp` | `1562757107` |
+
+#### Example: Global Scope
+
+In this example, [the _global_ scope is exported](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments) from the Postman Client as `global-scope.json` and provided to API Fuzzing through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable.
+
+Here is an example of using `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`:
+
+```yaml
+stages:
+     - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick-10
+  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
+  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: global-scope.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+#### Example: Environment Scope
+
+In this example, [the _environment_ scope is exported](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments) from the Postman Client as `environment-scope.json` and provided to API Fuzzing through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable.
+
+Here is an example of using `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
+  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: environment-scope.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+#### Example: Collection Scope
+
+The _collection_ scope variables are included in the exported Postman Collection file and provided through the `FUZZAPI_POSTMAN_COLLECTION` configuration variable.
+
+Here is an example of using `FUZZAPI_POSTMAN_COLLECTION`:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: variable-collection-dictionary.json
+```
+
+#### Example: API Fuzzing Scope
+
+The API Fuzzing Scope is used for two main purposes, defining _data_ and _local_ scope variables that are not supported by API Fuzzing, and changing the value of an existing variable defined in another scope. The API Fuzzing Scope is provided through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable.
+
+Here is an example of using `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
+  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: api-fuzzing-scope.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+The file `api-fuzzing-scope.json` uses our [custom JSON file format](#api-fuzzing-scope-custom-json-file-format). This JSON is an object with key-value pairs for properties. The keys are the variables' names, and the values are the variables'
+values. For example:
+
+```json
+{
+  "base_url": "http://127.0.0.1/",
+  "token": "Token 84816165151"
+}
+```
+
+#### Example: Multiple Scopes
+
+In this example, a _global_ scope, _environment_ scope, and _collection_ scope are configured. The first step is to export our various scopes.
+
+- [Export the _global_ scope](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments) as `global-scope.json`
+- [Export the _environment_ scope](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments) as `environment-scope.json`
+- Export the Postman Collection which includes the _collection_ scope as `postman-collection.json`
+
+The Postman Collection is provided using the `FUZZAPI_POSTMAN_COLLECTION` variable, while the other scopes are provided using the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`. API Fuzzing can identify which scope the provided files match using data provided in each file.
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
+  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: global-scope.json,environment-scope.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+#### Example: Changing a Variables Value
+
+When using exported scopes, it's often the case that the value of a variable must be changed for use with API Fuzzing. For example, a _collection_ scoped variable might contain a variable named `api_version` with a value of `v2`, while your test needs a value of `v1`. Instead of modifying the exported collection to change the value, the API Fuzzing scope can be used to change its value. This works because the _API Fuzzing_ scope takes precedence over all other scopes.
+
+The _collection_ scope variables are included in the exported Postman Collection file and provided through the `FUZZAPI_POSTMAN_COLLECTION` configuration variable.
+
+The API Fuzzing Scope is provided through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable, but first, we must create the file.
+The file `api-fuzzing-scope.json` uses our [custom JSON file format](#api-fuzzing-scope-custom-json-file-format). This JSON is an object with key-value pairs for properties. The keys are the variables' names, and the values are the variables'
+values. For example:
+
+```json
+{
+  "api_version": "v1"
+}
+```
+
+Our CI definition:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
+  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: api-fuzzing-scope.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+#### Example: Changing a Variables Value with Multiple Scopes
+
+When using exported scopes, it's often the case that the value of a variable must be changed for use with API Fuzzing. For example, an _environment_ scope might contain a variable named `api_version` with a value of `v2`, while your test needs a value of `v1`. Instead of modifying the exported file to change the value, the API Fuzzing scope can be used. This works because the _API Fuzzing_ scope takes precedence over all other scopes.
+
+In this example, a _global_ scope, _environment_ scope, _collection_ scope, and _API Fuzzing_ scope are configured. The first step is to export and create our various scopes.
+
+- [Export the _global_ scope](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments) as `global-scope.json`
+- [Export the _environment_ scope](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments) as `environment-scope.json`
+- Export the Postman Collection which includes the _collection_ scope as `postman-collection.json`
+
+The API Fuzzing scope is used by creating a file `api-fuzzing-scope.json` using our [custom JSON file format](#api-fuzzing-scope-custom-json-file-format). This JSON is an object with key-value pairs for properties. The keys are the variables' names, and the values are the variables'
+values. For example:
+
+```json
+{
+  "api_version": "v1"
+}
+```
+
+The Postman Collection is provided using the `FUZZAPI_POSTMAN_COLLECTION` variable, while the other scopes are provided using the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`. API Fuzzing can identify which scope the provided files match using data provided in each file.
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick
+  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
+  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: global-scope.json,environment-scope.json,api-fuzzing-scope.json
+  FUZZAPI_TARGET_URL: http://test-deployment/
+```
+
+## Running your first scan
+
+When configured correctly, a CI/CD pipeline contains a `fuzz` stage and an `apifuzzer_fuzz` or
+`apifuzzer_fuzz_dnd` job. The job only fails when an invalid configuration is provided. During
+typical operation, the job always succeeds even if faults are identified during fuzz testing.
+
+Faults are displayed on the **Security** pipeline tab with the suite name. When testing against the
+repositories default branch, the fuzzing faults are also shown on the Security and Compliance's
+Vulnerability Report page.
+
+To prevent an excessive number of reported faults, the API fuzzing scanner limits the number of
+faults it reports.
+
+## Viewing fuzzing faults
+
+The API Fuzzing analyzer produces a JSON report that is collected and used
+[to populate the faults into GitLab vulnerability screens](#view-details-of-an-api-fuzzing-vulnerability).
+Fuzzing faults show up as vulnerabilities with a severity of Unknown.
+
+The faults that API fuzzing finds require manual investigation and aren't associated with a specific
+vulnerability type. They require investigation to determine if they are a security issue, and if
+they should be fixed. See [handling false positives](#handling-false-positives)
+for information about configuration changes you can make to limit the number of false positives
+reported.
+
+### View details of an API Fuzzing vulnerability
+
+> Introduced in GitLab 13.7.
+
+Faults detected by API Fuzzing occur in the live web application, and require manual investigation
+to determine if they are vulnerabilities. Fuzzing faults are included as vulnerabilities with a
+severity of Unknown. To facilitate investigation of the fuzzing faults, detailed information is
+provided about the HTTP messages sent and received along with a description of the modifications
+made.
+
+Follow these steps to view details of a fuzzing fault:
+
+1. You can view faults in a project, or a merge request:
+
+   - In a project, go to the project's **Secure > Vulnerability report**
+     page. This page shows all vulnerabilities from the default branch only.
+   - In a merge request, go the merge request's **Security** section and select the **Expand**
+     button. API Fuzzing faults are available in a section labeled
+     **API Fuzzing detected N potential vulnerabilities**. Select the title to display the fault
+     details.
+
+1. Select the fault's title to display the fault's details. The table below describes these details.
+
+   | Field               | Description                                                                             |
+   |:--------------------|:----------------------------------------------------------------------------------------|
+   | Description         | Description of the fault including what was modified.                                   |
+   | Project             | Namespace and project in which the vulnerability was detected.                          |
+   | Method              | HTTP method used to detect the vulnerability.                                           |
+   | URL                 | URL at which the vulnerability was detected.                                            |
+   | Request             | The HTTP request that caused the fault.                                                 |
+   | Unmodified Response | Response from an unmodified request. This is what a typical working response looks like. |
+   | Actual Response     | Response received from fuzzed request.                                                  |
+   | Evidence            | How we determined a fault occurred.                                                     |
+   | Identifiers         | The fuzzing check used to find this fault.                                              |
+   | Severity            | Severity of the finding is always Unknown.                                              |
+   | Scanner Type        | Scanner used to perform testing.                                                        |
+
+### Security Dashboard
+
+Fuzzing faults show up as vulnerabilities with a severity of Unknown. The Security Dashboard is a
+good place to get an overview of all the security vulnerabilities in your groups, projects and
+pipelines. For more information, see the [Security Dashboard documentation](../../security_dashboard/index.md).
+
+### Interacting with the vulnerabilities
+
+Fuzzing faults show up as vulnerabilities with a severity of Unknown.
+Once a fault is found, you can interact with it. Read more on how to
+[address the vulnerabilities](../../vulnerabilities/index.md).
+
+## Handling False Positives
+
+False positives can be handled in two ways:
+
+- Turn off the Check producing the false positive. This prevents the check from generating any
+  faults. Example checks are the JSON Fuzzing Check, and Form Body Fuzzing Check.
+- Fuzzing checks have several methods of detecting when a fault is identified, called _Asserts_.
+  Asserts can also be turned off and configured. For example, the API fuzzer by default uses HTTP
+  status codes to help identify when something is a real issue. If an API returns a 500 error during
+  testing, this creates a fault. This isn't always desired, as some frameworks return 500 errors
+  often.
+
+### Turn off a Check
+
+Checks perform testing of a specific type and can be turned on and off for specific configuration
+profiles. The default configuration file defines several profiles that you
+can use. The profile definition in the configuration file lists all the checks that are active
+during a scan. To turn off a specific check, remove it from the profile definition in the
+configuration file. The profiles are defined in the `Profiles` section of the configuration file.
+
+Example profile definition:
+
+```yaml
+Profiles:
+  - Name: Quick-10
+    DefaultProfile: Quick
+    Routes:
+      - Route: *Route0
+        Checks:
+          - Name: FormBodyFuzzingCheck
+            Configuration:
+              FuzzingCount: 10
+              UnicodeFuzzing: true
+          - Name: GeneralFuzzingCheck
+            Configuration:
+              FuzzingCount: 10
+              UnicodeFuzzing: true
+          - Name: JsonFuzzingCheck
+            Configuration:
+              FuzzingCount: 10
+              UnicodeFuzzing: true
+          - Name: XmlFuzzingCheck
+            Configuration:
+              FuzzingCount: 10
+              UnicodeFuzzing: true
+```
+
+To turn off the General Fuzzing Check you can remove these lines:
+
+```yaml
+- Name: GeneralFuzzingCheck
+  Configuration:
+    FuzzingCount: 10
+    UnicodeFuzzing: true
+```
+
+This results in the following YAML:
+
+```yaml
+- Name: Quick-10
+  DefaultProfile: Quick
+  Routes:
+    - Route: *Route0
+      Checks:
+        - Name: FormBodyFuzzingCheck
+          Configuration:
+            FuzzingCount: 10
+            UnicodeFuzzing: true
+        - Name: JsonFuzzingCheck
+          Configuration:
+            FuzzingCount: 10
+            UnicodeFuzzing: true
+        - Name: XmlFuzzingCheck
+          Configuration:
+            FuzzingCount: 10
+            UnicodeFuzzing: true
+```
+
+### Turn off an Assertion for a Check
+
+Assertions detect faults in tests produced by checks. Many checks support multiple Assertions such
+as Log Analysis, Response Analysis, and Status Code. When a fault is found, the Assertion used is
+provided. To identify which Assertions are on by default, see the Checks default configuration in
+the configuration file. The section is called `Checks`.
+
+This example shows the FormBody Fuzzing Check:
+
+```yaml
+Checks:
+  - Name: FormBodyFuzzingCheck
+    Configuration:
+      FuzzingCount: 30
+      UnicodeFuzzing: true
+    Assertions:
+      - Name: LogAnalysisAssertion
+      - Name: ResponseAnalysisAssertion
+      - Name: StatusCodeAssertion
+```
+
+Here you can see three Assertions are on by default. A common source of false positives is
+`StatusCodeAssertion`. To turn it off, modify its configuration in the `Profiles` section. This
+example provides only the other two Assertions (`LogAnalysisAssertion`,
+`ResponseAnalysisAssertion`). This prevents `FormBodyFuzzingCheck` from using `StatusCodeAssertion`:
+
+```yaml
+Profiles:
+  - Name: Quick-10
+    DefaultProfile: Quick
+    Routes:
+      - Route: *Route0
+        Checks:
+          - Name: FormBodyFuzzingCheck
+            Configuration:
+              FuzzingCount: 10
+              UnicodeFuzzing: true
+            Assertions:
+              - Name: LogAnalysisAssertion
+              - Name: ResponseAnalysisAssertion
+          - Name: GeneralFuzzingCheck
+            Configuration:
+              FuzzingCount: 10
+              UnicodeFuzzing: true
+          - Name: JsonFuzzingCheck
+            Configuration:
+              FuzzingCount: 10
+              UnicodeFuzzing: true
+          - Name: XmlInjectionCheck
+            Configuration:
+              FuzzingCount: 10
+              UnicodeFuzzing: true
+```
diff --git a/doc/user/application_security/api_fuzzing/configuration/index.md b/doc/user/application_security/api_fuzzing/configuration/index.md
new file mode 100644
index 0000000000000000000000000000000000000000..e2e0032190122a489816807c906202bb3c9a2ca9
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/configuration/index.md
@@ -0,0 +1,15 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/product/ux/technical-writing/#assignments
+type: reference, howto
+---
+
+# Configuration
+
+- [Requirements](requirements.md)
+- [Enabling the analyzer](enabling_the_analyzer.md)
+- [Customize analyzer settings](customizing_analyzer_settings.md)
+- [Overriding analyzer jobs](overriding_analyzer_jobs.md)
+- [Available CI/CD variables](variables.md)
+- [Offline configuration](offline_configuration.md)
diff --git a/doc/user/application_security/api_fuzzing/configuration/offline_configuration.md b/doc/user/application_security/api_fuzzing/configuration/offline_configuration.md
new file mode 100644
index 0000000000000000000000000000000000000000..ec86f98512f3ba0bd8ce2eea1063c55220e663dd
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/configuration/offline_configuration.md
@@ -0,0 +1,27 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://handbook.gitlab.com/handbook/product/ux/technical-writing/#assignments
+---
+
+# Offline configuration
+
+For self-managed GitLab instances in an environment with limited, restricted, or intermittent access to external resources through the internet, some adjustments are required for the Web API Fuzz testing job to successfully run.
+
+Steps:
+
+1. Host the Docker image in a local container registry.
+1. Set the `SECURE_ANALYZERS_PREFIX` to the local container registry.
+
+The Docker image for API Fuzzing must be pulled (downloaded) from the public registry and then pushed (imported) into a local registry. The GitLab container registry can be used to locally host the Docker image. This process can be performed using a special template. See [loading Docker images onto your offline host](../../offline_deployments/index.md#loading-docker-images-onto-your-offline-host) for instructions.
+
+Once the Docker image is hosted locally, the `SECURE_ANALYZERS_PREFIX` variable is set with the location of the local registry. The variable must be set such that concatenating `/api-security:2` results in a valid image location.
+
+For example, the below line sets a registry for the image `registry.gitlab.com/security-products/api-security:2`:
+
+`SECURE_ANALYZERS_PREFIX: "registry.gitlab.com/security-products"`
+
+NOTE:
+Setting `SECURE_ANALYZERS_PREFIX` changes the Docker image registry location for all GitLab Secure templates.
+
+For more information, see [Offline environments](../../offline_deployments/index.md).
diff --git a/doc/user/application_security/api_fuzzing/configuration/overriding_analyzer_jobs.md b/doc/user/application_security/api_fuzzing/configuration/overriding_analyzer_jobs.md
new file mode 100644
index 0000000000000000000000000000000000000000..48053fda15d5180923dba215d84e175281211824
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/configuration/overriding_analyzer_jobs.md
@@ -0,0 +1,21 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/product/ux/technical-writing/#assignments
+type: reference, howto
+---
+
+# Overriding API Fuzzing jobs
+
+To override a job definition, (for example, change properties like `variables`, `dependencies`, or [`rules`](../../../../ci/yaml/index.md#rules)),
+declare a job with the same name as the DAST job to override. Place this new job after the template
+inclusion and specify any additional keys under it. For example, this sets the target APIs base URL:
+
+```yaml
+include:
+  - template: Security/API-Fuzzing.gitlab-ci.yml
+
+apifuzzing_fuzz:
+  variables:
+    FUZZAPI_TARGET_URL: https://target/api
+```
diff --git a/doc/user/application_security/api_fuzzing/configuration/requirements.md b/doc/user/application_security/api_fuzzing/configuration/requirements.md
new file mode 100644
index 0000000000000000000000000000000000000000..2e615a5081cca6b0d9427c6223d2c334fa48012b
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/configuration/requirements.md
@@ -0,0 +1,114 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/product/ux/technical-writing/#assignments
+type: reference, howto
+---
+
+# Requirements
+
+- A web API using one of the supported API types:
+  - REST API
+  - SOAP
+  - GraphQL
+  - Form bodies, JSON, or XML
+- An API specification in one of the following formats:
+  - [OpenAPI v2 or v3 Specification](enabling_the_analyzer.md#openapi-specification)
+  - [GraphQL Schema](enabling_the_analyzer.md#graphql-schema)
+  - [HTTP Archive (HAR)](enabling_the_analyzer.md#http-archive-har)
+  - [Postman Collection v2.0 or v2.1](enabling_the_analyzer.md#postman-collection)
+- [GitLab Runner](../../../../ci/runners/index.md) available, with the
+  [`docker` executor](https://docs.gitlab.com/runner/executors/docker.html) on Linux/amd64.
+- Target application deployed. For more details, read [Deployment options](#application-deployment-options).
+- `fuzz` stage added to the CI/CD pipeline definition. This should be added after the deploy step, for example:
+
+  ```yaml
+  stages:
+    - build
+    - test
+    - deploy
+    - fuzz
+  ```
+
+## Recommendations
+
+- Configure runners to use the [always pull policy](https://docs.gitlab.com/runner/executors/docker.html#using-the-always-pull-policy) to run the latest versions of the analyzers.
+- By default, API Fuzzing downloads all artifacts defined by previous jobs in the pipeline. If
+  your API Fuzzing job does not rely on `environment_url.txt` to define the URL under test or any other files created
+  in previous jobs, we recommend you don't download artifacts. To avoid downloading
+  artifacts, extend the analyzer CI/CD job to specify no dependencies. For example, for the DAST proxy-based analyzer add the following to your `.gitlab-ci.yml` file:
+
+  ```yaml
+  apifuzzer_fuzz:
+    dependencies: []
+  ```
+
+## Application deployment options
+
+API Fuzzing requires a deployed application to be available to scan.
+
+Depending on the complexity of the target application, there are a few options as to how to deploy and configure
+the API Fuzzing template.
+
+### Review Apps
+
+Review Apps are the most involved method of deploying your API Fuzzing target application. To assist in the process,
+we created a Review App deployment using Google Kubernetes Engine (GKE). This example can be found in our
+[Review Apps - GKE](https://gitlab.com/gitlab-org/security-products/demos/dast/review-app-gke) project, along with detailed
+instructions in the [README.md](https://gitlab.com/gitlab-org/security-products/demos/dast/review-app-gke/-/blob/master/README.md)
+on how to configure Review Apps for DAST.
+
+### Docker Services
+
+If your application uses Docker containers you have another option for deploying and scanning with API Fuzzing.
+After your Docker build job completes and your image is added to your container registry, you can use the image as a
+[service](../../../../ci/services/index.md).
+
+By using service definitions in your `.gitlab-ci.yml`, you can scan services with the DAST analyzer.
+
+When adding a `services` section to the job, the `alias` is used to define the hostname that can be used to access the service. In the following example, the `alias: yourapp` portion of the `dast` job definition means that the URL to the deployed application uses `yourapp` as the hostname (`https://yourapp/`).
+
+```yaml
+stages:
+  - build
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+# Deploys the container to the GitLab container registry
+deploy:
+  services:
+  - name: docker:dind
+    alias: dind
+  image: docker:20.10.16
+  stage: build
+  script:
+    - docker login -u gitlab-ci-token -p $CI_JOB_TOKEN $CI_REGISTRY
+    - docker pull $CI_REGISTRY_IMAGE:latest || true
+    - docker build --tag $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA --tag $CI_REGISTRY_IMAGE:latest .
+    - docker push $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA
+    - docker push $CI_REGISTRY_IMAGE:latest
+
+apifuzzer_fuzz:
+  services: # use services to link your app container to the dast job
+    - name: $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA
+      alias: yourapp
+
+variables:
+  FUZZAPI_TARGET_URL: https://yourapp
+```
+
+Most applications depend on multiple services such as databases or caching services. By default, services defined in the services fields cannot communicate
+with each another. To allow communication between services, enable the `FF_NETWORK_PER_BUILD` [feature flag](https://docs.gitlab.com/runner/configuration/feature-flags.html#available-feature-flags).
+
+```yaml
+variables:
+  FF_NETWORK_PER_BUILD: "true" # enable network per build so all services can communicate on the same network
+
+services: # use services to link the container to the dast job
+  - name: mongo:latest
+    alias: mongo
+  - name: $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA
+    alias: yourapp
+```
diff --git a/doc/user/application_security/api_fuzzing/configuration/variables.md b/doc/user/application_security/api_fuzzing/configuration/variables.md
new file mode 100644
index 0000000000000000000000000000000000000000..99c028531d3077d5424192924b8dca7408b4cc90
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/configuration/variables.md
@@ -0,0 +1,40 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://handbook.gitlab.com/handbook/product/ux/technical-writing/#assignments
+---
+
+# Available CI/CD variables
+
+| CI/CD variable                                              | Description |
+|-------------------------------------------------------------|-------------|
+| `SECURE_ANALYZERS_PREFIX`                                   | Specify the Docker registry base address from which to download the analyzer. |
+| `FUZZAPI_VERSION`                                           | Specify API Fuzzing container version. Defaults to `2`. |
+| `FUZZAPI_IMAGE_SUFFIX`                                      | Specify a container image suffix. Defaults to none. |
+| `FUZZAPI_API_PORT`                                          | Specify the communication port number used by API Fuzzing engine. Defaults to `5500`. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/367734) in GitLab 15.5. |
+| `FUZZAPI_TARGET_URL`                                        | Base URL of API testing target. |
+| `FUZZAPI_CONFIG`                                            | [Deprecated](https://gitlab.com/gitlab-org/gitlab/-/issues/276395) in GitLab 13.12, replaced with default `.gitlab/gitlab-api-fuzzing-config.yml`. API Fuzzing configuration file. |
+|[`FUZZAPI_PROFILE`](customizing_analyzer_settings.md#api-fuzzing-profiles)                   | Configuration profile to use during testing. Defaults to `Quick-10`. |
+|[`FUZZAPI_EXCLUDE_PATHS`](customizing_analyzer_settings.md#exclude-paths)                    | Exclude API URL paths from testing. |
+|[`FUZZAPI_EXCLUDE_URLS`](customizing_analyzer_settings.md#exclude-urls)                      | Exclude API URL from testing. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/357195) in GitLab 14.10. |
+|[`FUZZAPI_EXCLUDE_PARAMETER_ENV`](customizing_analyzer_settings.md#exclude-parameters)       | JSON string containing excluded parameters. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/292196) in GitLab 14.10. |
+|[`FUZZAPI_EXCLUDE_PARAMETER_FILE`](customizing_analyzer_settings.md#exclude-parameters)      | Path to a JSON file containing excluded parameters. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/292196) in GitLab 14.10. |
+|[`FUZZAPI_OPENAPI`](enabling_the_analyzer.md#openapi-specification)                  | OpenAPI Specification file or URL. |
+|[`FUZZAPI_OPENAPI_RELAXED_VALIDATION`](enabling_the_analyzer.md#openapi-specification) | Relax document validation. Default is disabled. Introduced in GitLab 14.7. GitLab team members can view more information in this confidential issue: `https://gitlab.com/gitlab-org/gitlab/-/issues/345950`. |
+|[`FUZZAPI_OPENAPI_ALL_MEDIA_TYPES`](enabling_the_analyzer.md#openapi-specification)  | Use all supported media types instead of one when generating requests. Causes test duration to be longer. Default is disabled. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/333304) in GitLab 14.10. |
+|[`FUZZAPI_OPENAPI_MEDIA_TYPES`](enabling_the_analyzer.md#openapi-specification)  | Colon (`:`) separated media types accepted for testing. Default is disabled. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/333304) in GitLab 14.10. |
+|[`FUZZAPI_HAR`](enabling_the_analyzer.md#http-archive-har)                           | HTTP Archive (HAR) file. |
+|[`FUZZAPI_GRAPHQL`](enabling_the_analyzer.md#graphql-schema)                         | Path to GraphQL endpoint, for example `/api/graphql`. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/352780) in GitLab 15.4. |
+|[`FUZZAPI_GRAPHQL_SCHEMA`](enabling_the_analyzer.md#graphql-schema)                  | A URL or filename for a GraphQL schema in JSON format. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/352780) in GitLab 15.4. |
+|[`FUZZAPI_POSTMAN_COLLECTION`](enabling_the_analyzer.md#postman-collection)          | Postman Collection file. |
+|[`FUZZAPI_POSTMAN_COLLECTION_VARIABLES`](enabling_the_analyzer.md#postman-variables) | Path to a JSON file to extract Postman variable values. The support for comma-separated (`,`) files was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/356312) in GitLab 15.1. |
+|[`FUZZAPI_OVERRIDES_FILE`](customizing_analyzer_settings.md#overrides)                       | Path to a JSON file containing overrides. |
+|[`FUZZAPI_OVERRIDES_ENV`](customizing_analyzer_settings.md#overrides)                        | JSON string containing headers to override. |
+|[`FUZZAPI_OVERRIDES_CMD`](customizing_analyzer_settings.md#overrides)                        | Overrides command. |
+|[`FUZZAPI_OVERRIDES_CMD_VERBOSE`](customizing_analyzer_settings.md#overrides)                | When set to any value. It shows overrides command output as part of the job output. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/334578) in GitLab 14.8. |
+|`FUZZAPI_PRE_SCRIPT`                                         | Run user command or script before scan session starts. |
+|`FUZZAPI_POST_SCRIPT`                                        | Run user command or script after scan session has finished. |
+|[`FUZZAPI_OVERRIDES_INTERVAL`](customizing_analyzer_settings.md#overrides)                   | How often to run overrides command in seconds. Defaults to `0` (once). |
+|[`FUZZAPI_HTTP_USERNAME`](customizing_analyzer_settings.md#http-basic-authentication)        | Username for HTTP authentication. |
+|[`FUZZAPI_HTTP_PASSWORD`](customizing_analyzer_settings.md#http-basic-authentication)        | Password for HTTP authentication. |
+|[`FUZZAPI_HTTP_PASSWORD_BASE64`](customizing_analyzer_settings.md#http-basic-authentication) | Password for HTTP authentication, Base64-encoded. [Introduced](https://gitlab.com/gitlab-org/security-products/analyzers/api-fuzzing-src/-/merge_requests/702) in GitLab 15.4. |
diff --git a/doc/user/application_security/api_fuzzing/create_har_files.md b/doc/user/application_security/api_fuzzing/create_har_files.md
index 3df13bbe2450ee2105a6913df7f5374e2a4e0c40..9a7009a1e7b1cc01402b9fa7baa2827f890cbd3d 100644
--- a/doc/user/application_security/api_fuzzing/create_har_files.md
+++ b/doc/user/application_security/api_fuzzing/create_har_files.md
@@ -4,7 +4,7 @@ group: Dynamic Analysis
 info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://handbook.gitlab.com/handbook/product/ux/technical-writing/#assignments
 ---
 
-# HTTP Archive format
+# Create HAR Files
 
 DETAILS:
 **Tier:** Ultimate
@@ -14,7 +14,7 @@ HTTP Archive (HAR) format files are an industry standard for exchanging informat
 requests and HTTP responses. A HAR file's content is JSON formatted, containing browser interactions
 with a web site. The file extension `.har` is commonly used.
 
-The HAR files can be used to perform [web API Fuzz Testing](index.md#http-archive-har) as part of
+The HAR files can be used to perform [web API Fuzz Testing](configuration/enabling_the_analyzer.md#http-archive-har) as part of
 your [GitLab CI/CD](../../../ci/index.md) pipelines.
 
 WARNING:
@@ -82,7 +82,7 @@ To verify the HAR contains all requests, use an online HAR viewer, for example:
 
 [Insomnia API Client](https://insomnia.rest/) is an API design tool that among many uses, helps
 you to design, describe, and test your API. You can also use it to generate HAR files that can be
-used in [Web API Fuzz Testing](index.md#http-archive-har).
+used in [Web API Fuzz Testing](configuration/enabling_the_analyzer.md#http-archive-har).
 
 #### Create a HAR file with the Insomnia API Client
 
diff --git a/doc/user/application_security/api_fuzzing/index.md b/doc/user/application_security/api_fuzzing/index.md
index b825f1a278961d8540db0102fbb3275871cac460..3dc4aeda6898928b25f157232cb828f6b0cc96e0 100644
--- a/doc/user/application_security/api_fuzzing/index.md
+++ b/doc/user/application_security/api_fuzzing/index.md
@@ -37,10 +37,10 @@ or other scanners) during a scan could cause inaccurate results.
 
 You can run a Web API fuzzing scan using the following methods:
 
-- [OpenAPI Specification](#openapi-specification) - version 2, and 3.
-- [GraphQL Schema](#graphql-schema)
-- [HTTP Archive](#http-archive-har) (HAR)
-- [Postman Collection](#postman-collection) - version 2.0 or 2.1
+- [OpenAPI Specification](configuration/enabling_the_analyzer.md#openapi-specification) - version 2, and 3.
+- [GraphQL Schema](configuration/enabling_the_analyzer.md#graphql-schema)
+- [HTTP Archive](configuration/enabling_the_analyzer.md#http-archive-har) (HAR)
+- [Postman Collection](configuration/enabling_the_analyzer.md#postman-collection) - version 2.0 or 2.1
 
 Example projects using these methods are available:
 
@@ -51,2710 +51,6 @@ Example projects using these methods are available:
 - [Example SOAP project](https://gitlab.com/gitlab-org/security-products/demos/api-fuzzing/soap-api-fuzzing-example)
 - [Authentication Token using Selenium](https://gitlab.com/gitlab-org/security-products/demos/api-fuzzing/auth-token-selenium)
 
-## Enable Web API fuzzing
-
-Requirements:
-
-- One of the following web API types:
-  - REST API
-  - SOAP
-  - GraphQL
-  - Form bodies, JSON, or XML
-- One of the following assets to provide APIs to test:
-  - OpenAPI v2 or v3 API definition
-  - HTTP Archive (HAR) of API requests to test
-  - Postman Collection v2.0 or v2.1
-
-  WARNING:
-  **Never** run fuzz testing against a production server. Not only can it perform *any* function that
-  the API can, it may also trigger bugs in the API. This includes actions like modifying and deleting
-  data. Only run fuzzing against a test server.
-
-To enable Web API fuzzing:
-
-- Include the API fuzzing template in your `.gitlab-ci.yml` file.
-- From GitLab 13.10 and later, use the Web API fuzzing configuration form.
-
-- For manual configuration instructions, see the respective section, depending on the API type:
-  - [OpenAPI Specification](#openapi-specification)
-  - [GraphQL Schema](#graphql-schema)
-  - [HTTP Archive (HAR)](#http-archive-har)
-  - [Postman Collection](#postman-collection)
-- Otherwise, see [Web API fuzzing configuration form](#web-api-fuzzing-configuration-form).
-
-In GitLab 14.0 and later, API fuzzing configuration files must be in your repository's
-`.gitlab` directory instead of your repository's root.
-
-### Web API fuzzing configuration form
-
-> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/299234) in GitLab 13.10.
-
-The API fuzzing configuration form helps you create or modify your project's API fuzzing
-configuration. The form lets you choose values for the most common API fuzzing options and builds
-a YAML snippet that you can paste in your GitLab CI/CD configuration.
-
-#### Configure Web API fuzzing in the UI
-
-To generate an API Fuzzing configuration snippet:
-
-1. On the left sidebar, select **Search or go to** and find your project.
-1. Select **Secure > Security configuration**.
-1. In the **API Fuzzing** row, select **Enable API Fuzzing**.
-1. Complete the fields. For details see [Available CI/CD variables](#available-cicd-variables).
-1. Select **Generate code snippet**.
-   A modal opens with the YAML snippet corresponding to the options you've selected in the form.
-1. Do one of the following:
-   1. To copy the snippet to your clipboard, select **Copy code only**.
-   1. To add the snippet to your project's `.gitlab-ci.yml` file, select
-      **Copy code and open `.gitlab-ci.yml` file**. The Pipeline Editor opens.
-      1. Paste the snippet into the `.gitlab-ci.yml` file.
-      1. Select the **Lint** tab to confirm the edited `.gitlab-ci.yml` file is valid.
-      1. Select the **Edit** tab, then select **Commit changes**.
-
-When the snippet is committed to the `.gitlab-ci.yml` file, pipelines include an API Fuzzing job.
-
-### OpenAPI Specification
-
-> - Support for OpenAPI Specification v3.0 was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/228652) in GitLab 13.9.
-> - Support for OpenAPI Specification using YAML format was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/330583) in GitLab 14.0.
-> - Support for OpenAPI Specification v3.1 was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/327268) in GitLab 14.2.
-> - Support to generate media type `application/xml` was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/327268) in GitLab 14.8.
-> - Support to select media types was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/333304) in GitLab 14.10.
-
-The [OpenAPI Specification](https://www.openapis.org/) (formerly the Swagger Specification) is an API description format for REST APIs.
-This section shows you how to configure API fuzzing using an OpenAPI Specification to provide information about the target API to test.
-OpenAPI Specifications are provided as a file system resource or URL. Both JSON and YAML OpenAPI formats are supported.
-
-API fuzzing uses an OpenAPI document to generate the request body. When a request body is required,
-the body generation is limited to these body types:
-
-- `application/x-www-form-urlencoded`
-- `multipart/form-data`
-- `application/json`
-- `application/xml`
-
-### OpenAPI and media types
-
-A media type (formerly known as MIME type) is an identifier for file formats and format contents transmitted. A OpenAPI document lets you specify that a given operation can accept different media types, hence a given request can send data using different file content. As for example, a `PUT /user` operation to update user data could accept data in either XML (media type `application/xml`) or JSON (media type `application/json`) format.
-OpenAPI 2.x lets you specify the accepted media types globally or per operation, and OpenAPI 3.x lets you specify the accepted media types per operation. API Fuzzing checks the listed media types and tries to produce sample data for each supported media type.
-
-- In [GitLab 14.10 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/333304), the default behavior is to select one of the supported media types to use. The first supported media type is chosen from the list. This behavior is configurable.
-- In GitLab 14.9 and earlier, the default behavior is to perform testing using all supported media types. This means if two media types are listed (for example, `application/json` and `application/xml`), tests are performed using JSON, and then the same tests using XML.
-
-Testing the same operation (for example, `POST /user`) using different media types (for example, `application/json` and `application/xml`) is not always desirable.
-For example, if the target application executes the same code regardless of the request content type, it takes longer to finish the test session, and it may report duplicate vulnerabilities related to the request body depending on the target app.
-
-The environment variable `FUZZAPI_OPENAPI_ALL_MEDIA_TYPES` lets you specify whether or not to use all supported media types instead of one when generating requests for a given operation. When the environmental variable `FUZZAPI_OPENAPI_ALL_MEDIA_TYPES` is set to any value, API Fuzzing tries to generate requests for all supported media types instead of one in a given operation. This causes testing to take longer as testing is repeated for each provided media type.
-
-Alternatively, the variable `FUZZAPI_OPENAPI_MEDIA_TYPES` is used to provide a list of media types that each is tested. Providing more than one media type causes testing to take longer, as testing is performed for each media type selected. When the environment variable `FUZZAPI_OPENAPI_MEDIA_TYPES` is set to a list of media types, only the listed media types are included when creating requests.
-
-Multiple media types in `FUZZAPI_OPENAPI_MEDIA_TYPES` must separated by a colon (`:`). For example, to limit request generation to the media types `application/x-www-form-urlencoded` and  `multipart/form-data`, set the environment variable `FUZZAPI_OPENAPI_MEDIA_TYPES` to `application/x-www-form-urlencoded:multipart/form-data`. Only supported media types in this list are included when creating requests, though unsupported media types are always skipped. A media type text may contain different sections. For example, `application/vnd.api+json; charset=UTF-8` is a compound of `type "/" [tree "."] subtype ["+" suffix]* [";" parameter]`. Parameters are not taken into account when filtering media types on request generation.
-
-The environment variables `FUZZAPI_OPENAPI_ALL_MEDIA_TYPES` and `FUZZAPI_OPENAPI_MEDIA_TYPES` allow you to decide how to handle media types. These settings are mutually exclusive. If both are enabled, API Fuzzing reports an error.
-
-#### Configure Web API fuzzing with an OpenAPI Specification
-
-To configure API fuzzing in GitLab with an OpenAPI Specification:
-
-1. Add the `fuzz` stage to your `.gitlab-ci.yml` file.
-
-1. [Include](../../../ci/yaml/index.md#includetemplate)
-   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml)
-   in your `.gitlab-ci.yml` file.
-
-1. Provide the profile by adding the `FUZZAPI_PROFILE` CI/CD variable to your `.gitlab-ci.yml` file.
-   The profile specifies how many tests are run. Substitute `Quick-10` for the profile you choose. For more details, see [API fuzzing profiles](#api-fuzzing-profiles).
-
-   ```yaml
-   variables:
-     FUZZAPI_PROFILE: Quick-10
-   ```
-
-1. Provide the location of the OpenAPI Specification. You can provide the specification as a file
-   or URL. Specify the location by adding the `FUZZAPI_OPENAPI` variable.
-
-1. Provide the target API instance's base URL. Use either the `FUZZAPI_TARGET_URL` variable or an
-   `environment_url.txt` file.
-
-   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
-   dynamic environments. To run API fuzzing against an application dynamically created during a
-   GitLab CI/CD pipeline, have the application persist its URL in an `environment_url.txt` file.
-   API fuzzing automatically parses that file to find its scan target. You can see an
-   example of this in the [Auto DevOps CI YAML](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Jobs/Deploy.gitlab-ci.yml).
-
-Example `.gitlab-ci.yml` file using an OpenAPI Specification:
-
-   ```yaml
-   stages:
-     - fuzz
-
-   include:
-     - template: API-Fuzzing.gitlab-ci.yml
-
-   variables:
-     FUZZAPI_PROFILE: Quick-10
-     FUZZAPI_OPENAPI: test-api-specification.json
-     FUZZAPI_TARGET_URL: http://test-deployment/
-   ```
-
-This is a minimal configuration for API Fuzzing. From here you can:
-
-- [Run your first scan](#running-your-first-scan).
-- [Add authentication](#authentication).
-- Learn how to [handle false positives](#handling-false-positives).
-
-For details of API fuzzing configuration options, see [Available CI/CD variables](#available-cicd-variables).
-
-### HTTP Archive (HAR)
-
-The [HTTP Archive format (HAR)](http://www.softwareishard.com/blog/har-12-spec/)
-is an archive file format for logging HTTP transactions. When used with the GitLab API fuzzer, HAR
-must contain records of calling the web API to test. The API fuzzer extracts all the requests and
-uses them to perform testing.
-
-For more details, including how to create a HAR file, see [HTTP Archive format](create_har_files.md).
-
-WARNING:
-HAR files may contain sensitive information such as authentication tokens, API keys, and session
-cookies. We recommend that you review the HAR file contents before adding them to a repository.
-
-#### Configure Web API fuzzing with a HAR file
-
-To configure API fuzzing to use a HAR file:
-
-1. Add the `fuzz` stage to your `.gitlab-ci.yml` file.
-
-1. [Include](../../../ci/yaml/index.md#includetemplate)
-   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml)
-   in your `.gitlab-ci.yml` file.
-
-1. Provide the profile by adding the `FUZZAPI_PROFILE` CI/CD variable to your `.gitlab-ci.yml` file.
-   The profile specifies how many tests are run. Substitute `Quick-10` for the profile you choose. For more details, see [API fuzzing profiles](#api-fuzzing-profiles).
-
-   ```yaml
-   variables:
-     FUZZAPI_PROFILE: Quick-10
-   ```
-
-1. Provide the location of the HAR specification. You can provide the specification as a file
-   or URL. URL support was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/285020)
-   in GitLab 13.10 and later. Specify the location by adding the `FUZZAPI_HAR` variable.
-
-1. The target API instance's base URL is also required. Provide it by using the `FUZZAPI_TARGET_URL`
-   variable or an `environment_url.txt` file.
-
-   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
-   dynamic environments. To run API fuzzing against an app dynamically created during a GitLab CI/CD
-   pipeline, have the app persist its domain in an `environment_url.txt` file. API fuzzing
-   automatically parses that file to find its scan target. You can see an
-   [example of this in our Auto DevOps CI YAML](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Jobs/Deploy.gitlab-ci.yml).
-
-Example `.gitlab-ci.yml` file using a HAR file:
-
-   ```yaml
-   stages:
-     - fuzz
-
-   include:
-     - template: API-Fuzzing.gitlab-ci.yml
-
-   variables:
-     FUZZAPI_PROFILE: Quick-10
-     FUZZAPI_HAR: test-api-recording.har
-     FUZZAPI_TARGET_URL: http://test-deployment/
-   ```
-
-This example is a minimal configuration for API fuzzing. From here you can:
-
-- [Run your first scan](#running-your-first-scan).
-- [Add authentication](#authentication).
-- Learn how to [handle false positives](#handling-false-positives).
-
-For details of API fuzzing configuration options, see [Available CI/CD variables](#available-cicd-variables).
-
-### GraphQL Schema
-
-> - Support for GraphQL Schema was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/352780) in GitLab 15.4.
-
-GraphQL is a query language for your API and an alternative to REST APIs.
-API Fuzzing supports testing GraphQL endpoints multiple ways:
-
-- Test using the GraphQL Schema. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/352780) in GitLab 15.4.
-- Test using a recording (HAR) of GraphQL queries.
-- Test using a Postman Collection containing GraphQL queries.
-
-This section documents how to test using a GraphQL schema. The GraphQL schema support in
-API Fuzzing is able to query the schema from endpoints that support introspection.
-Introspection is enabled by default to allow tools like GraphiQL to work.
-
-#### API Fuzzing scanning with a GraphQL endpoint URL
-
-The GraphQL support in API Fuzzing is able to query a GraphQL endpoint for the schema.
-
-NOTE:
-The GraphQL endpoint must support introspection queries for this method to work correctly.
-
-To configure API Fuzzing to use an GraphQL endpoint URL that provides information about the target API to test:
-
-1. [Include](../../../ci/yaml/index.md#includetemplate)
-   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml) in your `.gitlab-ci.yml` file.
-
-1. Provide the GraphQL endpoint path, for example `/api/graphql`. Specify the path by adding the `FUZZAPI_GRAPHQL` variable.
-
-1. The target API instance's base URL is also required. Provide it by using the `FUZZAPI_TARGET_URL`
-   variable or an `environment_url.txt` file.
-
-   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
-   dynamic environments. See the [dynamic environment solutions](#dynamic-environment-solutions) section of our documentation for more information.
-
-Complete example configuration of using a GraphQL endpoint URL:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-apifuzzer_fuzz:
-  variables:
-    FUZZAPI_GRAPHQL: /api/graphql
-    FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-This example is a minimal configuration for API Fuzzing. From here you can:
-
-- [Run your first scan](#running-your-first-scan).
-- [Add authentication](#authentication).
-- Learn how to [handle false positives](#handling-false-positives).
-
-#### API Fuzzing with a GraphQL Schema file
-
-API Fuzzing can use a GraphQL schema file to understand and test a GraphQL endpoint that has introspection disabled. To use a GraphQL schema file, it must be in the introspection JSON format. A GraphQL schema can be converted to a the introspection JSON format using an online 3rd party tool: [https://transform.tools/graphql-to-introspection-json](https://transform.tools/graphql-to-introspection-json).
-
-To configure API Fuzzing to use a GraphQl schema file that provides information about the target API to test:
-
-1. [Include](../../../ci/yaml/index.md#includetemplate)
-   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml) in your `.gitlab-ci.yml` file.
-
-1. Provide the GraphQL endpoint path, for example `/api/graphql`. Specify the path by adding the `FUZZAPI_GRAPHQL` variable.
-
-1. Provide the location of the GraphQL schema file. You can provide the location as a file path
-   or URL. Specify the location by adding the `FUZZAPI_GRAPHQL_SCHEMA` variable.
-
-1. The target API instance's base URL is also required. Provide it by using the `FUZZAPI_TARGET_URL`
-   variable or an `environment_url.txt` file.
-
-   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
-   dynamic environments. See the [dynamic environment solutions](#dynamic-environment-solutions) section of our documentation for more information.
-
-Complete example configuration of using an GraphQL schema file:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-apifuzzer_fuzz:
-  variables:
-    FUZZAPI_GRAPHQL: /api/graphql
-    FUZZAPI_GRAPHQL_SCHEMA: test-api-graphql.schema
-    FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-Complete example configuration of using an GraphQL schema file URL:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-apifuzzer_fuzz:
-  variables:
-    FUZZAPI_GRAPHQL: /api/graphql
-    FUZZAPI_GRAPHQL_SCHEMA: http://file-store/files/test-api-graphql.schema
-    FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-This example is a minimal configuration for API Fuzzing. From here you can:
-
-- [Run your first scan](#running-your-first-scan).
-- [Add authentication](#authentication).
-- Learn how to [handle false positives](#handling-false-positives).
-
-### Postman Collection
-
-The [Postman API Client](https://www.postman.com/product/api-client/) is a popular tool that
-developers and testers use to call various types of APIs. The API definitions
-[can be exported as a Postman Collection file](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-postman-data)
-for use with API Fuzzing. When exporting, make sure to select a supported version of Postman
-Collection: v2.0 or v2.1.
-
-When used with the GitLab API fuzzer, Postman Collections must contain definitions of the web API to
-test with valid data. The API fuzzer extracts all the API definitions and uses them to perform
-testing.
-
-WARNING:
-Postman Collection files may contain sensitive information such as authentication tokens, API keys,
-and session cookies. We recommend that you review the Postman Collection file contents before adding
-them to a repository.
-
-#### Configure Web API fuzzing with a Postman Collection file
-
-To configure API fuzzing to use a Postman Collection file:
-
-1. Add the `fuzz` stage to your `.gitlab-ci.yml` file.
-
-1. [Include](../../../ci/yaml/index.md#includetemplate)
-   the [`API-Fuzzing.gitlab-ci.yml` template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml)
-   in your `.gitlab-ci.yml` file.
-
-1. Provide the profile by adding the `FUZZAPI_PROFILE` CI/CD variable to your `.gitlab-ci.yml` file.
-   The profile specifies how many tests are run. Substitute `Quick-10` for the profile you choose. For more details, see [API fuzzing profiles](#api-fuzzing-profiles).
-
-   ```yaml
-   variables:
-     FUZZAPI_PROFILE: Quick-10
-   ```
-
-1. Provide the location of the Postman Collection specification. You can provide the specification
-   as a file or URL. URL support was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/285020)
-   in GitLab 13.10 and later. Specify the location by adding the `FUZZAPI_POSTMAN_COLLECTION`
-   variable.
-
-1. Provide the target API instance's base URL. Use either the `FUZZAPI_TARGET_URL` variable or an
-   `environment_url.txt` file.
-
-   Adding the URL in an `environment_url.txt` file at your project's root is great for testing in
-   dynamic environments. To run API fuzzing against an app dynamically created during a GitLab CI/CD
-   pipeline, have the app persist its domain in an `environment_url.txt` file. API fuzzing
-   automatically parses that file to find its scan target. You can see an
-   [example of this in our Auto DevOps CI YAML](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Jobs/Deploy.gitlab-ci.yml).
-
-Example `.gitlab-ci.yml` file using a Postman Collection file:
-
-   ```yaml
-   stages:
-     - fuzz
-
-   include:
-     - template: API-Fuzzing.gitlab-ci.yml
-
-   variables:
-     FUZZAPI_PROFILE: Quick-10
-     FUZZAPI_POSTMAN_COLLECTION: postman-collection_serviceA.json
-     FUZZAPI_TARGET_URL: http://test-deployment/
-   ```
-
-This is a minimal configuration for API Fuzzing. From here you can:
-
-- [Run your first scan](#running-your-first-scan).
-- [Add authentication](#authentication).
-- Learn how to [handle false positives](#handling-false-positives).
-
-For details of API fuzzing configuration options, see [Available CI/CD variables](#available-cicd-variables).
-
-#### Postman variables
-
-> - Support for Postman Environment file format was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/356312) in GitLab 15.1.
-> - Support for multiple variable files was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/356312) in GitLab 15.1.
-> - Support for Postman variable scopes: Global and Environment was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/356312) in GitLab 15.1.
-
-##### Variables in Postman Client
-
-Postman allows the developer to define placeholders that can be used in different parts of the
-requests. These placeholders are called variables, as explained in [using variables](https://learning.postman.com/docs/sending-requests/variables/).
-You can use variables to store and reuse values in your requests and scripts. For example, you can
-edit the collection to add variables to the document:
-
-![Edit collection variable tab View](img/api_fuzzing_postman_collection_edit_variable.png)
-
-Or alternatively, you can add variables in an environment:
-
-![Edit environment variables View](img/api_fuzzing_postman_environment_edit_variable.png)
-
-You can then use the variables in sections such as URL, headers, and others:
-
-![Edit request using variables View](img/api_fuzzing_postman_request_edit.png)
-
-Postman has grown from a basic client tool with a nice UX experience to a more complex ecosystem that allows testing APIs with scripts, creating complex collections that trigger secondary requests, and setting variables along the way. Not every feature in the Postman ecosystem is supported. For example, scripts are not supported. The main focus of the Postman support is to ingest Postman Collection definitions that are used by the Postman Client and their related variables defined in the workspace, environments, and the collections themselves.
-
-Postman allows creating variables in different scopes. Each scope has a different level of visibility in the Postman tools. For example, you can create a variable in a _global environment_ scope that is seen by every operation definition and workspace. You can also create a variable in a specific _environment_ scope that is only visible and used when that specific environment is selected for use. Some scopes are not always available, for example in the Postman ecosystem you can create requests in the Postman Client, these requests do not have a _local_ scope, but test scripts do.
-
-Variable scopes in Postman can be a daunting topic and not everyone is familiar with it. We strongly recommend that you read [Variable Scopes](https://learning.postman.com/docs/sending-requests/variables/#variable-scopes) from Postman documentation before moving forward.
-
-As mentioned above, there are different variable scopes, and each of them has a purpose and can be used to provide more flexibility to your Postman document. There is an important note on how values for variables are computed, as per Postman documentation:
-
-> If a variable with the same name is declared in two different scopes, the value stored in the variable with narrowest scope is used. For example, if there is a global variable named `username` and a local variable named `username`, the local value is used when the request runs.
-
-The following is a summary of the variable scopes supported by the Postman Client and API Fuzzing:
-
-- **Global Environment (Global) scope** is a special pre-defined environment that is available throughout a workspace. We can also refer to the _global environment_ scope as the _global_ scope. The Postman Client allows exporting the global environment into a JSON file, which can be used with API Fuzzing.
-- **Environment scope** is a named group of variables created by a user in the Postman Client.
-  The Postman Client supports a single active environment along with the global environment. The variables defined in an active user-created environment take precedence over variables defined in the global environment. The Postman Client allows exporting your environment into a JSON file, which can be used with API Fuzzing.
-- **Collection scope** is a group of variables declared in a given collection. The collection variables are available to the collection where they have been declared and the nested requests or collections. Variables defined in the collection scope take precedence over the _global environment_ scope and also the _environment_ scope.
-  The Postman Client can export one or more collections into a JSON file, this JSON file contains selected collections, requests, and collection variables.
-- **API Fuzzing Scope** is a new scope added by API Fuzzing to allow users to provide extra variables, or override variables defined in other supported scopes. This scope is not supported by Postman. The _API Fuzzing Scope_ variables are provided using a [custom JSON file format](#api-fuzzing-scope-custom-json-file-format).
-  - Override values defined in the environment or collection
-  - Defining variables from scripts
-  - Define a single row of data from the unsupported _data scope_
-- **Data scope** is a group of variables in which their name and values come from JSON or CSV files. A Postman collection runner like [Newman](https://learning.postman.com/docs/running-collections/using-newman-cli/command-line-integration-with-newman/) or [Postman Collection Runner](https://learning.postman.com/docs/running-collections/intro-to-collection-runs/) executes the requests in a collection as many times as entries have the JSON or CSV file. A good use case for these variables is to automate tests using scripts in Postman.
-  API Fuzzing does **not** support reading data from a CSV or JSON file.
-- **Local scope** are variables that are defined in Postman scripts. API Fuzzing does **not** support Postman scripts and by extension, variables defined in scripts. You can still provide values for the script-defined variables by defining them in one of the supported scopes, or our custom JSON format.
-
-Not all scopes are supported by API Fuzzing and variables defined in scripts are not supported. The following table is sorted by broadest scope to narrowest scope.
-
-| Scope              |Postman    |  API Fuzzing | Comment  |
-| ------------------ |:---------:|:------------:| :--------|
-| Global Environment | Yes       | Yes          | Special pre-defined environment |
-| Environment        | Yes       | Yes          | Named environments |
-| Collection         | Yes       | Yes          | Defined in your postman collection |
-| API Fuzzing Scope  | No        | Yes          | Custom scope added by API Fuzzing |
-| Data               | Yes       | No           | External files in CSV or JSON format |
-| Local              | Yes       | No           | Variables defined in scripts |
-
-For more details on how to define variables and export variables in different scopes, see:
-
-- [Defining collection variables](https://learning.postman.com/docs/sending-requests/variables/#defining-collection-variables)
-- [Defining environment variables](https://learning.postman.com/docs/sending-requests/variables/#defining-environment-variables)
-- [Defining global variables](https://learning.postman.com/docs/sending-requests/variables/#defining-global-variables)
-
-##### Exporting from Postman Client
-
-The Postman Client lets you export different file formats, for instance, you can export a Postman collection or a Postman environment.
-The exported environment can be the global environment (which is always available) or can be any custom environment you previously have created. When you export a Postman Collection, it may contain only declarations for _collection_ and _local_ scoped variables; _environment_ scoped variables are not included.
-
-To get the declaration for _environment_ scoped variables, you have to export a given environment at the time. Each exported file only includes variables from the selected environment.
-
-For more details on exporting variables in different supported scopes, see:
-
-- [Exporting collections](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-collections)
-- [Exporting environments](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments)
-- [Downloading global environments](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments)
-
-##### API Fuzzing Scope, custom JSON file format
-
-Our custom JSON file format is a JSON object where each object property represents a variable name and the property value represents the variable value. This file can be created using your favorite text editor, or it can be produced by an earlier job in your pipeline.
-
-This example defines two variables `base_url` and `token` in the API Fuzzing scope:
-
-```json
-{
-  "base_url": "http://127.0.0.1/",
-  "token": "Token 84816165151"
-}
-```
-
-##### Using scopes with API Fuzzing
-
-The scopes: _global_, _environment_, _collection_, and _GitLab API Fuzzing_ are supported in [GitLab 15.1 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/356312). GitLab 15.0 and earlier, supports only the _collection_, and _GitLab API Fuzzing_ scopes.
-
-The following table provides a quick reference for mapping scope files/URLs to API Fuzzing configuration variables:
-
-| Scope              |  How to Provide |
-| ------------------ | --------------- |
-| Global Environment | FUZZAPI_POSTMAN_COLLECTION_VARIABLES |
-| Environment        | FUZZAPI_POSTMAN_COLLECTION_VARIABLES |
-| Collection         | FUZZAPI_POSTMAN_COLLECTION           |
-| API Fuzzing Scope  | FUZZAPI_POSTMAN_COLLECTION_VARIABLES |
-| Data               | Not supported   |
-| Local              | Not supported   |
-
-The Postman Collection document automatically includes any _collection_ scoped variables. The Postman Collection is provided with the configuration variable `FUZZAPI_POSTMAN_COLLECTION`. This variable can be set to a single [exported Postman collection](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-collections).
-
-Variables from other scopes are provided through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable. The configuration variable supports a comma (`,`) delimited file list in [GitLab 15.1 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/356312). GitLab 15.0 and earlier, supports only one single file. The order of the files provided is not important as the files provide the needed scope information.
-
-The configuration variable `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` can be set to:
-
-- [Exported Global environment](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments)
-- [Exported environments](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments)
-- [API Fuzzing Custom JSON format](#api-fuzzing-scope-custom-json-file-format)
-
-##### Undefined Postman variables
-
-There is a chance that API Fuzzing engine does not find all variables references that your Postman collection file is using. Some cases can be:
-
-- You are using _data_ or _local_ scoped variables, and as stated previously these scopes are not supported by API Fuzzing. Thus, assuming the values for these variables have not been provided through [the API Fuzzing scope](#api-fuzzing-scope-custom-json-file-format), then the values of the _data_ and _local_ scoped variables are undefined.
-- A variable name was typed incorrectly, and the name does not match the defined variable.
-- Postman Client supports a new dynamic variable that is not supported by API Fuzzing.
-
-When possible, API Fuzzing follows the same behavior as the Postman Client does when dealing with undefined variables. The text of the variable reference remains the same, and there is no text substitution. The same behavior also applies to any unsupported dynamic variables.
-
-For example, if a request definition in the Postman Collection references the variable `{{full_url}}` and the variable is not found it is left unchanged with the value `{{full_url}}`.
-
-##### Dynamic Postman variables
-
-In addition to variables that a user can define at various scope levels, Postman has a set of pre-defined variables called _dynamic_ variables. The [_dynamic_ variables](https://learning.postman.com/docs/writing-scripts/script-references/variables-list/) are already defined and their name is prefixed with a dollar sign (`$`), for instance, `$guid`. _Dynamic_ variables can be used like any other variable, and in the Postman Client, they produce random values during the request/collection run.
-
-An important difference between API Fuzzing and Postman is that API Fuzzing returns the same value for each usage of the same dynamic variables. This differs from the Postman Client behavior which returns a random value on each use of the same dynamic variable. In other words, API Fuzzing uses static values for dynamic variables while Postman uses random values.
-
-The supported dynamic variables during the scanning process are:
-
-| Variable    | Value       |
-| ----------- | ----------- |
-| `$guid` | `611c2e81-2ccb-42d8-9ddc-2d0bfa65c1b4` |
-| `$isoTimestamp` | `2020-06-09T21:10:36.177Z` |
-| `$randomAbbreviation` | `PCI` |
-| `$randomAbstractImage` | `http://no-a-valid-host/640/480/abstract` |
-| `$randomAdjective` | `auxiliary` |
-| `$randomAlphaNumeric` | `a` |
-| `$randomAnimalsImage` | `http://no-a-valid-host/640/480/animals` |
-| `$randomAvatarImage` | `https://no-a-valid-host/path/to/some/image.jpg` |
-| `$randomBankAccount` | `09454073` |
-| `$randomBankAccountBic` | `EZIAUGJ1` |
-| `$randomBankAccountIban` | `MU20ZPUN3039684000618086155TKZ` |
-| `$randomBankAccountName` | `Home Loan Account` |
-| `$randomBitcoin` | `3VB8JGT7Y4Z63U68KGGKDXMLLH5` |
-| `$randomBoolean` | `true` |
-| `$randomBs` | `killer leverage schemas` |
-| `$randomBsAdjective` | `viral` |
-| `$randomBsBuzz` | `repurpose` |
-| `$randomBsNoun` | `markets` |
-| `$randomBusinessImage` | `http://no-a-valid-host/640/480/business` |
-| `$randomCatchPhrase` | `Future-proofed heuristic open architecture` |
-| `$randomCatchPhraseAdjective` | `Business-focused` |
-| `$randomCatchPhraseDescriptor` | `bandwidth-monitored` |
-| `$randomCatchPhraseNoun` | `superstructure` |
-| `$randomCatsImage` | `http://no-a-valid-host/640/480/cats` |
-| `$randomCity` | `Spinkahaven` |
-| `$randomCityImage` | `http://no-a-valid-host/640/480/city` |
-| `$randomColor` | `fuchsia` |
-| `$randomCommonFileExt` | `wav` |
-| `$randomCommonFileName` | `well_modulated.mpg4` |
-| `$randomCommonFileType` | `audio` |
-| `$randomCompanyName` | `Grady LLC` |
-| `$randomCompanySuffix` | `Inc` |
-| `$randomCountry` | `Kazakhstan` |
-| `$randomCountryCode` | `MD` |
-| `$randomCreditCardMask` | `3622` |
-| `$randomCurrencyCode` | `ZMK` |
-| `$randomCurrencyName` | `Pound Sterling` |
-| `$randomCurrencySymbol` | `£` |
-| `$randomDatabaseCollation` | `utf8_general_ci` |
-| `$randomDatabaseColumn` | `updatedAt` |
-| `$randomDatabaseEngine` | `Memory` |
-| `$randomDatabaseType` | `text` |
-| `$randomDateFuture` | `Tue Mar 17 2020 13:11:50 GMT+0530 (India Standard Time)` |
-| `$randomDatePast` | `Sat Mar 02 2019 09:09:26 GMT+0530 (India Standard Time)` |
-| `$randomDateRecent` | `Tue Jul 09 2019 23:12:37 GMT+0530 (India Standard Time)` |
-| `$randomDepartment` | `Electronics` |
-| `$randomDirectoryPath` | `/usr/local/bin` |
-| `$randomDomainName` | `trevor.info` |
-| `$randomDomainSuffix` | `org` |
-| `$randomDomainWord` | `jaden` |
-| `$randomEmail` | `Iva.Kovacek61@no-a-valid-host.com` |
-| `$randomExampleEmail` | `non-a-valid-user@example.net` |
-| `$randomFashionImage` | `http://no-a-valid-host/640/480/fashion` |
-| `$randomFileExt` | `war` |
-| `$randomFileName` | `neural_sri_lanka_rupee_gloves.gdoc` |
-| `$randomFilePath` | `/home/programming_chicken.cpio` |
-| `$randomFileType` | `application` |
-| `$randomFirstName` | `Chandler` |
-| `$randomFoodImage` | `http://no-a-valid-host/640/480/food` |
-| `$randomFullName` | `Connie Runolfsdottir` |
-| `$randomHexColor` | `#47594a` |
-| `$randomImageDataUri` | `data:image/svg+xml;charset=UTF-8,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20version%3D%221.1%22%20baseProfile%3D%22full%22%20width%3D%22undefined%22%20height%3D%22undefined%22%3E%20%3Crect%20width%3D%22100%25%22%20height%3D%22100%25%22%20fill%3D%22grey%22%2F%3E%20%20%3Ctext%20x%3D%220%22%20y%3D%2220%22%20font-size%3D%2220%22%20text-anchor%3D%22start%22%20fill%3D%22white%22%3Eundefinedxundefined%3C%2Ftext%3E%20%3C%2Fsvg%3E` |
-| `$randomImageUrl` | `http://no-a-valid-host/640/480` |
-| `$randomIngverb` | `navigating` |
-| `$randomInt` | `494` |
-| `$randomIP` | `241.102.234.100` |
-| `$randomIPV6` | `dbe2:7ae6:119b:c161:1560:6dda:3a9b:90a9` |
-| `$randomJobArea` | `Mobility` |
-| `$randomJobDescriptor` | `Senior` |
-| `$randomJobTitle` | `International Creative Liaison` |
-| `$randomJobType` | `Supervisor` |
-| `$randomLastName` | `Schneider` |
-| `$randomLatitude` | `55.2099` |
-| `$randomLocale` | `ny` |
-| `$randomLongitude` | `40.6609` |
-| `$randomLoremLines` | `Ducimus in ut mollitia.\nA itaque non.\nHarum temporibus nihil voluptas.\nIste in sed et nesciunt in quaerat sed.` |
-| `$randomLoremParagraph` | `Ab aliquid odio iste quo voluptas voluptatem dignissimos velit. Recusandae facilis qui commodi ea magnam enim nostrum quia quis. Nihil est suscipit assumenda ut voluptatem sed. Esse ab voluptas odit qui molestiae. Rem est nesciunt est quis ipsam expedita consequuntur.` |
-| `$randomLoremParagraphs` | `Voluptatem rem magnam aliquam ab id aut quaerat. Placeat provident possimus voluptatibus dicta velit non aut quasi. Mollitia et aliquam expedita sunt dolores nam consequuntur. Nam dolorum delectus ipsam repudiandae et ipsam ut voluptatum totam. Nobis labore labore recusandae ipsam quo.` |
-| `$randomLoremSentence` | `Molestias consequuntur nisi non quod.` |
-| `$randomLoremSentences` | `Et sint voluptas similique iure amet perspiciatis vero sequi atque. Ut porro sit et hic. Neque aspernatur vitae fugiat ut dolore et veritatis. Ab iusto ex delectus animi. Voluptates nisi iusto. Impedit quod quae voluptate qui.` |
-| `$randomLoremSlug` | `eos-aperiam-accusamus, beatae-id-molestiae, qui-est-repellat` |
-| `$randomLoremText` | `Quisquam asperiores exercitationem ut ipsum. Aut eius nesciunt. Et reiciendis aut alias eaque. Nihil amet laboriosam pariatur eligendi. Sunt ullam ut sint natus ducimus. Voluptas harum aspernatur soluta rem nam.` |
-| `$randomLoremWord` | `est` |
-| `$randomLoremWords` | `vel repellat nobis` |
-| `$randomMACAddress` | `33:d4:68:5f:b4:c7` |
-| `$randomMimeType` | `audio/vnd.vmx.cvsd` |
-| `$randomMonth` | `February` |
-| `$randomNamePrefix` | `Dr.` |
-| `$randomNameSuffix` | `MD` |
-| `$randomNatureImage` | `http://no-a-valid-host/640/480/nature` |
-| `$randomNightlifeImage` | `http://no-a-valid-host/640/480/nightlife` |
-| `$randomNoun` | `bus` |
-| `$randomPassword` | `t9iXe7COoDKv8k3` |
-| `$randomPeopleImage` | `http://no-a-valid-host/640/480/people` |
-| `$randomPhoneNumber` | `700-008-5275` |
-| `$randomPhoneNumberExt` | `27-199-983-3864` |
-| `$randomPhrase` | `You can't program the monitor without navigating the mobile XML program!` |
-| `$randomPrice` | `531.55` |
-| `$randomProduct` | `Pizza` |
-| `$randomProductAdjective` | `Unbranded` |
-| `$randomProductMaterial` | `Steel` |
-| `$randomProductName` | `Handmade Concrete Tuna` |
-| `$randomProtocol` | `https` |
-| `$randomSemver` | `7.0.5` |
-| `$randomSportsImage` | `http://no-a-valid-host/640/480/sports` |
-| `$randomStreetAddress` | `5742 Harvey Streets` |
-| `$randomStreetName` | `Kuhic Island` |
-| `$randomTransactionType` | `payment` |
-| `$randomTransportImage` | `http://no-a-valid-host/640/480/transport` |
-| `$randomUrl` | `https://no-a-valid-host.net` |
-| `$randomUserAgent` | `Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10.9.8; rv:15.6) Gecko/20100101 Firefox/15.6.6` |
-| `$randomUserName` | `Jarrell.Gutkowski` |
-| `$randomUUID` | `6929bb52-3ab2-448a-9796-d6480ecad36b` |
-| `$randomVerb` | `navigate` |
-| `$randomWeekday` | `Thursday` |
-| `$randomWord` | `withdrawal` |
-| `$randomWords` | `Samoa Synergistic sticky copying Grocery` |
-| `$timestamp` | `1562757107` |
-
-##### Example: Global Scope
-
-In this example, [the _global_ scope is exported](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments) from the Postman Client as `global-scope.json` and provided to API Fuzzing through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable.
-
-Here is an example of using `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`:
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick-10
-  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
-  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: global-scope.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-##### Example: Environment Scope
-
-In this example, [the _environment_ scope is exported](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments) from the Postman Client as `environment-scope.json` and provided to API Fuzzing through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable.
-
-Here is an example of using `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
-  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: environment-scope.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-##### Example: Collection Scope
-
-The _collection_ scope variables are included in the exported Postman Collection file and provided through the `FUZZAPI_POSTMAN_COLLECTION` configuration variable.
-
-Here is an example of using `FUZZAPI_POSTMAN_COLLECTION`:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: variable-collection-dictionary.json
-```
-
-##### Example: API Fuzzing Scope
-
-The API Fuzzing Scope is used for two main purposes, defining _data_ and _local_ scope variables that are not supported by API Fuzzing, and changing the value of an existing variable defined in another scope. The API Fuzzing Scope is provided through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable.
-
-Here is an example of using `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
-  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: api-fuzzing-scope.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-The file `api-fuzzing-scope.json` uses our [custom JSON file format](#api-fuzzing-scope-custom-json-file-format). This JSON is an object with key-value pairs for properties. The keys are the variables' names, and the values are the variables'
-values. For example:
-
-```json
-{
-  "base_url": "http://127.0.0.1/",
-  "token": "Token 84816165151"
-}
-```
-
-##### Example: Multiple Scopes
-
-In this example, a _global_ scope, _environment_ scope, and _collection_ scope are configured. The first step is to export our various scopes.
-
-- [Export the _global_ scope](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments) as `global-scope.json`
-- [Export the _environment_ scope](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments) as `environment-scope.json`
-- Export the Postman Collection which includes the _collection_ scope as `postman-collection.json`
-
-The Postman Collection is provided using the `FUZZAPI_POSTMAN_COLLECTION` variable, while the other scopes are provided using the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`. API Fuzzing can identify which scope the provided files match using data provided in each file.
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
-  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: global-scope.json,environment-scope.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-##### Example: Changing a Variables Value
-
-When using exported scopes, it's often the case that the value of a variable must be changed for use with API Fuzzing. For example, a _collection_ scoped variable might contain a variable named `api_version` with a value of `v2`, while your test needs a value of `v1`. Instead of modifying the exported collection to change the value, the API Fuzzing scope can be used to change its value. This works because the _API Fuzzing_ scope takes precedence over all other scopes.
-
-The _collection_ scope variables are included in the exported Postman Collection file and provided through the `FUZZAPI_POSTMAN_COLLECTION` configuration variable.
-
-The API Fuzzing Scope is provided through the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES` configuration variable, but first, we must create the file.
-The file `api-fuzzing-scope.json` uses our [custom JSON file format](#api-fuzzing-scope-custom-json-file-format). This JSON is an object with key-value pairs for properties. The keys are the variables' names, and the values are the variables'
-values. For example:
-
-```json
-{
-  "api_version": "v1"
-}
-```
-
-Our CI definition:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
-  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: api-fuzzing-scope.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-##### Example: Changing a Variables Value with Multiple Scopes
-
-When using exported scopes, it's often the case that the value of a variable must be changed for use with API Fuzzing. For example, an _environment_ scope might contain a variable named `api_version` with a value of `v2`, while your test needs a value of `v1`. Instead of modifying the exported file to change the value, the API Fuzzing scope can be used. This works because the _API Fuzzing_ scope takes precedence over all other scopes.
-
-In this example, a _global_ scope, _environment_ scope, _collection_ scope, and _API Fuzzing_ scope are configured. The first step is to export and create our various scopes.
-
-- [Export the _global_ scope](https://learning.postman.com/docs/sending-requests/variables/#downloading-global-environments) as `global-scope.json`
-- [Export the _environment_ scope](https://learning.postman.com/docs/getting-started/importing-and-exporting-data/#exporting-environments) as `environment-scope.json`
-- Export the Postman Collection which includes the _collection_ scope as `postman-collection.json`
-
-The API Fuzzing scope is used by creating a file `api-fuzzing-scope.json` using our [custom JSON file format](#api-fuzzing-scope-custom-json-file-format). This JSON is an object with key-value pairs for properties. The keys are the variables' names, and the values are the variables'
-values. For example:
-
-```json
-{
-  "api_version": "v1"
-}
-```
-
-The Postman Collection is provided using the `FUZZAPI_POSTMAN_COLLECTION` variable, while the other scopes are provided using the `FUZZAPI_POSTMAN_COLLECTION_VARIABLES`. API Fuzzing can identify which scope the provided files match using data provided in each file.
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_POSTMAN_COLLECTION: postman-collection.json
-  FUZZAPI_POSTMAN_COLLECTION_VARIABLES: global-scope.json,environment-scope.json,api-fuzzing-scope.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-```
-
-## API fuzzing configuration
-
-The API fuzzing behavior can be changed through CI/CD variables.
-
-From GitLab 13.12 and later, the default API fuzzing configuration file is `.gitlab/gitlab-api-fuzzing-config.yml`. In GitLab 14.0 and later, API fuzzing configuration files must be in your repository's
-`.gitlab` directory instead of your repository's root.
-
-WARNING:
-All customization of GitLab security scanning tools should be tested in a merge request before
-merging these changes to the default branch. Failure to do so can give unexpected results,
-including a large number of false positives.
-
-### Authentication
-
-Authentication is handled by providing the authentication token as a header or cookie. You can
-provide a script that performs an authentication flow or calculates the token.
-
-#### HTTP Basic Authentication
-
-[HTTP basic authentication](https://en.wikipedia.org/wiki/Basic_access_authentication)
-is an authentication method built into the HTTP protocol and used in conjunction with
-[transport layer security (TLS)](https://en.wikipedia.org/wiki/Transport_Layer_Security).
-
-We recommended that you [create a CI/CD variable](../../../ci/variables/index.md#for-a-project)
-for the password (for example, `TEST_API_PASSWORD`), and set it to be masked. You can create CI/CD
-variables from the GitLab project's page at **Settings > CI/CD**, in the **Variables** section.
-Because of the [limitations on masked variables](../../../ci/variables/index.md#mask-a-cicd-variable),
-you should Base64-encode the password before adding it as a variable.
-
-Finally, add two CI/CD variables to your `.gitlab-ci.yml` file:
-
-- `FUZZAPI_HTTP_USERNAME`: The username for authentication.
-- `FUZZAPI_HTTP_PASSWORD_BASE64`: The Base64-encoded password for authentication.
-
-```yaml
-stages:
-    - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick-10
-  FUZZAPI_HAR: test-api-recording.har
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_HTTP_USERNAME: testuser
-  FUZZAPI_HTTP_PASSWORD_BASE64: $TEST_API_PASSWORD
-```
-
-#### Raw password
-
-If you do not want to Base64-encode the password (or if you are using GitLab 15.3 or earlier) you can provide the raw password `FUZZAPI_HTTP_PASSWORD`, instead of using `FUZZAPI_HTTP_PASSWORD_BASE64`.
-
-#### Bearer Tokens
-
-Bearer tokens are used by several different authentication mechanisms, including OAuth2 and JSON Web
-Tokens (JWT). Bearer tokens are transmitted using the `Authorization` HTTP header. To use bearer
-tokens with API fuzzing, you need one of the following:
-
-- A token that doesn't expire
-- A way to generate a token that lasts the length of testing
-- A Python script that API fuzzing can call to generate the token
-
-##### Token doesn't expire
-
-If the bearer token doesn't expire, use the `FUZZAPI_OVERRIDES_ENV` variable to provide it. This
-variable's content is a JSON snippet that provides headers and cookies to add to API fuzzing's
-outgoing HTTP requests.
-
-Follow these steps to provide the bearer token with `FUZZAPI_OVERRIDES_ENV`:
-
-1. [Create a CI/CD variable](../../../ci/variables/index.md#for-a-project),
-   for example `TEST_API_BEARERAUTH`, with the value
-   `{"headers":{"Authorization":"Bearer dXNlcm5hbWU6cGFzc3dvcmQ="}}` (substitute your token). You
-   can create CI/CD variables from the GitLab projects page at **Settings > CI/CD**, in the
-   **Variables** section.
-
-1. In your `.gitlab-ci.yml` file, set `FUZZAPI_OVERRIDES_ENV` to the variable you just created:
-
-   ```yaml
-   stages:
-     - fuzz
-
-   include:
-     - template: API-Fuzzing.gitlab-ci.yml
-
-   variables:
-     FUZZAPI_PROFILE: Quick-10
-     FUZZAPI_OPENAPI: test-api-specification.json
-     FUZZAPI_TARGET_URL: http://test-deployment/
-     FUZZAPI_OVERRIDES_ENV: $TEST_API_BEARERAUTH
-   ```
-
-1. To validate that authentication is working, run an API fuzzing test and review the fuzzing logs
-   and the test API's application logs. See the [overrides section](#overrides) for more information about override commands.
-
-##### Token generated at test runtime
-
-If the bearer token must be generated and doesn't expire during testing, you can provide to API
-fuzzing with a file containing the token. A prior stage and job, or part of the API fuzzing job, can
-generate this file.
-
-API fuzzing expects to receive a JSON file with the following structure:
-
-```json
-{
-  "headers" : {
-    "Authorization" : "Bearer dXNlcm5hbWU6cGFzc3dvcmQ="
-  }
-}
-```
-
-This file can be generated by a prior stage and provided to API fuzzing through the
-`FUZZAPI_OVERRIDES_FILE` CI/CD variable.
-
-Set `FUZZAPI_OVERRIDES_FILE` in your `.gitlab-ci.yml` file:
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
-```
-
-To validate that authentication is working, run an API fuzzing test and review the fuzzing logs and
-the test API's application logs.
-
-##### Token has short expiration
-
-If the bearer token must be generated and expires prior to the scan's completion, you can provide a
-program or script for the API fuzzer to execute on a provided interval. The provided script runs in
-an Alpine Linux container that has Python 3 and Bash installed. If the Python script requires
-additional packages, it must detect this and install the packages at runtime.
-
-The script must create a JSON file containing the bearer token in a specific format:
-
-```json
-{
-  "headers" : {
-    "Authorization" : "Bearer dXNlcm5hbWU6cGFzc3dvcmQ="
-  }
-}
-```
-
-You must provide three CI/CD variables, each set for correct operation:
-
-- `FUZZAPI_OVERRIDES_FILE`: JSON file the provided command generates.
-- `FUZZAPI_OVERRIDES_CMD`: Command that generates the JSON file.
-- `FUZZAPI_OVERRIDES_INTERVAL`: Interval (in seconds) to run command.
-
-For example:
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick-10
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
-  FUZZAPI_OVERRIDES_CMD: renew_token.py
-  FUZZAPI_OVERRIDES_INTERVAL: 300
-```
-
-To validate that authentication is working, run an API fuzzing test and review the fuzzing logs and
-the test API's application logs.
-
-### API fuzzing profiles
-
-GitLab provides the configuration file
-[`gitlab-api-fuzzing-config.yml`](https://gitlab.com/gitlab-org/security-products/analyzers/api-fuzzing/-/blob/master/gitlab-api-fuzzing-config.yml).
-It contains several testing profiles that perform a specific numbers of tests. The runtime of each
-profile increases as the number of tests increases.
-
-| Profile   | Fuzz Tests (per parameter) |
-|:----------|:---------------------------|
-| Quick-10  | 10 |
-| Medium-20 | 20 |
-| Medium-50 | 50 |
-| Long-100  | 100 |
-
-### Available CI/CD variables
-
-| CI/CD variable                                              | Description |
-|-------------------------------------------------------------|-------------|
-| `SECURE_ANALYZERS_PREFIX`                                   | Specify the Docker registry base address from which to download the analyzer. |
-| `FUZZAPI_VERSION`                                           | Specify API Fuzzing container version. Defaults to `2`. |
-| `FUZZAPI_IMAGE_SUFFIX`                                      | Specify a container image suffix. Defaults to none. |
-| `FUZZAPI_API_PORT`                                          | Specify the communication port number used by API Fuzzing engine. Defaults to `5500`. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/367734) in GitLab 15.5. |
-| `FUZZAPI_TARGET_URL`                                        | Base URL of API testing target. |
-| `FUZZAPI_CONFIG`                                            | [Deprecated](https://gitlab.com/gitlab-org/gitlab/-/issues/276395) in GitLab 13.12, replaced with default `.gitlab/gitlab-api-fuzzing-config.yml`. API Fuzzing configuration file. |
-|[`FUZZAPI_PROFILE`](#api-fuzzing-profiles)                   | Configuration profile to use during testing. Defaults to `Quick-10`. |
-|[`FUZZAPI_EXCLUDE_PATHS`](#exclude-paths)                    | Exclude API URL paths from testing. |
-|[`FUZZAPI_EXCLUDE_URLS`](#exclude-urls)                      | Exclude API URL from testing. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/357195) in GitLab 14.10. |
-|[`FUZZAPI_EXCLUDE_PARAMETER_ENV`](#exclude-parameters)       | JSON string containing excluded parameters. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/292196) in GitLab 14.10. |
-|[`FUZZAPI_EXCLUDE_PARAMETER_FILE`](#exclude-parameters)      | Path to a JSON file containing excluded parameters. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/292196) in GitLab 14.10. |
-|[`FUZZAPI_OPENAPI`](#openapi-specification)                  | OpenAPI Specification file or URL. |
-|[`FUZZAPI_OPENAPI_RELAXED_VALIDATION`](#openapi-specification) | Relax document validation. Default is disabled. Introduced in GitLab 14.7. GitLab team members can view more information in this confidential issue: `https://gitlab.com/gitlab-org/gitlab/-/issues/345950`. |
-|[`FUZZAPI_OPENAPI_ALL_MEDIA_TYPES`](#openapi-specification)  | Use all supported media types instead of one when generating requests. Causes test duration to be longer. Default is disabled. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/333304) in GitLab 14.10. |
-|[`FUZZAPI_OPENAPI_MEDIA_TYPES`](#openapi-specification)  | Colon (`:`) separated media types accepted for testing. Default is disabled. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/333304) in GitLab 14.10. |
-|[`FUZZAPI_HAR`](#http-archive-har)                           | HTTP Archive (HAR) file. |
-|[`FUZZAPI_GRAPHQL`](#graphql-schema)                         | Path to GraphQL endpoint, for example `/api/graphql`. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/352780) in GitLab 15.4. |
-|[`FUZZAPI_GRAPHQL_SCHEMA`](#graphql-schema)                  | A URL or filename for a GraphQL schema in JSON format. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/352780) in GitLab 15.4. |
-|[`FUZZAPI_POSTMAN_COLLECTION`](#postman-collection)          | Postman Collection file. |
-|[`FUZZAPI_POSTMAN_COLLECTION_VARIABLES`](#postman-variables) | Path to a JSON file to extract Postman variable values. The support for comma-separated (`,`) files was [introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/356312) in GitLab 15.1. |
-|[`FUZZAPI_OVERRIDES_FILE`](#overrides)                       | Path to a JSON file containing overrides. |
-|[`FUZZAPI_OVERRIDES_ENV`](#overrides)                        | JSON string containing headers to override. |
-|[`FUZZAPI_OVERRIDES_CMD`](#overrides)                        | Overrides command. |
-|[`FUZZAPI_OVERRIDES_CMD_VERBOSE`](#overrides)                | When set to any value. It shows overrides command output as part of the job output. [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/334578) in GitLab 14.8. |
-|`FUZZAPI_PRE_SCRIPT`                                         | Run user command or script before scan session starts. |
-|`FUZZAPI_POST_SCRIPT`                                        | Run user command or script after scan session has finished. |
-|[`FUZZAPI_OVERRIDES_INTERVAL`](#overrides)                   | How often to run overrides command in seconds. Defaults to `0` (once). |
-|[`FUZZAPI_HTTP_USERNAME`](#http-basic-authentication)        | Username for HTTP authentication. |
-|[`FUZZAPI_HTTP_PASSWORD`](#http-basic-authentication)        | Password for HTTP authentication. |
-|[`FUZZAPI_HTTP_PASSWORD_BASE64`](#http-basic-authentication) | Password for HTTP authentication, Base64-encoded. [Introduced](https://gitlab.com/gitlab-org/security-products/analyzers/api-fuzzing-src/-/merge_requests/702) in GitLab 15.4. |
-
-### Overrides
-
-API Fuzzing provides a method to add or override specific items in your request, for example:
-
-- Headers
-- Cookies
-- Query string
-- Form data
-- JSON nodes
-- XML nodes
-
-You can use this to inject semantic version headers, authentication, and so on. The
-[authentication section](#authentication) includes examples of using overrides for that purpose.
-
-Overrides use a JSON document, where each type of override is represented by a JSON object:
-
-```json
-{
-  "headers": {
-    "header1": "value",
-    "header2": "value"
-  },
-  "cookies": {
-    "cookie1": "value",
-    "cookie2": "value"
-  },
-  "query":      {
-    "query-string1": "value",
-    "query-string2": "value"
-  },
-  "body-form":  {
-    "form-param1": "value",
-    "form-param2": "value"
-  },
-  "body-json":  {
-    "json-path1": "value",
-    "json-path2": "value"
-  },
-  "body-xml" :  {
-    "xpath1":    "value",
-    "xpath2":    "value"
-  }
-}
-```
-
-Example of setting a single header:
-
-```json
-{
-  "headers": {
-    "Authorization": "Bearer dXNlcm5hbWU6cGFzc3dvcmQ="
-  }
-}
-```
-
-Example of setting both a header and cookie:
-
-```json
-{
-  "headers": {
-    "Authorization": "Bearer dXNlcm5hbWU6cGFzc3dvcmQ="
-  },
-  "cookies": {
-    "flags": "677"
-  }
-}
-```
-
-Example usage for setting a `body-form` override:
-
-```json
-{
-  "body-form":  {
-    "username": "john.doe"
-  }
-}
-```
-
-The override engine uses `body-form` when the request body has only form-data content.
-
-Example usage for setting a `body-json` override:
-
-```json
-{
-  "body-json":  {
-    "$.credentials.access-token": "iddqd!42.$"
-  }
-}
-```
-
-Each JSON property name in the object `body-json` is set to a [JSON Path](https://goessner.net/articles/JsonPath/)
-expression. The JSON Path expression `$.credentials.access-token` identifies the node to be
-overridden with the value `iddqd!42.$`. The override engine uses `body-json` when the request body
-has only [JSON](https://www.json.org/json-en.html) content.
-
-For example, if the body is set to the following JSON:
-
-```json
-{
-    "credentials" : {
-        "username" :"john.doe",
-        "access-token" : "non-valid-password"
-    }
-}
-```
-
-It is changed to:
-
-```json
-{
-    "credentials" : {
-        "username" :"john.doe",
-        "access-token" : "iddqd!42.$"
-    }
-}
-```
-
-Here's an example for setting a `body-xml` override. The first entry overrides an XML attribute and
-the second entry overrides an XML element:
-
-```json
-{
-  "body-xml" :  {
-    "/credentials/@isEnabled": "true",
-    "/credentials/access-token/text()" : "iddqd!42.$"
-  }
-}
-```
-
-Each JSON property name in the object `body-xml` is set to an
-[XPath v2](https://www.w3.org/TR/xpath20/)
-expression. The XPath expression `/credentials/@isEnabled` identifies the attribute node to override
-with the value `true`. The XPath expression `/credentials/access-token/text()` identifies the
-element node to override with the value `iddqd!42.$`. The override engine uses `body-xml` when the
-request body has only [XML](https://www.w3.org/XML/)
-content.
-
-For example, if the body is set to the following XML:
-
-```xml
-<credentials isEnabled="false">
-  <username>john.doe</username>
-  <access-token>non-valid-password</access-token>
-</credentials>
-```
-
-It is changed to:
-
-```xml
-<credentials isEnabled="true">
-  <username>john.doe</username>
-  <access-token>iddqd!42.$</access-token>
-</credentials>
-```
-
-You can provide this JSON document as a file or environment variable. You may also provide a command
-to generate the JSON document. The command can run at intervals to support values that expire.
-
-#### Using a file
-
-To provide the overrides JSON as a file, the `FUZZAPI_OVERRIDES_FILE` CI/CD variable is set. The path is relative to the job current working directory.
-
-Here's an example `.gitlab-ci.yml`:
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
-```
-
-#### Using a CI/CD variable
-
-To provide the overrides JSON as a CI/CD variable, use the `FUZZAPI_OVERRIDES_ENV` variable.
-This allows you to place the JSON as variables that can be masked and protected.
-
-In this example `.gitlab-ci.yml`, the `FUZZAPI_OVERRIDES_ENV` variable is set directly to the JSON:
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_OVERRIDES_ENV: '{"headers":{"X-API-Version":"2"}}'
-```
-
-In this example `.gitlab-ci.yml`, the `SECRET_OVERRIDES` variable provides the JSON. This is a
-[group or instance level CI/CD variable defined in the UI](../../../ci/variables/index.md#define-a-cicd-variable-in-the-ui):
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_OVERRIDES_ENV: $SECRET_OVERRIDES
-```
-
-#### Using a command
-
-If the value must be generated or regenerated on expiration, you can provide a program or script for
-the API fuzzer to execute on a specified interval. The provided script runs in an Alpine Linux
-container that has Python 3 and Bash installed.
-
-You have to set the environment variable `FUZZAPI_OVERRIDES_CMD` to the program or script you would like
-to execute. The provided command creates the overrides JSON file as defined previously.
-
-You might want to install other scripting runtimes like NodeJS or Ruby, or maybe you need to install a dependency for
-your overrides command. In this case, we recommend setting the `FUZZAPI_PRE_SCRIPT` to the file path of a script which
-provides those prerequisites. The script provided by `FUZZAPI_PRE_SCRIPT` is executed once, before the analyzer starts.
-
-See the [Alpine Linux package management](https://wiki.alpinelinux.org/wiki/Alpine_Linux_package_management)
-page for information about installing Alpine Linux packages.
-
-You must provide three CI/CD variables, each set for correct operation:
-
-- `FUZZAPI_OVERRIDES_FILE`: File generated by the provided command.
-- `FUZZAPI_OVERRIDES_CMD`: Overrides command in charge of generating the overrides JSON file periodically.
-- `FUZZAPI_OVERRIDES_INTERVAL`: Interval in seconds to run command.
-
-Optionally:
-
-- `FUZZAPI_PRE_SCRIPT`: Script to install runtimes or dependencies before the analyzer starts.
-
-WARNING:
-To execute scripts in Alpine Linux you must first use the command [`chmod`](https://www.gnu.org/software/coreutils/manual/html_node/chmod-invocation.html) to set the [execution permission](https://www.gnu.org/software/coreutils/manual/html_node/Setting-Permissions.html). For example, to set the execution permission of `script.py` for everyone, use the command: `chmod a+x script.py`. If needed, you can version your `script.py` with the execution permission already set.
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
-  FUZZAPI_OVERRIDES_CMD: renew_token.py
-  FUZZAPI_OVERRIDES_INTERVAL: 300
-```
-
-#### Debugging overrides
-
-> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/334578) in GitLab 14.8.
-
-By default the output of the overrides command is hidden. If the overrides command returns a non zero exit code, the command is displayed as part of your job output. Optionally, you can set the variable `FUZZAPI_OVERRIDES_CMD_VERBOSE` to any value to display overrides command output as it is generated. This is useful when testing your overrides script, but should be disabled afterwards as it slows down testing.
-
-It is also possible to write messages from your script to a log file that is collected when the job completes or fails. The log file must be created in a specific location and follow a naming convention.
-
-Adding some basic logging to your overrides script is useful in case the script fails unexpectedly during typical running of the job. The log file is automatically included as an artifact of the job, allowing you to download it after the job has finished.
-
-Following our example, we provided `renew_token.py` in the environmental variable `FUZZAPI_OVERRIDES_CMD`. Notice two things in the script:
-
-- Log file is saved in the location indicated by the environment variable `CI_PROJECT_DIR`.
-- Log filename should match `gl-*.log`.
-
-```python
-#!/usr/bin/env python
-
-# Example of an overrides command
-
-# Override commands can update the overrides json file
-# with new values to be used.  This is a great way to
-# update an authentication token that will expire
-# during testing.
-
-import logging
-import json
-import os
-import requests
-import backoff
-
-# [1] Store log file in directory indicated by env var CI_PROJECT_DIR
-working_directory = os.environ.get( 'CI_PROJECT_DIR')
-overrides_file_name = os.environ.get('FUZZAPI_OVERRIDES_FILE', 'api-fuzzing-overrides.json')
-overrides_file_path = os.path.join(working_directory, overrides_file_name)
-
-# [2] Filename should match the pattern: gl-*.log
-log_file_path = os.path.join(working_directory, 'gl-user-overrides.log')
-
-# Set up logger
-logging.basicConfig(filename=log_file_path, level=logging.DEBUG)
-
-# Use `backoff` decorator to retry in case of transient errors.
-@backoff.on_exception(backoff.expo,
-                      (requests.exceptions.Timeout,
-                       requests.exceptions.ConnectionError),
-                       max_time=30)
-def get_auth_response():
-    authorization_url = 'https://authorization.service/api/get_api_token'
-    return requests.get(
-        f'{authorization_url}',
-        auth=(os.environ.get('AUTH_USER'), os.environ.get('AUTH_PWD'))
-    )
-
-# In our example, access token is retrieved from a given endpoint
-try:
-
-    # Performs a http request, response sample:
-    # { "Token" : "b5638ae7-6e77-4585-b035-7d9de2e3f6b3" }
-    response = get_auth_response()
-
-    # Check that the request is successful. may raise `requests.exceptions.HTTPError`
-    response.raise_for_status()
-
-    # Gets JSON data
-    response_body = response.json()
-
-# If needed specific exceptions can be caught
-# requests.ConnectionError                  : A network connection error problem occurred
-# requests.HTTPError                        : HTTP request returned an unsuccessful status code. [Response.raise_for_status()]
-# requests.ConnectTimeout                   : The request timed out while trying to connect to the remote server
-# requests.ReadTimeout                      : The server did not send any data in the allotted amount of time.
-# requests.TooManyRedirects                 : The request exceeds the configured number of maximum redirections
-# requests.exceptions.RequestException      : All exceptions that related to Requests
-except json.JSONDecodeError as json_decode_error:
-    # logs errors related decoding JSON response
-    logging.error(f'Error, failed while decoding JSON response. Error message: {json_decode_error}')
-    raise
-except requests.exceptions.RequestException as requests_error:
-    # logs  exceptions  related to `Requests`
-    logging.error(f'Error, failed while performing HTTP request. Error message: {requests_error}')
-    raise
-except Exception as e:
-    # logs any other error
-    logging.error(f'Error, unknown error while retrieving access token. Error message: {e}')
-    raise
-
-# computes object that holds overrides file content.
-# It uses data fetched from request
-overrides_data = {
-    "headers": {
-        "Authorization": f"Token {response_body['Token']}"
-    }
-}
-
-# log entry informing about the file override computation
-logging.info("Creating overrides file: %s" % overrides_file_path)
-
-# attempts to overwrite the file
-try:
-    if os.path.exists(overrides_file_path):
-        os.unlink(overrides_file_path)
-
-    # overwrites the file with our updated dictionary
-    with open(overrides_file_path, "wb+") as fd:
-        fd.write(json.dumps(overrides_data).encode('utf-8'))
-except Exception as e:
-    # logs any other error
-    logging.error(f'Error, unknown error when overwriting file {overrides_file_path}. Error message: {e}')
-    raise
-
-# logs informing override has finished successfully
-logging.info("Override file has been updated")
-
-# end
-```
-
-In the overrides command example, the Python script depends on the `backoff` library. To make sure the library is installed before executing the Python script, the `FUZZAPI_PRE_SCRIPT` is set to a script that installs the dependencies of your overrides command.
-As for example, the following script `user-pre-scan-set-up.sh`:
-
-```shell
-#!/bin/bash
-
-# user-pre-scan-set-up.sh
-# Ensures python dependencies are installed
-
-echo "**** install python dependencies ****"
-
-python3 -m ensurepip
-pip3 install --no-cache --upgrade \
-    pip \
-    requests \
-    backoff
-
-echo "**** python dependencies installed ****"
-
-# end
-```
-
-You have to update your configuration to set the `FUZZAPI_PRE_SCRIPT` to our new `user-pre-scan-set-up.sh` script. For example:
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_PRE_SCRIPT: user-pre-scan-set-up.sh
-  FUZZAPI_OVERRIDES_FILE: api-fuzzing-overrides.json
-  FUZZAPI_OVERRIDES_CMD: renew_token.py
-  FUZZAPI_OVERRIDES_INTERVAL: 300
-```
-
-In the previous sample, you could use the script `user-pre-scan-set-up.sh` to also install new runtimes or applications that later on you could use in your overrides command.
-
-### Exclude Paths
-
-> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/211892) in GitLab 14.0.
-
-When testing an API it can be useful to exclude certain paths. For example, you might exclude testing of an authentication service or an older version of the API. To exclude paths, use the `FUZZAPI_EXCLUDE_PATHS` CI/CD variable . This variable is specified in your `.gitlab-ci.yml` file. To exclude multiple paths, separate entries using the `;` character. In the provided paths you can use a single character wildcard `?` and `*` for a multiple character wildcard.
-
-To verify the paths are excluded, review the `Tested Operations` and `Excluded Operations` portion of the job output. You should not see any excluded paths listed under `Tested Operations`.
-
-```plaintext
-2021-05-27 21:51:08 [INF] API Fuzzing: --[ Tested Operations ]-------------------------
-2021-05-27 21:51:08 [INF] API Fuzzing: 201 POST http://target:7777/api/users CREATED
-2021-05-27 21:51:08 [INF] API Fuzzing: ------------------------------------------------
-2021-05-27 21:51:08 [INF] API Fuzzing: --[ Excluded Operations ]-----------------------
-2021-05-27 21:51:08 [INF] API Fuzzing: GET http://target:7777/api/messages
-2021-05-27 21:51:08 [INF] API Fuzzing: POST http://target:7777/api/messages
-2021-05-27 21:51:08 [INF] API Fuzzing: ------------------------------------------------
-```
-
-#### Examples of excluding paths
-
-This example excludes the `/auth` resource. This does not exclude child resources (`/auth/child`).
-
-```yaml
-variables:
-  FUZZAPI_EXCLUDE_PATHS: /auth
-```
-
-To exclude `/auth`, and child resources (`/auth/child`), we use a wildcard.
-
-```yaml
-variables:
-  FUZZAPI_EXCLUDE_PATHS: /auth*
-```
-
-To exclude multiple paths we can use the `;` character. In this example we exclude `/auth*` and `/v1/*`.
-
-```yaml
-variables:
-  FUZZAPI_EXCLUDE_PATHS: /auth*;/v1/*
-```
-
-### Exclude parameters
-
-> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/292196) in GitLab 14.10.
-
-While testing an API you may might want to exclude a parameter (query string, header, or body element) from testing. This may be needed because a parameter always causes a failure, slows down testing, or for other reasons. To exclude parameters you can use one of the following variables: `FUZZAPI_EXCLUDE_PARAMETER_ENV` or `FUZZAPI_EXCLUDE_PARAMETER_FILE`.
-
-The `FUZZAPI_EXCLUDE_PARAMETER_ENV` allows providing a JSON string containing excluded parameters. This is a good option if the JSON is short and can not often change. Another option is the variable `FUZZAPI_EXCLUDE_PARAMETER_FILE`. This variable is set to a file path that can be checked into the repository, created by another job as an artifact, or generated at runtime from a pre-script using `FUZZAPI_PRE_SCRIPT`.
-
-#### Exclude parameters using a JSON document
-
-The JSON document contains a JSON object which uses specific properties to identify which parameter should be excluded.
-You can provide the following properties to exclude specific parameters during the scanning process:
-
-- `headers`: Use this property to exclude specific headers. The property's value is an array of header names to be excluded. Names are case-insensitive.
-- `cookies`: Use this property's value to exclude specific cookies. The property's value is an array of cookie names to be excluded. Names are case-sensitive.
-- `query`: Use this property to exclude specific fields from the query string. The property's value is an array of field names from the query string to be excluded. Names are case-sensitive.
-- `body-form`: Use this property to exclude specific fields from a request that uses the media type `application/x-www-form-urlencoded`. The property's value is an array of the field names from the body to be excluded. Names are case-sensitive.
-- `body-json`: Use this property to exclude specific JSON nodes from a request that uses the media type `application/json`. The property's value is an array, each entry of the array is a [JSON Path](https://goessner.net/articles/JsonPath/) expression.
-- `body-xml`: Use this property to exclude specific XML nodes from a request that uses media type `application/xml`. The property's value is an array, each entry of the array is a [XPath v2](https://www.w3.org/TR/xpath20/) expression.
-
-The following JSON document is an example of the expected structure to exclude parameters.
-
-```json
-{
-  "headers": [
-    "header1",
-    "header2"
-  ],
-  "cookies": [
-    "cookie1",
-    "cookie2"
-  ],
-  "query": [
-    "query-string1",
-    "query-string2"
-  ],
-  "body-form": [
-    "form-param1",
-    "form-param2"
-  ],
-  "body-json": [
-    "json-path-expression-1",
-    "json-path-expression-2"
-  ],
-  "body-xml" : [
-    "xpath-expression-1",
-    "xpath-expression-2"
-  ]
-}
-```
-
-#### Examples
-
-##### Excluding a single header
-
-To exclude the header `Upgrade-Insecure-Requests`, set the `header` property's value to an array with the header name: `[ "Upgrade-Insecure-Requests" ]`. For instance, the JSON document looks like this:
-
-```json
-{
-  "headers": [ "Upgrade-Insecure-Requests" ]
-}
-```
-
-Header names are case-insensitive, thus the header name `UPGRADE-INSECURE-REQUESTS` is equivalent to `Upgrade-Insecure-Requests`.
-
-##### Excluding both a header and two cookies
-
-To exclude the header `Authorization` and the cookies `PHPSESSID` and `csrftoken`, set the `headers` property's value to an array with header name `[ "Authorization" ]` and the `cookies` property's value to an array with the cookies' names `[ "PHPSESSID", "csrftoken" ]`. For instance, the JSON document looks like this:
-
-```json
-{
-  "headers": [ "Authorization" ],
-  "cookies": [ "PHPSESSID", "csrftoken" ]
-}
-```
-
-##### Excluding a `body-form` parameter
-
-To exclude the `password` field in a request that uses `application/x-www-form-urlencoded`, set the `body-form` property's value to an array with the field name `[ "password" ]`. For instance, the JSON document looks like this:
-
-```json
-{
-  "body-form":  [ "password" ]
-}
-```
-
-The exclude parameters uses `body-form` when the request uses a content type `application/x-www-form-urlencoded`.
-
-##### Excluding a specific JSON nodes using JSON Path
-
-To exclude the `schema` property in the root object, set the `body-json` property's value to an array with the JSON Path expression `[ "$.schema" ]`.
-
-The JSON Path expression uses special syntax to identify JSON nodes: `$` refers to the root of the JSON document, `.` refers to the current object (in our case the root object), and the text `schema` refers to a property name. Thus, the JSON path expression `$.schema` refers to a property `schema` in the root object.
-For instance, the JSON document looks like this:
-
-```json
-{
-  "body-json": [ "$.schema" ]
-}
-```
-
-The exclude parameters uses `body-json` when the request uses a content type `application/json`. Each entry in `body-json` is expected to be a [JSON Path expression](https://goessner.net/articles/JsonPath/). In JSON Path, characters like `$`, `*`, `.` among others have special meaning.
-
-##### Excluding multiple JSON nodes using JSON Path
-
-To exclude the property `password` on each entry of an array of `users` at the root level, set the `body-json` property's value to an array with the JSON Path expression `[ "$.users[*].paswword" ]`.
-
-The JSON Path expression starts with `$` to refer to the root node and uses `.` to refer to the current node. Then, it uses `users` to refer to a property and the characters `[` and `]` to enclose the index in the array you want to use, instead of providing a number as an index you use `*` to specify any index. After the index reference, we find `.` which now refers to any given selected index in the array, preceded by a property name `password`.
-
-For instance, the JSON document looks like this:
-
-```json
-{
-  "body-json": [ "$.users[*].paswword" ]
-}
-```
-
-The exclude parameters uses `body-json` when the request uses a content type `application/json`. Each entry in `body-json` is expected to be a [JSON Path expression](https://goessner.net/articles/JsonPath/). In JSON Path characters like `$`, `*`, `.` among others have special meaning.
-
-##### Excluding an XML attribute
-
-To exclude an attribute named `isEnabled` located in the root element `credentials`, set the `body-xml` property's value to an array with the XPath expression `[ "/credentials/@isEnabled" ]`.
-
-The XPath expression `/credentials/@isEnabled`, starts with `/` to indicate the root of the XML document, then it is followed by the word `credentials` which indicates the name of the element to match. It uses a `/` to refer to a node of the previous XML element, and the character `@` to indicate that the name `isEnable` is an attribute.
-
-For instance, the JSON document looks like this:
-
-```json
-{
-  "body-xml": [
-    "/credentials/@isEnabled"
-  ]
-}
-```
-
-The exclude parameters uses `body-xml` when the request uses a content type `application/xml`. Each entry in `body-xml` is expected to be an [XPath v2 expression](https://www.w3.org/TR/xpath20/). In XPath expressions, characters like `@`, `/`, `:`, `[`, `]` among others have special meanings.
-
-##### Excluding an XML element's text
-
-To exclude the text of the `username` element contained in root node `credentials`, set the `body-xml` property's value to an array with the XPath expression `[/credentials/username/text()" ]`.
-
-In the XPath expression `/credentials/username/text()`, the first character `/` refers to the root XML node, and then after it indicates an XML element's name `credentials`. Similarly, the character `/` refers to the current element, followed by a new XML element's name `username`. Last part has a `/` that refers to the current element, and uses a XPath function called `text()` which identifies the text of the current element.
-
-For instance, the JSON document looks like this:
-
-```json
-{
-  "body-xml": [
-    "/credentials/username/text()"
-  ]
-}
-```
-
-The exclude parameters uses `body-xml` when the request uses a content type `application/xml`. Each entry in `body-xml` is expected to be a [XPath v2 expression](https://www.w3.org/TR/xpath20/). In XPath expressions characters like `@`, `/`, `:`, `[`, `]` among others have special meanings.
-
-##### Excluding an XML element
-
-To exclude the element `username` contained in root node `credentials`, set the `body-xml` property's value to an array with the XPath expression `[/credentials/username" ]`.
-
-In the XPath expression `/credentials/username`, the first character `/` refers to the root XML node, and then after it indicates an XML element's name `credentials`. Similarly, the character `/` refers to the current element, followed by a new XML element's name `username`.
-
-For instance, the JSON document looks like this:
-
-```json
-{
-  "body-xml": [
-    "/credentials/username"
-  ]
-}
-```
-
-The exclude parameters uses `body-xml` when the request uses a content type `application/xml`. Each entry in `body-xml` is expected to be a [XPath v2 expression](https://www.w3.org/TR/xpath20/). In XPath expressions characters like `@`, `/`, `:`, `[`, `]` among others have special meanings.
-
-##### Excluding an XML node with namespaces
-
-To exclude a XML element `login` which is defined in namespace `s`, and contained in `credentials` root node, set the `body-xml` property's value to an array with the XPath expression `[ "/credentials/s:login" ]`.
-
-In the XPath expression `/credentials/s:login`, the first character `/` refers to the root XML node, and then after it indicates an XML element's name `credentials`. Similarly, the character `/` refers to the current element, followed by a new XML element's name `s:login`. Notice that name contains the character `:`, this character separates the namespace from the node name.
-
-The namespace name should have been defined in the XML document which is part of the body request. You may check the namespace in the specification document HAR, OpenAPI, or Postman Collection file.
-
-```json
-{
-  "body-xml": [
-    "/credentials/s:login"
-  ]
-}
-```
-
-The exclude parameters uses `body-xml` when the request uses a content type `application/xml`. Each entry in `body-xml` is expected to be a [XPath v2 expression](https://www.w3.org/TR/xpath20/). In XPath expressions characters like `@`, `/`, `:`, `[`, `]` among others have special meanings.
-
-#### Using a JSON string
-
-To provide the exclusion JSON document set the variable `FUZZAPI_EXCLUDE_PARAMETER_ENV` with the JSON string. In the following example, the `.gitlab-ci.yml`, the `FUZZAPI_EXCLUDE_PARAMETER_ENV` variable is set to a JSON string:
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_EXCLUDE_PARAMETER_ENV: '{ "headers": [ "Upgrade-Insecure-Requests" ] }'
-```
-
-#### Using a file
-
-To provide the exclusion JSON document, set the variable `FUZZAPI_EXCLUDE_PARAMETER_FILE` with the JSON file path. The file path is relative to the job current working directory. In the following example `.gitlab-ci.yml` file, the `FUZZAPI_EXCLUDE_PARAMETER_FILE` variable is set to a JSON file path:
-
-```yaml
-stages:
-     - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_EXCLUDE_PARAMETER_FILE: api-fuzzing-exclude-parameters.json
-```
-
-The `api-fuzzing-exclude-parameters.json` is a JSON document that follows the structure of [exclude parameters document](#exclude-parameters-using-a-json-document).
-
-### Exclude URLs
-
-> - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/357195) in GitLab 14.10.
-
-As an alternative to excluding by paths, you can filter by any other component in the URL by using the `FUZZAPI_EXCLUDE_URLS` CI/CD variable. This variable can be set in your `.gitlab-ci.yml` file. The variable can store multiple values, separated by commas (`,`). Each value is a regular expression. Because each entry is a regular expression, an entry such as `.*` excludes all URLs because it is a regular expression that matches everything.
-
-In your job output you can check if any URLs matched any provided regular expression from `FUZZAPI_EXCLUDE_URLS`. Matching operations are listed in the **Excluded Operations** section. Operations listed in the **Excluded Operations** should not be listed in the **Tested Operations** section. For example the following portion of a job output:
-
-```plaintext
-2021-05-27 21:51:08 [INF] API Fuzzing: --[ Tested Operations ]-------------------------
-2021-05-27 21:51:08 [INF] API Fuzzing: 201 POST http://target:7777/api/users CREATED
-2021-05-27 21:51:08 [INF] API Fuzzing: ------------------------------------------------
-2021-05-27 21:51:08 [INF] API Fuzzing: --[ Excluded Operations ]-----------------------
-2021-05-27 21:51:08 [INF] API Fuzzing: GET http://target:7777/api/messages
-2021-05-27 21:51:08 [INF] API Fuzzing: POST http://target:7777/api/messages
-2021-05-27 21:51:08 [INF] API Fuzzing: ------------------------------------------------
-```
-
-NOTE:
-Each value in `FUZZAPI_EXCLUDE_URLS` is a regular expression. Characters such as `.` , `*` and `$` among many others have special meanings in [regular expressions](https://en.wikipedia.org/wiki/Regular_expression#Standards).
-
-#### Examples
-
-##### Excluding a URL and child resources
-
-The following example excludes the URL `http://target/api/auth` and its child resources.
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_TARGET_URL: http://target/
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_EXCLUDE_URLS: http://target/api/auth
-```
-
-##### Excluding two URLs and allow their child resources
-
-To exclude the URLs `http://target/api/buy` and `http://target/api/sell` but allowing to scan their child resources, for instance: `http://target/api/buy/toy` or `http://target/api/sell/chair`. You could use the value `http://target/api/buy/$,http://target/api/sell/$`. This value is using two regular expressions, each of them separated by a `,` character. Hence, it contains `http://target/api/buy$` and `http://target/api/sell$`. In each regular expression, the trailing `$` character points out where the matching URL should end.
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_TARGET_URL: http://target/
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_EXCLUDE_URLS: http://target/api/buy/$,http://target/api/sell/$
-```
-
-##### Excluding two URLs and their child resources
-
-To exclude the URLs: `http://target/api/buy` and `http://target/api/sell`, and their child resources. To provide multiple URLs we use the `,` character as follows:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_TARGET_URL: http://target/
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_EXCLUDE_URLS: http://target/api/buy,http://target/api/sell
-```
-
-##### Excluding URL using regular expressions
-
-To exclude exactly `https://target/api/v1/user/create` and `https://target/api/v2/user/create` or any other version (`v3`,`v4`, and more), we could use `https://target/api/v.*/user/create$`. In the previous regular expression:
-
-- `.` indicates any character.
-- `*` indicates zero or more times.
-- `$` indicates that the URL should end there.
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_TARGET_URL: http://target/
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_EXCLUDE_URLS: https://target/api/v.*/user/create$
-```
-
-### Header Fuzzing
-
-Header fuzzing is disabled by default due to the high number of false positives that occur with many
-technology stacks. When header fuzzing is enabled, you must specify a list of headers to include in
-fuzzing.
-
-Each profile in the default configuration file has an entry for `GeneralFuzzingCheck`. This check
-performs header fuzzing. Under the `Configuration` section, you must change the `HeaderFuzzing` and
-`Headers` settings to enable header fuzzing.
-
-This snippet shows the `Quick-10` profile's default configuration with header fuzzing disabled:
-
-```yaml
-- Name: Quick-10
-  DefaultProfile: Empty
-  Routes:
-  - Route: *Route0
-    Checks:
-    - Name: FormBodyFuzzingCheck
-      Configuration:
-        FuzzingCount: 10
-        UnicodeFuzzing: true
-    - Name: GeneralFuzzingCheck
-      Configuration:
-        FuzzingCount: 10
-        UnicodeFuzzing: true
-        HeaderFuzzing: false
-        Headers:
-    - Name: JsonFuzzingCheck
-      Configuration:
-        FuzzingCount: 10
-        UnicodeFuzzing: true
-    - Name: XmlFuzzingCheck
-      Configuration:
-        FuzzingCount: 10
-        UnicodeFuzzing: true
-```
-
-`HeaderFuzzing` is a boolean that turns header fuzzing on and off. The default setting is `false`
-for off. To turn header fuzzing on, change this setting to `true`:
-
-```yaml
-    - Name: GeneralFuzzingCheck
-      Configuration:
-        FuzzingCount: 10
-        UnicodeFuzzing: true
-        HeaderFuzzing: true
-        Headers:
-```
-
-`Headers` is a list of headers to fuzz. Only headers listed are fuzzed. To fuzz a header used by
-your APIs, add an entry for it using the syntax `- Name: HeaderName`. For example, to fuzz a
-custom header `X-Custom`, add `- Name: X-Custom`:
-
-```yaml
-    - Name: GeneralFuzzingCheck
-      Configuration:
-        FuzzingCount: 10
-        UnicodeFuzzing: true
-        HeaderFuzzing: true
-        Headers:
-          - Name: X-Custom
-```
-
-You now have a configuration to fuzz the header `X-Custom`. Use the same notation to list additional
-headers:
-
-```yaml
-    - Name: GeneralFuzzingCheck
-      Configuration:
-        FuzzingCount: 10
-        UnicodeFuzzing: true
-        HeaderFuzzing: true
-        Headers:
-          - Name: X-Custom
-          - Name: X-AnotherHeader
-```
-
-Repeat this configuration for each profile as needed.
-
-## Running your first scan
-
-When configured correctly, a CI/CD pipeline contains a `fuzz` stage and an `apifuzzer_fuzz` or
-`apifuzzer_fuzz_dnd` job. The job only fails when an invalid configuration is provided. During
-typical operation, the job always succeeds even if faults are identified during fuzz testing.
-
-Faults are displayed on the **Security** pipeline tab with the suite name. When testing against the
-repositories default branch, the fuzzing faults are also shown on the Security and Compliance's
-Vulnerability Report page.
-
-To prevent an excessive number of reported faults, the API fuzzing scanner limits the number of
-faults it reports.
-
-## Viewing fuzzing faults
-
-The API Fuzzing analyzer produces a JSON report that is collected and used
-[to populate the faults into GitLab vulnerability screens](#view-details-of-an-api-fuzzing-vulnerability).
-Fuzzing faults show up as vulnerabilities with a severity of Unknown.
-
-The faults that API fuzzing finds require manual investigation and aren't associated with a specific
-vulnerability type. They require investigation to determine if they are a security issue, and if
-they should be fixed. See [handling false positives](#handling-false-positives)
-for information about configuration changes you can make to limit the number of false positives
-reported.
-
-### View details of an API Fuzzing vulnerability
-
-> - Introduced in GitLab 13.7.
-
-Faults detected by API Fuzzing occur in the live web application, and require manual investigation
-to determine if they are vulnerabilities. Fuzzing faults are included as vulnerabilities with a
-severity of Unknown. To facilitate investigation of the fuzzing faults, detailed information is
-provided about the HTTP messages sent and received along with a description of the modifications
-made.
-
-Follow these steps to view details of a fuzzing fault:
-
-1. You can view faults in a project, or a merge request:
-
-   - In a project, go to the project's **Secure > Vulnerability report**
-     page. This page shows all vulnerabilities from the default branch only.
-   - In a merge request, go the merge request's **Security** section and select the **Expand**
-     button. API Fuzzing faults are available in a section labeled
-     **API Fuzzing detected N potential vulnerabilities**. Select the title to display the fault
-     details.
-
-1. Select the fault's title to display the fault's details. The table below describes these details.
-
-   | Field               | Description                                                                             |
-   |:--------------------|:----------------------------------------------------------------------------------------|
-   | Description         | Description of the fault including what was modified.                                   |
-   | Project             | Namespace and project in which the vulnerability was detected.                          |
-   | Method              | HTTP method used to detect the vulnerability.                                           |
-   | URL                 | URL at which the vulnerability was detected.                                            |
-   | Request             | The HTTP request that caused the fault.                                                 |
-   | Unmodified Response | Response from an unmodified request. This is what a typical working response looks like. |
-   | Actual Response     | Response received from fuzzed request.                                                  |
-   | Evidence            | How we determined a fault occurred.                                                     |
-   | Identifiers         | The fuzzing check used to find this fault.                                              |
-   | Severity            | Severity of the finding is always Unknown.                                              |
-   | Scanner Type        | Scanner used to perform testing.                                                        |
-
-### Security Dashboard
-
-Fuzzing faults show up as vulnerabilities with a severity of Unknown. The Security Dashboard is a
-good place to get an overview of all the security vulnerabilities in your groups, projects and
-pipelines. For more information, see the [Security Dashboard documentation](../security_dashboard/index.md).
-
-### Interacting with the vulnerabilities
-
-Fuzzing faults show up as vulnerabilities with a severity of Unknown.
-Once a fault is found, you can interact with it. Read more on how to
-[address the vulnerabilities](../vulnerabilities/index.md).
-
-## Handling False Positives
-
-False positives can be handled in two ways:
-
-- Turn off the Check producing the false positive. This prevents the check from generating any
-  faults. Example checks are the JSON Fuzzing Check, and Form Body Fuzzing Check.
-- Fuzzing checks have several methods of detecting when a fault is identified, called _Asserts_.
-  Asserts can also be turned off and configured. For example, the API fuzzer by default uses HTTP
-  status codes to help identify when something is a real issue. If an API returns a 500 error during
-  testing, this creates a fault. This isn't always desired, as some frameworks return 500 errors
-  often.
-
-### Turn off a Check
-
-Checks perform testing of a specific type and can be turned on and off for specific configuration
-profiles. The default configuration file defines several profiles that you
-can use. The profile definition in the configuration file lists all the checks that are active
-during a scan. To turn off a specific check, remove it from the profile definition in the
-configuration file. The profiles are defined in the `Profiles` section of the configuration file.
-
-Example profile definition:
-
-```yaml
-Profiles:
-  - Name: Quick-10
-    DefaultProfile: Quick
-    Routes:
-      - Route: *Route0
-        Checks:
-          - Name: FormBodyFuzzingCheck
-            Configuration:
-              FuzzingCount: 10
-              UnicodeFuzzing: true
-          - Name: GeneralFuzzingCheck
-            Configuration:
-              FuzzingCount: 10
-              UnicodeFuzzing: true
-          - Name: JsonFuzzingCheck
-            Configuration:
-              FuzzingCount: 10
-              UnicodeFuzzing: true
-          - Name: XmlFuzzingCheck
-            Configuration:
-              FuzzingCount: 10
-              UnicodeFuzzing: true
-```
-
-To turn off the General Fuzzing Check you can remove these lines:
-
-```yaml
-- Name: GeneralFuzzingCheck
-  Configuration:
-    FuzzingCount: 10
-    UnicodeFuzzing: true
-```
-
-This results in the following YAML:
-
-```yaml
-- Name: Quick-10
-  DefaultProfile: Quick
-  Routes:
-    - Route: *Route0
-      Checks:
-        - Name: FormBodyFuzzingCheck
-          Configuration:
-            FuzzingCount: 10
-            UnicodeFuzzing: true
-        - Name: JsonFuzzingCheck
-          Configuration:
-            FuzzingCount: 10
-            UnicodeFuzzing: true
-        - Name: XmlFuzzingCheck
-          Configuration:
-            FuzzingCount: 10
-            UnicodeFuzzing: true
-```
-
-### Turn off an Assertion for a Check
-
-Assertions detect faults in tests produced by checks. Many checks support multiple Assertions such
-as Log Analysis, Response Analysis, and Status Code. When a fault is found, the Assertion used is
-provided. To identify which Assertions are on by default, see the Checks default configuration in
-the configuration file. The section is called `Checks`.
-
-This example shows the FormBody Fuzzing Check:
-
-```yaml
-Checks:
-  - Name: FormBodyFuzzingCheck
-    Configuration:
-      FuzzingCount: 30
-      UnicodeFuzzing: true
-    Assertions:
-      - Name: LogAnalysisAssertion
-      - Name: ResponseAnalysisAssertion
-      - Name: StatusCodeAssertion
-```
-
-Here you can see three Assertions are on by default. A common source of false positives is
-`StatusCodeAssertion`. To turn it off, modify its configuration in the `Profiles` section. This
-example provides only the other two Assertions (`LogAnalysisAssertion`,
-`ResponseAnalysisAssertion`). This prevents `FormBodyFuzzingCheck` from using `StatusCodeAssertion`:
-
-```yaml
-Profiles:
-  - Name: Quick-10
-    DefaultProfile: Quick
-    Routes:
-      - Route: *Route0
-        Checks:
-          - Name: FormBodyFuzzingCheck
-            Configuration:
-              FuzzingCount: 10
-              UnicodeFuzzing: true
-            Assertions:
-              - Name: LogAnalysisAssertion
-              - Name: ResponseAnalysisAssertion
-          - Name: GeneralFuzzingCheck
-            Configuration:
-              FuzzingCount: 10
-              UnicodeFuzzing: true
-          - Name: JsonFuzzingCheck
-            Configuration:
-              FuzzingCount: 10
-              UnicodeFuzzing: true
-          - Name: XmlInjectionCheck
-            Configuration:
-              FuzzingCount: 10
-              UnicodeFuzzing: true
-```
-
-## Running API fuzzing in an offline environment
-
-For self-managed GitLab instances in an environment with limited, restricted, or intermittent access to external resources through the internet, some adjustments are required for the Web API Fuzz testing job to successfully run.
-
-Steps:
-
-1. Host the Docker image in a local container registry.
-1. Set the `SECURE_ANALYZERS_PREFIX` to the local container registry.
-
-The Docker image for API Fuzzing must be pulled (downloaded) from the public registry and then pushed (imported) into a local registry. The GitLab container registry can be used to locally host the Docker image. This process can be performed using a special template. See [loading Docker images onto your offline host](../offline_deployments/index.md#loading-docker-images-onto-your-offline-host) for instructions.
-
-Once the Docker image is hosted locally, the `SECURE_ANALYZERS_PREFIX` variable is set with the location of the local registry. The variable must be set such that concatenating `/api-security:2` results in a valid image location.
-
-For example, the below line sets a registry for the image `registry.gitlab.com/security-products/api-security:2`:
-
-`SECURE_ANALYZERS_PREFIX: "registry.gitlab.com/security-products"`
-
-NOTE:
-Setting `SECURE_ANALYZERS_PREFIX` changes the Docker image registry location for all GitLab Secure templates.
-
-For more information, see [Offline environments](../offline_deployments/index.md).
-
-## Performance tuning and testing speed
-
-Security tools that perform API fuzz testing, such as API Fuzzing, perform testing by sending requests to an instance of your running application. The requests are mutated by our fuzzing engine to trigger unexpected behavior that might exist in your application. The speed of an API fuzzing test depends on the following:
-
-- How many requests per second can be sent to your application by our tooling
-- How fast your application responds to requests
-- How many requests must be sent to test the application
-  - How many operations your API is comprised of
-  - How many fields are in each operation (think JSON bodies, headers, query string, cookies, etc.)
-
-If API Fuzzing testing job still takes longer than expected after following the advice in this performance guide, reach out to support for further assistance.
-
-### Diagnosing performance issues
-
-The first step to resolving performance issues is to understand what is contributing to the slower-than-expected testing time. Some common issues we see are:
-
-- API Fuzzing is running on a slow or single-CPU GitLab Runner (GitLab Shared Runners are single-CPU)
-- The application deployed to a slow/single-CPU instance and is not able to keep up with the testing load
-- The application contains a slow operation that impacts the overall test speed (> 1/2 second)
-- The application contains an operation that returns a large amount of data (> 500K+)
-- The application contains a large number of operations (> 40)
-
-#### The application contains a slow operation that impacts the overall test speed (> 1/2 second)
-
-The API Fuzzing job output contains helpful information about how fast we are testing, how fast each operation being tested responds, and summary information. Let's take a look at some sample output to see how it can be used in tracking down performance issues:
-
-```shell
-API Fuzzing: Loaded 10 operations from: assets/har-large-response/large_responses.har
-API Fuzzing:
-API Fuzzing: Testing operation [1/10]: 'GET http://target:7777/api/large_response_json'.
-API Fuzzing:  - Parameters: (Headers: 4, Query: 0, Body: 0)
-API Fuzzing:  - Request body size: 0 Bytes (0 bytes)
-API Fuzzing:
-API Fuzzing: Finished testing operation 'GET http://target:7777/api/large_response_json'.
-API Fuzzing:  - Excluded Parameters: (Headers: 0, Query: 0, Body: 0)
-API Fuzzing:  - Performed 767 requests
-API Fuzzing:  - Average response body size: 130 MB
-API Fuzzing:  - Average call time: 2 seconds and 82.69 milliseconds (2.082693 seconds)
-API Fuzzing:  - Time to complete: 14 minutes, 8 seconds and 788.36 milliseconds (848.788358 seconds)
-```
-
-This job console output snippet starts by telling us how many operations were found (10), followed by notifications that testing has started on a specific operation and a summary of the operation has been completed. The summary is the most interesting part of this log output. In the summary, we can see that it took API Fuzzing 767 requests to fully test this operation and its related fields. We can also see that the average response time was 2 seconds and the time to complete was 14 minutes for this one operation.
-
-An average response time of 2 seconds is a good initial indicator that this specific operation takes a long time to test. Further, we can see that the response body size is quite large. The large body size is the culprit here, transferring that much data on each request is what takes the majority of that 2 seconds.
-
-For this issue, the team might decide to:
-
-- Use a multi-CPU runner. Using a multi-CPU runner allows API Fuzzing to parallelize the work being performed. This helps lower the test time, but getting the test down under 10 minutes might still be problematic without moving to a high CPU machine due to how long the operation takes to test.
-  - Trade off between how many CPUs and cost.
-- [Exclude this operation](#excluding-slow-operations) from the API Fuzzing test. While this is the simplest, it has the downside of a gap in security test coverage.
-- [Exclude the operation from feature branch API Fuzzing tests, but include it in the default branch test](#excluding-operations-in-feature-branches-but-not-default-branch).
-- [Split up the API Fuzzing testing into multiple jobs](#splitting-a-test-into-multiple-jobs).
-
-The likely solution is to use a combination of these solutions to reach an acceptable test time, assuming your team's requirements are in the 5-7 minute range.
-
-### Addressing performance issues
-
-The following sections document various options for addressing performance issues for API Fuzzing:
-
-- [Using a multi-CPU Runner](#using-a-multi-cpu-runner)
-- [Excluding slow operations](#excluding-slow-operations)
-- [Splitting a test into multiple jobs](#splitting-a-test-into-multiple-jobs)
-- [Excluding operations in feature branches, but not default branch](#excluding-operations-in-feature-branches-but-not-default-branch)
-
-#### Using a multi-CPU Runner
-
-One of the easiest performance boosts can be achieved using a multi-CPU runner with API Fuzzing. This table shows statistics collected during benchmarking of a Java Spring Boot REST API. In this benchmark, the target and API Fuzzing share a single runner instance.
-
-| CPU Count            | Request per Second |
-|----------------------|--------------------|
-| 1 CPU (Shared Runner)| 75  |
-| 4 CPU                | 255 |
-| 8 CPU                | 400 |
-
-As we can see from this table, increasing the CPU count of the runner can have a large impact on testing speed/performance.
-
-To use a multi-CPU typically requires deploying a self-managed GitLab Runner onto a multi-CPU machine or cloud compute instance.
-
-When multiple types of GitLab Runners are available for use, the various instances are commonly set up with tags that can be used in the job definition to select a type of runner.
-
-Here is an example job definition for API Fuzzing that adds a `tags` section with the tag `multi-cpu`. The job automatically extends the job definition included through the API Fuzzing template.
-
-```yaml
-apifuzzer_fuzz:
-  tags:
-  - multi-cpu
-```
-
-To verify that API Fuzzing can detect multiple CPUs in the runner, download the `gl-api-security-scanner.log` file from a completed job's artifacts. Search the file for the string `Starting work item processor` and inspect the reported max DOP (degree of parallelism). The max DOP should be greater than or equal to the number of CPUs assigned to the runner. The value is never lower than 2, even on single CPU runners, unless forced through a configuration variable. If the value reported is less than the number of CPUs assigned to the runner, then something is wrong with the runner deployment. If unable to identify the problem, open a ticket with support to assist.
-
-Example log entry:
-
-`17:00:01.084 [INF] <Peach.Web.Core.Services.WebRunnerMachine> Starting work item processor with 2 max DOP`
-
-#### Excluding slow operations
-
-In the case of one or two slow operations, the team might decide to skip testing the operations. Excluding the operation is done using the `FUZZAPI_EXCLUDE_PATHS` configuration [variable as explained in this section.](#exclude-paths)
-
-In this example, we have an operation that returns a large amount of data. The operation is `GET http://target:7777/api/large_response_json`. To exclude it we provide the `FUZZAPI_EXCLUDE_PATHS` configuration variable with the path portion of our operation URL `/api/large_response_json`.
-
-To verify the operation is excluded, run the API Fuzzing job and review the job console output. It includes a list of included and excluded operations at the end of the test.
-
-```yaml
-apifuzzer_fuzz:
-  variables:
-    FUZZAPI_EXCLUDE_PATHS: /api/large_response_json
-```
-
-Excluding operations from testing could allow some vulnerabilities to go undetected.
-{: .alert .alert-warning}
-
-#### Splitting a test into multiple jobs
-
-Splitting a test into multiple jobs is supported by API Fuzzing through the use of [`FUZZAPI_EXCLUDE_PATHS`](#exclude-paths) and [`FUZZAPI_EXCLUDE_URLS`](#exclude-urls). When splitting a test up, a good pattern is to disable the `apifuzzer_fuzz` job and replace it with two jobs with identifying names. In this example we have two jobs, each job is testing a version of the API, so our names reflect that. However, this technique can be applied to any situation, not just with versions of an API.
-
-The rules we are using in the `apifuzzer_v1` and `apifuzzer_v2` jobs are copied from the [API Fuzzing template](https://gitlab.com/gitlab-org/gitlab/blob/master/lib/gitlab/ci/templates/Security/DAST-API.gitlab-ci.yml).
-
-```yaml
-# Disable the main apifuzzer_fuzz job
-apifuzzer_fuzz:
-  rules:
-  - if: $CI_COMMIT_BRANCH
-    when: never
-
-apifuzzer_v1:
-  extends: apifuzzer_fuzz
-  variables:
-    FUZZAPI_EXCLUDE_PATHS: /api/v1/**
-  rules:
-    rules:
-    - if: $API_FUZZING_DISABLED == 'true' || $API_FUZZING_DISABLED == '1'
-      when: never
-    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH == 'true' &&
-            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
-      when: never
-    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH == '1' &&
-            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
-      when: never
-    - if: $CI_COMMIT_BRANCH &&
-          $CI_GITLAB_FIPS_MODE == "true"
-      variables:
-          FUZZAPI_IMAGE_SUFFIX: "-fips"
-    - if: $CI_COMMIT_BRANCH
-
-apifuzzer_v2:
-  variables:
-    FUZZAPI_EXCLUDE_PATHS: /api/v2/**
-  rules:
-    rules:
-    - if: $API_FUZZING_DISABLED == 'true' || $API_FUZZING_DISABLED == '1'
-      when: never
-    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH &&
-            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
-      when: never
-    - if: $CI_COMMIT_BRANCH &&
-          $CI_GITLAB_FIPS_MODE == "true"
-      variables:
-          FUZZAPI_IMAGE_SUFFIX: "-fips"
-    - if: $CI_COMMIT_BRANCH
-```
-
-#### Excluding operations in feature branches, but not default branch
-
-In the case of one or two slow operations, the team might decide to skip testing the operations, or exclude them from feature branch tests, but include them for default branch tests. Excluding the operation is done using the `FUZZAPI_EXCLUDE_PATHS` configuration [variable as explained in this section.](#exclude-paths)
-
-In this example, we have an operation that returns a large amount of data. The operation is `GET http://target:7777/api/large_response_json`. To exclude it we provide the `FUZZAPI_EXCLUDE_PATHS` configuration variable with the path portion of our operation URL `/api/large_response_json`. Our configuration disables the main `apifuzzer_fuzz` job and creates two new jobs `apifuzzer_main` and `apifuzzer_branch`. The `apifuzzer_branch` is set up to exclude the long operation and only run on non-default branches (for example, feature branches). The `apifuzzer_main` branch is set up to only execute on the default branch (`main` in this example). The `apifuzzer_branch` jobs run faster, allowing for quick development cycles, while the `apifuzzer_main` job which only runs on default branch builds, takes longer to run.
-
-To verify the operation is excluded, run the API Fuzzing job and review the job console output. It includes a list of included and excluded operations at the end of the test.
-
-```yaml
-# Disable the main job so we can create two jobs with
-# different names
-apifuzzer_fuzz:
-  rules:
-  - if: $CI_COMMIT_BRANCH
-    when: never
-
-# API Fuzzing for feature branch work, excludes /api/large_response_json
-apifuzzer_branch:
-  extends: apifuzzer_fuzz
-  variables:
-    FUZZAPI_EXCLUDE_PATHS: /api/large_response_json
-  rules:
-    rules:
-    - if: $API_FUZZING_DISABLED == 'true' || $API_FUZZING_DISABLED == '1'
-      when: never
-    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH &&
-            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
-      when: never
-    - if: $CI_COMMIT_BRANCH &&
-          $CI_GITLAB_FIPS_MODE == "true"
-      variables:
-          FUZZAPI_IMAGE_SUFFIX: "-fips"
-    - if: $CI_COMMIT_BRANCH == $CI_DEFAULT_BRANCH
-      when: never
-    - if: $CI_COMMIT_BRANCH
-
-# API Fuzzing for default branch (main in our case)
-# Includes the long running operations
-apifuzzer_main:
-  extends: apifuzzer_fuzz
-    rules:
-    - if: $API_FUZZING_DISABLED == 'true' || $API_FUZZING_DISABLED == '1'
-      when: never
-    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH &&
-            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
-      when: never
-    - if: $CI_COMMIT_BRANCH &&
-          $CI_GITLAB_FIPS_MODE == "true"
-      variables:
-          FUZZAPI_IMAGE_SUFFIX: "-fips"
-    - if: $CI_COMMIT_BRANCH == $CI_DEFAULT_BRANCH
-```
-
-## Troubleshooting
-
-### API Fuzzing job times out after N hours
-
-The top two reasons for the API Fuzzing job timing out are slow operations (> 1 second) and using a single-CPU runner for API Fuzzing (GitLab shared runners are single-CPU). Before you can diagnose the problem further, the job must complete so the output can be analyzed. We recommend to start with a multi-CPU runner first, then exclude portions of your API operations until the job completes and the output can be further reviewed.
-
-See the following documentation sections for assistance:
-
-- [Performance tuning and testing speed](#performance-tuning-and-testing-speed)
-- [Using a multi-CPU Runner](#using-a-multi-cpu-runner)
-- [Excluding operations by path](#exclude-paths)
-- [Excluding slow operations](#excluding-slow-operations)
-
-### API Fuzzing job takes too long to complete
-
-See [Performance Tuning and Testing Speed](#performance-tuning-and-testing-speed)
-
-### Error: `Error waiting for API Fuzzing 'http://127.0.0.1:5000' to become available`
-
-A bug exists in versions of the API Fuzzing analyzer prior to v1.6.196 that can cause a background process to fail under certain conditions. The solution is to update to a newer version of the API Fuzzing analyzer.
-
-The version information can be found in the job details for the `apifuzzer_fuzz` job.
-
-If the issue is occurring with versions v1.6.196 or greater, contact Support and provide the following information:
-
-1. Reference this troubleshooting section and ask for the issue to be escalated to the Dynamic Analysis Team.
-1. The full console output of the job.
-1. The `gl-api-security-scanner.log` file available as a job artifact. In the right-hand panel of the job details page, select the **Browse** button.
-1. The `apifuzzer_fuzz` job definition from your `.gitlab-ci.yml` file.
-
-**Error message**
-
-- In [GitLab 15.6 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/376078), `Error waiting for API Fuzzing 'http://127.0.0.1:5000' to become available`
-- In GitLab 15.5 and earlier, `Error waiting for API Security 'http://127.0.0.1:5000' to become available`.
-
-### `Failed to start session with scanner. Please retry, and if the problem persists reach out to support.`
-
-The API Fuzzing engine outputs an error message when it cannot establish a connection with the scanner application component. The error message is shown in the job output window of the `apifuzzer_fuzz` job. A common cause for this issue is that the background component cannot use the selected port as it's already in use. This error can occur intermittently if timing plays a part (race condition). This issue occurs most often with Kubernetes environments when other services are mapped into the container causing port conflicts.
-
-Before proceeding with a solution, it is important to confirm that the error message was produced because the port was already taken. To confirm this was the cause:
-
-1. Go to the job console.
-
-1. Look for the artifact `gl-api-security-scanner.log`. You can either download all artifacts by selecting **Download** and then search for the file, or directly start searching by selecting **Browse**.
-
-1. Open the file `gl-api-security-scanner.log` in a text editor.
-
-1. If the error message was produced because the port was already taken, you should see in the file a message like the following:
-
-- In [GitLab 15.5 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/367734):
-
-  ```log
-  Failed to bind to address http://127.0.0.1:5500: address already in use.
-  ```
-
-- In GitLab 15.4 and earlier:
-
-  ```log
-  Failed to bind to address http://[::]:5000: address already in use.
-  ```
-
-The text `http://[::]:5000` in the previous message could be different in your case, for instance it could be `http://[::]:5500` or `http://127.0.0.1:5500`. As long as the remaining parts of the error message are the same, it is safe to assume the port was already taken.
-
-If you did not find evidence that the port was already taken, check other troubleshooting sections which also address the same error message shown in the job console output. If there are no more options, feel free to [get support or request an improvement](#get-support-or-request-an-improvement) through the proper channels.
-
-Once you have confirmed the issue was produced because the port was already taken. Then, [GitLab 15.5 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/367734) introduced the configuration variable `FUZZAPI_API_PORT`. This configuration variable allows setting a fixed port number for the scanner background component.
-
-**Solution**
-
-1. Ensure your `.gitlab-ci.yml` file defines the configuration variable `FUZZAPI_API_PORT`.
-1. Update the value of `FUZZAPI_API_PORT` to any available port number greater than 1024. We recommend checking that the new value is not in used by GitLab. See the full list of ports used by GitLab in [Package defaults](../../../administration/package_information/defaults.md#ports)
-
-### `Error, the OpenAPI document is not valid. Errors were found during validation of the document using the published OpenAPI schema`
-
-At the start of an API Fuzzing job the OpenAPI Specification is validated against the [published schema](https://github.com/OAI/OpenAPI-Specification/tree/master/schemas). This error is shown when the provided OpenAPI Specification has validation errors. Errors can be introduced when creating an OpenAPI Specification manually, and also when the schema is generated.
-
-For OpenAPI Specifications that are generated automatically validation errors are often the result of missing code annotations.
-
-**Error message**
-
-- In [GitLab 13.11 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/323939), `Error, the OpenAPI document is not valid. Errors were found during validation of the document using the published OpenAPI schema`
-  - `OpenAPI 2.0 schema validation error ...`
-  - `OpenAPI 3.0.x schema validation error ...`
-
-**Solution**
-
-**For generated OpenAPI Specifications**
-
-1. Identify the validation errors.
-    1. Use the [Swagger Editor](https://editor.swagger.io/) to identify validation problems in your specification. The visual nature of the Swagger Editor makes it easier to understand what needs to change.
-    1. Alternatively, you can check the log output and look for schema validation warnings. They are prefixed with messages such as `OpenAPI 2.0 schema validation error` or `OpenAPI 3.0.x schema validation error`. Each failed validation provides extra information about `location` and `description`. JSON Schema validation messages can be complex, and editors can help you validate schema documents.
-1. Review the documentation for the OpenAPI generation your framework/tech stack is using. Identify the changes needed to produce a correct OpenAPI document.
-1. After the validation issues are resolved, re-run your pipeline.
-
-**For manually created OpenAPI Specifications**
-
-1. Identify the validation errors.
-   1. The simplest solution is to use a visual tool to edit and validate the OpenAPI document. For example the [Swagger Editor](https://editor.swagger.io/) highlights schema errors and possible solutions.
-   1. Alternatively, you can check the log output and look for schema validation warnings. They are prefixed with messages such as `OpenAPI 2.0 schema validation error` or `OpenAPI 3.0.x schema validation error`. Each failed validation provides extra information about `location` and `description`. Correct each of the validation failures and then resubmit the OpenAPI doc. JSON Schema validation messages can be complex, and editors can help you validate schema documents.
-1. After the validation issues are resolved, re-run your pipeline.
-
-### `Failed to start scanner session (version header not found)`
-
-The API Fuzzing engine outputs an error message when it cannot establish a connection with the scanner application component. The error message is shown in the job output window of the `apifuzzer_fuzz` job. A common cause of this issue is changing the `FUZZAPI_API` variable from its default.
-
-**Error message**
-
-- In [GitLab 13.11 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/323939), `Failed to start scanner session (version header not found).`
-- In GitLab 13.10 and earlier, `API Security version header not found.  Are you sure that you are connecting to the API Security server?`.
-
-**Solution**
-
-- Remove the `FUZZAPI_API` variable from the `.gitlab-ci.yml` file. The value is inherited from the API Fuzzing CI/CD template. We recommend this method instead of manually setting a value.
-- If removing the variable is not possible, check to see if this value has changed in the latest version of the [API Fuzzing CI/CD template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml). If so, update the value in the `.gitlab-ci.yml` file.
-
-### `Application cannot determine the base URL for the target API`
-
-The API Fuzzing analyzer outputs an error message when it cannot determine the target API after inspecting the OpenAPI document. This error message is shown when the target API has not been set in the `.gitlab-ci.yml`file, it is not available in the `environment_url.txt` file, and it could not be computed using the OpenAPI document.
-
-There is an order of precedence in which the API Fuzzing analyzer tries to get the target API when checking the different sources. First, it tries to use the `FUZZAPI_TARGET_URL`. If the environment variable has not been set, then the API Fuzzing analyzer attempts to use the `environment_url.txt` file. If there is no file `environment_url.txt`, the API Fuzzing analyzer now uses the OpenAPI document contents and the URL provided in `FUZZAPI_OPENAPI` (if a URL is provided) to try to compute the target API.
-
-The best-suited solution depends on whether or not your target API changes for each deployment:
-
-- If the target API is the same for each deployment (a static environment), use the [static environment solution](#static-environment-solution).
-- If the target API changes for each deployment, use a [dynamic environment solution](#dynamic-environment-solutions).
-
-#### Static environment solution
-
-This solution is for pipelines in which the target API URL doesn't change (is static).
-
-**Add environmental variable**
-
-For environments where the target API remains the same, we recommend you specify the target URL by using the `FUZZAPI_TARGET_URL` environment variable. In your `.gitlab-ci.yml` file, add a variable `FUZZAPI_TARGET_URL`. The variable must be set to the base URL of API testing target. For example:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_OPENAPI: test-api-specification.json
-```
-
-#### Dynamic environment solutions
-
-In a dynamic environment your target API changes for each different deployment. In this case, there is more than one possible solution, we recommend to use the `environment_url.txt` file when dealing with dynamic environments.
-
-**Use environment_url.txt**
-
-To support dynamic environments in which the target API URL changes during each pipeline, API Fuzzing supports the use of an `environment_url.txt` file that contains the URL to use. This file is not checked into the repository, instead it's created during the pipeline by the job that deploys the test target and collected as an artifact that can be used by later jobs in the pipeline. The job that creates the `environment_url.txt` file must run before the API Fuzzing job.
-
-1. Modify the test target deployment job adding the base URL in an `environment_url.txt` file at the root of your project.
-1. Modify the test target deployment job collecting the `environment_url.txt` as an artifact.
-
-Example:
-
-```yaml
-deploy-test-target:
-  script:
-    # Perform deployment steps
-    # Create environment_url.txt (example)
-    - echo http://${CI_PROJECT_ID}-${CI_ENVIRONMENT_SLUG}.example.org > environment_url.txt
-
-  artifacts:
-    paths:
-      - environment_url.txt
-```
-
-### Use OpenAPI with an invalid schema
-
-There are cases where the document is autogenerated with an invalid schema or cannot be edited manually in a timely manner. In those scenarios, the API Fuzzing is able to perform a relaxed validation by setting the variable `FUZZAPI_OPENAPI_RELAXED_VALIDATION`. We recommend providing a fully compliant OpenAPI document to prevent unexpected behaviors.
-
-#### Edit a non-compliant OpenAPI file
-
-To detect and correct elements that don't comply with the OpenAPI specifications, we recommend using an editor. An editor commonly provides document validation, and suggestions to create a schema-compliant OpenAPI document. Suggested editors include:
-
-| Editor | OpenAPI 2.0 | OpenAPI 3.0.x | OpenAPI 3.1.x |
-| -- | -- | -- | -- |
-| [Swagger Editor](https://editor.swagger.io/) | **{check-circle}** YAML, JSON | **{check-circle}** YAML, JSON | **{dotted-circle}** YAML, JSON |
-| [Stoplight Studio](https://stoplight.io/studio) | **{check-circle}** YAML, JSON | **{check-circle}** YAML, JSON | **{check-circle}** YAML, JSON |
-
-If your OpenAPI document is generated manually, load your document in the editor and fix anything that is non-compliant. If your document is generated automatically, load it in your editor to identify the issues in the schema, then go to the application and perform the corrections based on the framework you are using.
-
-#### Enable OpenAPI relaxed validation
-
-Relaxed validation is meant for cases when the OpenAPI document cannot meet OpenAPI specifications, but it still has enough content to be consumed by different tools. A validation is performed but less strictly in regards to document schema.
-
-API Fuzzing can still try to consume an OpenAPI document that does not fully comply with OpenAPI specifications. To instruct API Fuzzing analyzer to perform a relaxed validation, set the variable `FUZZAPI_OPENAPI_RELAXED_VALIDATION` to any value, for example:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_PROFILE: Quick-10
-  FUZZAPI_TARGET_URL: http://test-deployment/
-  FUZZAPI_OPENAPI: test-api-specification.json
-  FUZZAPI_OPENAPI_RELAXED_VALIDATION: 'On'
-```
-
-### `No operation in the OpenAPI document is consuming any supported media type`
-
-API Fuzzing uses the specified media types in the OpenAPI document to generate requests. If no request can be created due to the lack of supported media types, then an error is thrown.
-
-**Error message**
-
-- In [GitLab 14.10 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/333304), `Error, no operation in the OpenApi document is consuming any supported media type. Check 'OpenAPI Specification' to check the supported media types.`
-
-**Solution**
-
-1. Review the supported media types in the [OpenAPI Specification](#openapi-specification) section.
-1. Edit your OpenAPI document, allowing at least a given operation to accept any of the supported media types. Alternatively, a supported media type could be set in the OpenAPI document level and get applied to all operations. This step may require changes in your application to ensure the supported media type is accepted by the application.
-
-### ``Error, error occurred trying to download `<URL>`: There was an error when retrieving content from Uri:' <URL>'. Error:The SSL connection could not be established, see inner exception.``
-
-API fuzzing is compatible with a broad range of TLS configurations, including outdated protocols and ciphers.
-Despite broad support, you might encounter connection errors. This error occurs because API fuzzing could not establish a secure connection with the server at the given URL.
-
-To resolve the issue:
-
-If the host in the error message supports non-TLS connections, change `https://` to `http://` in your configuration.
-For example, if an error occurs with the following configuration:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_TARGET_URL: https://test-deployment/
-  FUZZAPI_OPENAPI: https://specs/openapi.json
-```
-
-Change the prefix of `FUZZAPI_OPENAPI` from `https://` to `http://`:
-
-```yaml
-stages:
-  - fuzz
-
-include:
-  - template: API-Fuzzing.gitlab-ci.yml
-
-variables:
-  FUZZAPI_TARGET_URL: https://test-deployment/
-  FUZZAPI_OPENAPI: http://specs/openapi.json
-```
-
-If you cannot use a non-TLS connection to access the URL, contact the Support team for help.
-
-You can expedite the investigation with the [testssl.sh tool](https://testssl.sh/). From a machine with a bash shell and connectivity to the affected server:
-
-1. Download the latest release `zip` or `tar.gz` file and extract from <https://github.com/drwetter/testssl.sh/releases>.
-1. Run `./testssl.sh --log https://specs`.
-1. Attach the log file to your support ticket.
-
-### `ERROR: Job failed: failed to pull image`
-
-This error message occurs when pulling an image from a container registry that requires authentication to access (it is not public).
-
-In the job console output the error looks like:
-
-```log
-Running with gitlab-runner 15.6.0~beta.186.ga889181a (a889181a)
-  on blue-2.shared.runners-manager.gitlab.com/default XxUrkriX
-Resolving secrets
-00:00
-Preparing the "docker+machine" executor
-00:06
-Using Docker executor with image registry.gitlab.com/security-products/api-security:2 ...
-Starting service registry.example.com/my-target-app:latest ...
-Pulling docker image registry.example.com/my-target-app:latest ...
-WARNING: Failed to pull image with policy "always": Error response from daemon: Get https://registry.example.com/my-target-app/manifests/latest: unauthorized (manager.go:237:0s)
-ERROR: Job failed: failed to pull image "registry.example.com/my-target-app:latest" with specified policies [always]: Error response from daemon: Get https://registry.example.com/my-target-app/manifests/latest: unauthorized (manager.go:237:0s)
-```
-
-**Error message**
-
-- In GitLab 15.9 and earlier, `ERROR: Job failed: failed to pull image` followed by `Error response from daemon: Get IMAGE: unauthorized`.
-
-**Solution**
-
-Authentication credentials are provided using the methods outlined in the [Access an image from a private container registry](../../../ci/docker/using_docker_images.md#access-an-image-from-a-private-container-registry) documentation section. The method used is dictated by your container registry provider and its configuration. If your using a container registry provided by a third party, such as a cloud provider (Azure, Google Could (GCP), AWS and so on), check the providers documentation for information on how to authenticate to their container registries.
-
-The following example uses the [statically defined credentials](../../../ci/docker/using_docker_images.md#use-statically-defined-credentials) authentication method. In this example the container registry is `registry.example.com` and image is `my-target-app:latest`.
-
-1. Read how to [Determine your `DOCKER_AUTH_CONFIG` data](../../../ci/docker/using_docker_images.md#determine-your-docker_auth_config-data) to understand how to compute the variable value for `DOCKER_AUTH_CONFIG`. The configuration variable `DOCKER_AUTH_CONFIG` contains the Docker JSON configuration to provide the appropriate authentication information. For example, to access private container registry: `registry.example.com` with the credentials `aGVsbG8gd29ybGQK`, the Docker JSON looks like:
-
-    ```json
-    {
-        "auths": {
-            "registry.example.com": {
-                "auth": "aGVsbG8gd29ybGQK"
-            }
-        }
-    }
-    ```
-
-1. Add the `DOCKER_AUTH_CONFIG` as a CI/CD variable. Instead of adding the configuration variable directly in your `.gitlab-ci.yml` file you should create a project [CI/CD variable](../../../ci/variables/index.md#for-a-project).
-1. Rerun your job, and the statically-defined credentials are now used to sign in to the private container registry `registry.example.com`, and let you pull the image `my-target-app:latest`. If succeeded the job console shows an output like:
-
-   ```log
-   Running with gitlab-runner 15.6.0~beta.186.ga889181a (a889181a)
-     on blue-4.shared.runners-manager.gitlab.com/default J2nyww-s
-   Resolving secrets
-   00:00
-   Preparing the "docker+machine" executor
-   00:56
-   Using Docker executor with image registry.gitlab.com/security-products/api-security:2 ...
-   Starting service registry.example.com/my-target-app:latest ...
-   Authenticating with credentials from $DOCKER_AUTH_CONFIG
-   Pulling docker image registry.example.com/my-target-app:latest ...
-   Using docker image sha256:139c39668e5e4417f7d0eb0eeb74145ba862f4f3c24f7c6594ecb2f82dc4ad06 for registry.example.com/my-target-app:latest with digest registry.example.com/my-target-
-   app@sha256:2b69fc7c3627dbd0ebaa17674c264fcd2f2ba21ed9552a472acf8b065d39039c ...
-   Waiting for services to be up and running (timeout 30 seconds)...
-   ```
-
 ## Get support or request an improvement
 
 To get support for your particular problem use the [getting help channels](https://about.gitlab.com/get-help/).
diff --git a/doc/user/application_security/api_fuzzing/performance.md b/doc/user/application_security/api_fuzzing/performance.md
new file mode 100644
index 0000000000000000000000000000000000000000..a1bcf5b9a08cce691bc3a81f328dda3e1e5d105f
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/performance.md
@@ -0,0 +1,219 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://handbook.gitlab.com/handbook/product/ux/technical-writing/#assignments
+---
+
+# Performance tuning and testing speed
+
+Security tools that perform API fuzz testing, such as API Fuzzing, perform testing by sending requests to an instance of your running application. The requests are mutated by our fuzzing engine to trigger unexpected behavior that might exist in your application. The speed of an API fuzzing test depends on the following:
+
+- How many requests per second can be sent to your application by our tooling
+- How fast your application responds to requests
+- How many requests must be sent to test the application
+  - How many operations your API is comprised of
+  - How many fields are in each operation (think JSON bodies, headers, query string, cookies, etc.)
+
+If API Fuzzing testing job still takes longer than expected after following the advice in this performance guide, reach out to support for further assistance.
+
+## Diagnosing performance issues
+
+The first step to resolving performance issues is to understand what is contributing to the slower-than-expected testing time. Some common issues we see are:
+
+- API Fuzzing is running on a slow or single-CPU GitLab Runner (GitLab Shared Runners are single-CPU)
+- The application deployed to a slow/single-CPU instance and is not able to keep up with the testing load
+- The application contains a slow operation that impacts the overall test speed (> 1/2 second)
+- The application contains an operation that returns a large amount of data (> 500K+)
+- The application contains a large number of operations (> 40)
+
+### The application contains a slow operation that impacts the overall test speed (> 1/2 second)
+
+The API Fuzzing job output contains helpful information about how fast we are testing, how fast each operation being tested responds, and summary information. Let's take a look at some sample output to see how it can be used in tracking down performance issues:
+
+```shell
+API Fuzzing: Loaded 10 operations from: assets/har-large-response/large_responses.har
+API Fuzzing:
+API Fuzzing: Testing operation [1/10]: 'GET http://target:7777/api/large_response_json'.
+API Fuzzing:  - Parameters: (Headers: 4, Query: 0, Body: 0)
+API Fuzzing:  - Request body size: 0 Bytes (0 bytes)
+API Fuzzing:
+API Fuzzing: Finished testing operation 'GET http://target:7777/api/large_response_json'.
+API Fuzzing:  - Excluded Parameters: (Headers: 0, Query: 0, Body: 0)
+API Fuzzing:  - Performed 767 requests
+API Fuzzing:  - Average response body size: 130 MB
+API Fuzzing:  - Average call time: 2 seconds and 82.69 milliseconds (2.082693 seconds)
+API Fuzzing:  - Time to complete: 14 minutes, 8 seconds and 788.36 milliseconds (848.788358 seconds)
+```
+
+This job console output snippet starts by telling us how many operations were found (10), followed by notifications that testing has started on a specific operation and a summary of the operation has been completed. The summary is the most interesting part of this log output. In the summary, we can see that it took API Fuzzing 767 requests to fully test this operation and its related fields. We can also see that the average response time was 2 seconds and the time to complete was 14 minutes for this one operation.
+
+An average response time of 2 seconds is a good initial indicator that this specific operation takes a long time to test. Further, we can see that the response body size is quite large. The large body size is the culprit here, transferring that much data on each request is what takes the majority of that 2 seconds.
+
+For this issue, the team might decide to:
+
+- Use a multi-CPU runner. Using a multi-CPU runner allows API Fuzzing to parallelize the work being performed. This helps lower the test time, but getting the test down under 10 minutes might still be problematic without moving to a high CPU machine due to how long the operation takes to test.
+  - Trade off between how many CPUs and cost.
+- [Exclude this operation](#excluding-slow-operations) from the API Fuzzing test. While this is the simplest, it has the downside of a gap in security test coverage.
+- [Exclude the operation from feature branch API Fuzzing tests, but include it in the default branch test](#excluding-operations-in-feature-branches-but-not-default-branch).
+- [Split up the API Fuzzing testing into multiple jobs](#splitting-a-test-into-multiple-jobs).
+
+The likely solution is to use a combination of these solutions to reach an acceptable test time, assuming your team's requirements are in the 5-7 minute range.
+
+## Addressing performance issues
+
+The following sections document various options for addressing performance issues for API Fuzzing:
+
+- [Using a multi-CPU Runner](#using-a-multi-cpu-runner)
+- [Excluding slow operations](#excluding-slow-operations)
+- [Splitting a test into multiple jobs](#splitting-a-test-into-multiple-jobs)
+- [Excluding operations in feature branches, but not default branch](#excluding-operations-in-feature-branches-but-not-default-branch)
+
+### Using a multi-CPU Runner
+
+One of the easiest performance boosts can be achieved using a multi-CPU runner with API Fuzzing. This table shows statistics collected during benchmarking of a Java Spring Boot REST API. In this benchmark, the target and API Fuzzing share a single runner instance.
+
+| CPU Count            | Request per Second |
+|----------------------|--------------------|
+| 1 CPU (Shared Runner)| 75  |
+| 4 CPU                | 255 |
+| 8 CPU                | 400 |
+
+As we can see from this table, increasing the CPU count of the runner can have a large impact on testing speed/performance.
+
+To use a multi-CPU typically requires deploying a self-managed GitLab Runner onto a multi-CPU machine or cloud compute instance.
+
+When multiple types of GitLab Runners are available for use, the various instances are commonly set up with tags that can be used in the job definition to select a type of runner.
+
+Here is an example job definition for API Fuzzing that adds a `tags` section with the tag `multi-cpu`. The job automatically extends the job definition included through the API Fuzzing template.
+
+```yaml
+apifuzzer_fuzz:
+  tags:
+  - multi-cpu
+```
+
+To verify that API Fuzzing can detect multiple CPUs in the runner, download the `gl-api-security-scanner.log` file from a completed job's artifacts. Search the file for the string `Starting work item processor` and inspect the reported max DOP (degree of parallelism). The max DOP should be greater than or equal to the number of CPUs assigned to the runner. The value is never lower than 2, even on single CPU runners, unless forced through a configuration variable. If the value reported is less than the number of CPUs assigned to the runner, then something is wrong with the runner deployment. If unable to identify the problem, open a ticket with support to assist.
+
+Example log entry:
+
+`17:00:01.084 [INF] <Peach.Web.Core.Services.WebRunnerMachine> Starting work item processor with 2 max DOP`
+
+### Excluding slow operations
+
+In the case of one or two slow operations, the team might decide to skip testing the operations. Excluding the operation is done using the `FUZZAPI_EXCLUDE_PATHS` configuration [variable as explained in this section.](configuration/customizing_analyzer_settings.md#exclude-paths)
+
+In this example, we have an operation that returns a large amount of data. The operation is `GET http://target:7777/api/large_response_json`. To exclude it we provide the `FUZZAPI_EXCLUDE_PATHS` configuration variable with the path portion of our operation URL `/api/large_response_json`.
+
+To verify the operation is excluded, run the API Fuzzing job and review the job console output. It includes a list of included and excluded operations at the end of the test.
+
+```yaml
+apifuzzer_fuzz:
+  variables:
+    FUZZAPI_EXCLUDE_PATHS: /api/large_response_json
+```
+
+Excluding operations from testing could allow some vulnerabilities to go undetected.
+{: .alert .alert-warning}
+
+### Splitting a test into multiple jobs
+
+Splitting a test into multiple jobs is supported by API Fuzzing through the use of [`FUZZAPI_EXCLUDE_PATHS`](configuration/customizing_analyzer_settings.md#exclude-paths) and [`FUZZAPI_EXCLUDE_URLS`](configuration/customizing_analyzer_settings.md#exclude-urls). When splitting a test up, a good pattern is to disable the `apifuzzer_fuzz` job and replace it with two jobs with identifying names. In this example we have two jobs, each job is testing a version of the API, so our names reflect that. However, this technique can be applied to any situation, not just with versions of an API.
+
+The rules we are using in the `apifuzzer_v1` and `apifuzzer_v2` jobs are copied from the [API Fuzzing template](https://gitlab.com/gitlab-org/gitlab/blob/master/lib/gitlab/ci/templates/Security/DAST-API.gitlab-ci.yml).
+
+```yaml
+# Disable the main apifuzzer_fuzz job
+apifuzzer_fuzz:
+  rules:
+  - if: $CI_COMMIT_BRANCH
+    when: never
+
+apifuzzer_v1:
+  extends: apifuzzer_fuzz
+  variables:
+    FUZZAPI_EXCLUDE_PATHS: /api/v1/**
+  rules:
+    rules:
+    - if: $API_FUZZING_DISABLED == 'true' || $API_FUZZING_DISABLED == '1'
+      when: never
+    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH == 'true' &&
+            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
+      when: never
+    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH == '1' &&
+            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
+      when: never
+    - if: $CI_COMMIT_BRANCH &&
+          $CI_GITLAB_FIPS_MODE == "true"
+      variables:
+          FUZZAPI_IMAGE_SUFFIX: "-fips"
+    - if: $CI_COMMIT_BRANCH
+
+apifuzzer_v2:
+  variables:
+    FUZZAPI_EXCLUDE_PATHS: /api/v2/**
+  rules:
+    rules:
+    - if: $API_FUZZING_DISABLED == 'true' || $API_FUZZING_DISABLED == '1'
+      when: never
+    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH &&
+            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
+      when: never
+    - if: $CI_COMMIT_BRANCH &&
+          $CI_GITLAB_FIPS_MODE == "true"
+      variables:
+          FUZZAPI_IMAGE_SUFFIX: "-fips"
+    - if: $CI_COMMIT_BRANCH
+```
+
+### Excluding operations in feature branches, but not default branch
+
+In the case of one or two slow operations, the team might decide to skip testing the operations, or exclude them from feature branch tests, but include them for default branch tests. Excluding the operation is done using the `FUZZAPI_EXCLUDE_PATHS` configuration [variable as explained in this section.](configuration/customizing_analyzer_settings.md#exclude-paths)
+
+In this example, we have an operation that returns a large amount of data. The operation is `GET http://target:7777/api/large_response_json`. To exclude it we provide the `FUZZAPI_EXCLUDE_PATHS` configuration variable with the path portion of our operation URL `/api/large_response_json`. Our configuration disables the main `apifuzzer_fuzz` job and creates two new jobs `apifuzzer_main` and `apifuzzer_branch`. The `apifuzzer_branch` is set up to exclude the long operation and only run on non-default branches (for example, feature branches). The `apifuzzer_main` branch is set up to only execute on the default branch (`main` in this example). The `apifuzzer_branch` jobs run faster, allowing for quick development cycles, while the `apifuzzer_main` job which only runs on default branch builds, takes longer to run.
+
+To verify the operation is excluded, run the API Fuzzing job and review the job console output. It includes a list of included and excluded operations at the end of the test.
+
+```yaml
+# Disable the main job so we can create two jobs with
+# different names
+apifuzzer_fuzz:
+  rules:
+  - if: $CI_COMMIT_BRANCH
+    when: never
+
+# API Fuzzing for feature branch work, excludes /api/large_response_json
+apifuzzer_branch:
+  extends: apifuzzer_fuzz
+  variables:
+    FUZZAPI_EXCLUDE_PATHS: /api/large_response_json
+  rules:
+    rules:
+    - if: $API_FUZZING_DISABLED == 'true' || $API_FUZZING_DISABLED == '1'
+      when: never
+    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH &&
+            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
+      when: never
+    - if: $CI_COMMIT_BRANCH &&
+          $CI_GITLAB_FIPS_MODE == "true"
+      variables:
+          FUZZAPI_IMAGE_SUFFIX: "-fips"
+    - if: $CI_COMMIT_BRANCH == $CI_DEFAULT_BRANCH
+      when: never
+    - if: $CI_COMMIT_BRANCH
+
+# API Fuzzing for default branch (main in our case)
+# Includes the long running operations
+apifuzzer_main:
+  extends: apifuzzer_fuzz
+    rules:
+    - if: $API_FUZZING_DISABLED == 'true' || $API_FUZZING_DISABLED == '1'
+      when: never
+    - if: $API_FUZZING_DISABLED_FOR_DEFAULT_BRANCH &&
+            $CI_DEFAULT_BRANCH == $CI_COMMIT_REF_NAME
+      when: never
+    - if: $CI_COMMIT_BRANCH &&
+          $CI_GITLAB_FIPS_MODE == "true"
+      variables:
+          FUZZAPI_IMAGE_SUFFIX: "-fips"
+    - if: $CI_COMMIT_BRANCH == $CI_DEFAULT_BRANCH
+```
diff --git a/doc/user/application_security/api_fuzzing/troubleshooting.md b/doc/user/application_security/api_fuzzing/troubleshooting.md
new file mode 100644
index 0000000000000000000000000000000000000000..993ee089e92a95f212a29c776810d8414d28b175
--- /dev/null
+++ b/doc/user/application_security/api_fuzzing/troubleshooting.md
@@ -0,0 +1,329 @@
+---
+stage: Secure
+group: Dynamic Analysis
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://handbook.gitlab.com/handbook/product/ux/technical-writing/#assignments
+---
+
+# Troubleshooting
+
+## API Fuzzing job times out after N hours
+
+The top two reasons for the API Fuzzing job timing out are slow operations (> 1 second) and using a single-CPU runner for API Fuzzing (GitLab shared runners are single-CPU). Before you can diagnose the problem further, the job must complete so the output can be analyzed. We recommend to start with a multi-CPU runner first, then exclude portions of your API operations until the job completes and the output can be further reviewed.
+
+See the following documentation sections for assistance:
+
+- [Performance tuning and testing speed](performance.md)
+- [Using a multi-CPU Runner](performance.md#using-a-multi-cpu-runner)
+- [Excluding operations by path](configuration/customizing_analyzer_settings.md#exclude-paths)
+- [Excluding slow operations](performance.md#excluding-slow-operations)
+
+## API Fuzzing job takes too long to complete
+
+See [Performance Tuning and Testing Speed](performance.md)
+
+## Error: `Error waiting for API Fuzzing 'http://127.0.0.1:5000' to become available`
+
+A bug exists in versions of the API Fuzzing analyzer prior to v1.6.196 that can cause a background process to fail under certain conditions. The solution is to update to a newer version of the API Fuzzing analyzer.
+
+The version information can be found in the job details for the `apifuzzer_fuzz` job.
+
+If the issue is occurring with versions v1.6.196 or greater, contact Support and provide the following information:
+
+1. Reference this troubleshooting section and ask for the issue to be escalated to the Dynamic Analysis Team.
+1. The full console output of the job.
+1. The `gl-api-security-scanner.log` file available as a job artifact. In the right-hand panel of the job details page, select the **Browse** button.
+1. The `apifuzzer_fuzz` job definition from your `.gitlab-ci.yml` file.
+
+**Error message**
+
+- In [GitLab 15.6 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/376078), `Error waiting for API Fuzzing 'http://127.0.0.1:5000' to become available`
+- In GitLab 15.5 and earlier, `Error waiting for API Security 'http://127.0.0.1:5000' to become available`.
+
+### `Failed to start session with scanner. Please retry, and if the problem persists reach out to support.`
+
+The API Fuzzing engine outputs an error message when it cannot establish a connection with the scanner application component. The error message is shown in the job output window of the `apifuzzer_fuzz` job. A common cause for this issue is that the background component cannot use the selected port as it's already in use. This error can occur intermittently if timing plays a part (race condition). This issue occurs most often with Kubernetes environments when other services are mapped into the container causing port conflicts.
+
+Before proceeding with a solution, it is important to confirm that the error message was produced because the port was already taken. To confirm this was the cause:
+
+1. Go to the job console.
+
+1. Look for the artifact `gl-api-security-scanner.log`. You can either download all artifacts by selecting **Download** and then search for the file, or directly start searching by selecting **Browse**.
+
+1. Open the file `gl-api-security-scanner.log` in a text editor.
+
+1. If the error message was produced because the port was already taken, you should see in the file a message like the following:
+
+- In [GitLab 15.5 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/367734):
+
+  ```log
+  Failed to bind to address http://127.0.0.1:5500: address already in use.
+  ```
+
+- In GitLab 15.4 and earlier:
+
+  ```log
+  Failed to bind to address http://[::]:5000: address already in use.
+  ```
+
+The text `http://[::]:5000` in the previous message could be different in your case, for instance it could be `http://[::]:5500` or `http://127.0.0.1:5500`. As long as the remaining parts of the error message are the same, it is safe to assume the port was already taken.
+
+If you did not find evidence that the port was already taken, check other troubleshooting sections which also address the same error message shown in the job console output. If there are no more options, feel free to [get support or request an improvement](index.md#get-support-or-request-an-improvement) through the proper channels.
+
+Once you have confirmed the issue was produced because the port was already taken. Then, [GitLab 15.5 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/367734) introduced the configuration variable `FUZZAPI_API_PORT`. This configuration variable allows setting a fixed port number for the scanner background component.
+
+**Solution**
+
+1. Ensure your `.gitlab-ci.yml` file defines the configuration variable `FUZZAPI_API_PORT`.
+1. Update the value of `FUZZAPI_API_PORT` to any available port number greater than 1024. We recommend checking that the new value is not in used by GitLab. See the full list of ports used by GitLab in [Package defaults](../../../administration/package_information/defaults.md#ports)
+
+## `Error, the OpenAPI document is not valid. Errors were found during validation of the document using the published OpenAPI schema`
+
+At the start of an API Fuzzing job the OpenAPI Specification is validated against the [published schema](https://github.com/OAI/OpenAPI-Specification/tree/master/schemas). This error is shown when the provided OpenAPI Specification has validation errors. Errors can be introduced when creating an OpenAPI Specification manually, and also when the schema is generated.
+
+For OpenAPI Specifications that are generated automatically validation errors are often the result of missing code annotations.
+
+**Error message**
+
+- In [GitLab 13.11 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/323939), `Error, the OpenAPI document is not valid. Errors were found during validation of the document using the published OpenAPI schema`
+  - `OpenAPI 2.0 schema validation error ...`
+  - `OpenAPI 3.0.x schema validation error ...`
+
+**Solution**
+
+**For generated OpenAPI Specifications**
+
+1. Identify the validation errors.
+    1. Use the [Swagger Editor](https://editor.swagger.io/) to identify validation problems in your specification. The visual nature of the Swagger Editor makes it easier to understand what needs to change.
+    1. Alternatively, you can check the log output and look for schema validation warnings. They are prefixed with messages such as `OpenAPI 2.0 schema validation error` or `OpenAPI 3.0.x schema validation error`. Each failed validation provides extra information about `location` and `description`. JSON Schema validation messages can be complex, and editors can help you validate schema documents.
+1. Review the documentation for the OpenAPI generation your framework/tech stack is using. Identify the changes needed to produce a correct OpenAPI document.
+1. After the validation issues are resolved, re-run your pipeline.
+
+**For manually created OpenAPI Specifications**
+
+1. Identify the validation errors.
+   1. The simplest solution is to use a visual tool to edit and validate the OpenAPI document. For example the [Swagger Editor](https://editor.swagger.io/) highlights schema errors and possible solutions.
+   1. Alternatively, you can check the log output and look for schema validation warnings. They are prefixed with messages such as `OpenAPI 2.0 schema validation error` or `OpenAPI 3.0.x schema validation error`. Each failed validation provides extra information about `location` and `description`. Correct each of the validation failures and then resubmit the OpenAPI doc. JSON Schema validation messages can be complex, and editors can help you validate schema documents.
+1. After the validation issues are resolved, re-run your pipeline.
+
+## `Failed to start scanner session (version header not found)`
+
+The API Fuzzing engine outputs an error message when it cannot establish a connection with the scanner application component. The error message is shown in the job output window of the `apifuzzer_fuzz` job. A common cause of this issue is changing the `FUZZAPI_API` variable from its default.
+
+**Error message**
+
+- In [GitLab 13.11 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/323939), `Failed to start scanner session (version header not found).`
+- In GitLab 13.10 and earlier, `API Security version header not found.  Are you sure that you are connecting to the API Security server?`.
+
+**Solution**
+
+- Remove the `FUZZAPI_API` variable from the `.gitlab-ci.yml` file. The value is inherited from the API Fuzzing CI/CD template. We recommend this method instead of manually setting a value.
+- If removing the variable is not possible, check to see if this value has changed in the latest version of the [API Fuzzing CI/CD template](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/ci/templates/Security/API-Fuzzing.gitlab-ci.yml). If so, update the value in the `.gitlab-ci.yml` file.
+
+## `Application cannot determine the base URL for the target API`
+
+The API Fuzzing analyzer outputs an error message when it cannot determine the target API after inspecting the OpenAPI document. This error message is shown when the target API has not been set in the `.gitlab-ci.yml`file, it is not available in the `environment_url.txt` file, and it could not be computed using the OpenAPI document.
+
+There is an order of precedence in which the API Fuzzing analyzer tries to get the target API when checking the different sources. First, it tries to use the `FUZZAPI_TARGET_URL`. If the environment variable has not been set, then the API Fuzzing analyzer attempts to use the `environment_url.txt` file. If there is no file `environment_url.txt`, the API Fuzzing analyzer now uses the OpenAPI document contents and the URL provided in `FUZZAPI_OPENAPI` (if a URL is provided) to try to compute the target API.
+
+The best-suited solution depends on whether or not your target API changes for each deployment:
+
+- If the target API is the same for each deployment (a static environment), use the [static environment solution](#static-environment-solution).
+- If the target API changes for each deployment, use a [dynamic environment solution](#dynamic-environment-solutions).
+
+### Static environment solution
+
+This solution is for pipelines in which the target API URL doesn't change (is static).
+
+**Add environmental variable**
+
+For environments where the target API remains the same, we recommend you specify the target URL by using the `FUZZAPI_TARGET_URL` environment variable. In your `.gitlab-ci.yml` file, add a variable `FUZZAPI_TARGET_URL`. The variable must be set to the base URL of API testing target. For example:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_OPENAPI: test-api-specification.json
+```
+
+### Dynamic environment solutions
+
+In a dynamic environment your target API changes for each different deployment. In this case, there is more than one possible solution, we recommend to use the `environment_url.txt` file when dealing with dynamic environments.
+
+**Use environment_url.txt**
+
+To support dynamic environments in which the target API URL changes during each pipeline, API Fuzzing supports the use of an `environment_url.txt` file that contains the URL to use. This file is not checked into the repository, instead it's created during the pipeline by the job that deploys the test target and collected as an artifact that can be used by later jobs in the pipeline. The job that creates the `environment_url.txt` file must run before the API Fuzzing job.
+
+1. Modify the test target deployment job adding the base URL in an `environment_url.txt` file at the root of your project.
+1. Modify the test target deployment job collecting the `environment_url.txt` as an artifact.
+
+Example:
+
+```yaml
+deploy-test-target:
+  script:
+    # Perform deployment steps
+    # Create environment_url.txt (example)
+    - echo http://${CI_PROJECT_ID}-${CI_ENVIRONMENT_SLUG}.example.org > environment_url.txt
+
+  artifacts:
+    paths:
+      - environment_url.txt
+```
+
+## Use OpenAPI with an invalid schema
+
+There are cases where the document is autogenerated with an invalid schema or cannot be edited manually in a timely manner. In those scenarios, the API Fuzzing is able to perform a relaxed validation by setting the variable `FUZZAPI_OPENAPI_RELAXED_VALIDATION`. We recommend providing a fully compliant OpenAPI document to prevent unexpected behaviors.
+
+### Edit a non-compliant OpenAPI file
+
+To detect and correct elements that don't comply with the OpenAPI specifications, we recommend using an editor. An editor commonly provides document validation, and suggestions to create a schema-compliant OpenAPI document. Suggested editors include:
+
+| Editor | OpenAPI 2.0 | OpenAPI 3.0.x | OpenAPI 3.1.x |
+| -- | -- | -- | -- |
+| [Swagger Editor](https://editor.swagger.io/) | **{check-circle}** YAML, JSON | **{check-circle}** YAML, JSON | **{dotted-circle}** YAML, JSON |
+| [Stoplight Studio](https://stoplight.io/studio) | **{check-circle}** YAML, JSON | **{check-circle}** YAML, JSON | **{check-circle}** YAML, JSON |
+
+If your OpenAPI document is generated manually, load your document in the editor and fix anything that is non-compliant. If your document is generated automatically, load it in your editor to identify the issues in the schema, then go to the application and perform the corrections based on the framework you are using.
+
+### Enable OpenAPI relaxed validation
+
+Relaxed validation is meant for cases when the OpenAPI document cannot meet OpenAPI specifications, but it still has enough content to be consumed by different tools. A validation is performed but less strictly in regards to document schema.
+
+API Fuzzing can still try to consume an OpenAPI document that does not fully comply with OpenAPI specifications. To instruct API Fuzzing analyzer to perform a relaxed validation, set the variable `FUZZAPI_OPENAPI_RELAXED_VALIDATION` to any value, for example:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_PROFILE: Quick-10
+  FUZZAPI_TARGET_URL: http://test-deployment/
+  FUZZAPI_OPENAPI: test-api-specification.json
+  FUZZAPI_OPENAPI_RELAXED_VALIDATION: 'On'
+```
+
+## `No operation in the OpenAPI document is consuming any supported media type`
+
+API Fuzzing uses the specified media types in the OpenAPI document to generate requests. If no request can be created due to the lack of supported media types, then an error is thrown.
+
+**Error message**
+
+- In [GitLab 14.10 and later](https://gitlab.com/gitlab-org/gitlab/-/issues/333304), `Error, no operation in the OpenApi document is consuming any supported media type. Check 'OpenAPI Specification' to check the supported media types.`
+
+**Solution**
+
+1. Review the supported media types in the [OpenAPI Specification](configuration/enabling_the_analyzer.md#openapi-specification) section.
+1. Edit your OpenAPI document, allowing at least a given operation to accept any of the supported media types. Alternatively, a supported media type could be set in the OpenAPI document level and get applied to all operations. This step may require changes in your application to ensure the supported media type is accepted by the application.
+
+## ``Error, error occurred trying to download `<URL>`: There was an error when retrieving content from Uri:' <URL>'. Error:The SSL connection could not be established, see inner exception.``
+
+API fuzzing is compatible with a broad range of TLS configurations, including outdated protocols and ciphers.
+Despite broad support, you might encounter connection errors. This error occurs because API fuzzing could not establish a secure connection with the server at the given URL.
+
+To resolve the issue:
+
+If the host in the error message supports non-TLS connections, change `https://` to `http://` in your configuration.
+For example, if an error occurs with the following configuration:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_TARGET_URL: https://test-deployment/
+  FUZZAPI_OPENAPI: https://specs/openapi.json
+```
+
+Change the prefix of `FUZZAPI_OPENAPI` from `https://` to `http://`:
+
+```yaml
+stages:
+  - fuzz
+
+include:
+  - template: API-Fuzzing.gitlab-ci.yml
+
+variables:
+  FUZZAPI_TARGET_URL: https://test-deployment/
+  FUZZAPI_OPENAPI: http://specs/openapi.json
+```
+
+If you cannot use a non-TLS connection to access the URL, contact the Support team for help.
+
+You can expedite the investigation with the [testssl.sh tool](https://testssl.sh/). From a machine with a bash shell and connectivity to the affected server:
+
+1. Download the latest release `zip` or `tar.gz` file and extract from <https://github.com/drwetter/testssl.sh/releases>.
+1. Run `./testssl.sh --log https://specs`.
+1. Attach the log file to your support ticket.
+
+## `ERROR: Job failed: failed to pull image`
+
+This error message occurs when pulling an image from a container registry that requires authentication to access (it is not public).
+
+In the job console output the error looks like:
+
+```log
+Running with gitlab-runner 15.6.0~beta.186.ga889181a (a889181a)
+  on blue-2.shared.runners-manager.gitlab.com/default XxUrkriX
+Resolving secrets
+00:00
+Preparing the "docker+machine" executor
+00:06
+Using Docker executor with image registry.gitlab.com/security-products/api-security:2 ...
+Starting service registry.example.com/my-target-app:latest ...
+Pulling docker image registry.example.com/my-target-app:latest ...
+WARNING: Failed to pull image with policy "always": Error response from daemon: Get https://registry.example.com/my-target-app/manifests/latest: unauthorized (manager.go:237:0s)
+ERROR: Job failed: failed to pull image "registry.example.com/my-target-app:latest" with specified policies [always]: Error response from daemon: Get https://registry.example.com/my-target-app/manifests/latest: unauthorized (manager.go:237:0s)
+```
+
+**Error message**
+
+- In GitLab 15.9 and earlier, `ERROR: Job failed: failed to pull image` followed by `Error response from daemon: Get IMAGE: unauthorized`.
+
+**Solution**
+
+Authentication credentials are provided using the methods outlined in the [Access an image from a private container registry](../../../ci/docker/using_docker_images.md#access-an-image-from-a-private-container-registry) documentation section. The method used is dictated by your container registry provider and its configuration. If your using a container registry provided by a third party, such as a cloud provider (Azure, Google Could (GCP), AWS and so on), check the providers documentation for information on how to authenticate to their container registries.
+
+The following example uses the [statically defined credentials](../../../ci/docker/using_docker_images.md#use-statically-defined-credentials) authentication method. In this example the container registry is `registry.example.com` and image is `my-target-app:latest`.
+
+1. Read how to [Determine your `DOCKER_AUTH_CONFIG` data](../../../ci/docker/using_docker_images.md#determine-your-docker_auth_config-data) to understand how to compute the variable value for `DOCKER_AUTH_CONFIG`. The configuration variable `DOCKER_AUTH_CONFIG` contains the Docker JSON configuration to provide the appropriate authentication information. For example, to access private container registry: `registry.example.com` with the credentials `abcdefghijklmn`, the Docker JSON looks like:
+
+    ```json
+    {
+        "auths": {
+            "registry.example.com": {
+                "auth": "abcdefghijklmn"
+            }
+        }
+    }
+    ```
+
+1. Add the `DOCKER_AUTH_CONFIG` as a CI/CD variable. Instead of adding the configuration variable directly in your `.gitlab-ci.yml` file you should create a project [CI/CD variable](../../../ci/variables/index.md#for-a-project).
+1. Rerun your job, and the statically-defined credentials are now used to sign in to the private container registry `registry.example.com`, and let you pull the image `my-target-app:latest`. If succeeded the job console shows an output like:
+
+   ```log
+   Running with gitlab-runner 15.6.0~beta.186.ga889181a (a889181a)
+     on blue-4.shared.runners-manager.gitlab.com/default J2nyww-s
+   Resolving secrets
+   00:00
+   Preparing the "docker+machine" executor
+   00:56
+   Using Docker executor with image registry.gitlab.com/security-products/api-security:2 ...
+   Starting service registry.example.com/my-target-app:latest ...
+   Authenticating with credentials from $DOCKER_AUTH_CONFIG
+   Pulling docker image registry.example.com/my-target-app:latest ...
+   Using docker image sha256:139c39668e5e4417f7d0eb0eeb74145ba862f4f3c24f7c6594ecb2f82dc4ad06 for registry.example.com/my-target-app:latest with digest registry.example.com/my-target-
+   app@sha256:2b69fc7c3627dbd0ebaa17674c264fcd2f2ba21ed9552a472acf8b065d39039c ...
+   Waiting for services to be up and running (timeout 30 seconds)...
+   ```
diff --git a/doc/user/application_security/configuration/index.md b/doc/user/application_security/configuration/index.md
index 987c41a334cb9b16ff64fe1174e3cddf912594f0..68818af4a36e2b45fc2927838978e5e6c9ba5347 100644
--- a/doc/user/application_security/configuration/index.md
+++ b/doc/user/application_security/configuration/index.md
@@ -68,7 +68,7 @@ You can configure the following security controls:
   - Select **Configure with a merge request** to create a merge request with the changes required to
     enable Secret Detection. For more details, read [Use an automatically configured merge request](../secret_detection/index.md#use-an-automatically-configured-merge-request).
 - [API Fuzzing](../api_fuzzing/index.md)
-  - Select **Enable API Fuzzing** to use API Fuzzing for the current project. For more details, read [API Fuzzing](../../../user/application_security/api_fuzzing/index.md#enable-web-api-fuzzing).
+  - Select **Enable API Fuzzing** to use API Fuzzing for the current project. For more details, read [API Fuzzing](../../../user/application_security/api_fuzzing/configuration/enabling_the_analyzer.md).
 - [Coverage Fuzzing](../coverage_fuzzing/index.md)
   - Can be configured with `.gitlab-ci.yml`. For more details, read [Coverage Fuzzing](../../../user/application_security/coverage_fuzzing/index.md#enable-coverage-guided-fuzz-testing).
 
diff --git a/doc/user/application_security/offline_deployments/index.md b/doc/user/application_security/offline_deployments/index.md
index 57c2ed418c423a3a341260e61018bff4a6f1abd9..f7c8ed5a22ab9326e725a22cbb229666ca602c18 100644
--- a/doc/user/application_security/offline_deployments/index.md
+++ b/doc/user/application_security/offline_deployments/index.md
@@ -95,7 +95,7 @@ above. You can find more information at each of the pages below:
 - [SAST offline directions](../sast/index.md#running-sast-in-an-offline-environment)
 - [Secret Detection offline directions](../secret_detection/index.md#running-secret-detection-in-an-offline-environment)
 - [DAST offline directions](../dast/run_dast_offline.md#run-dast-in-an-offline-environment)
-- [API Fuzzing offline directions](../api_fuzzing/index.md#running-api-fuzzing-in-an-offline-environment)
+- [API Fuzzing offline directions](../api_fuzzing/configuration/offline_configuration.md)
 - [License Scanning offline directions](../../compliance/license_scanning_of_cyclonedx_files/index.md#running-in-an-offline-environment)
 - [Dependency Scanning offline directions](../dependency_scanning/index.md#running-dependency-scanning-in-an-offline-environment)