diff --git a/doc/administration/reference_architectures/index.md b/doc/administration/reference_architectures/index.md
index 81f07f304bc3a3807b33015b27a7c7889d3cf818..bd796600564c9b08f1c66694bb2aa2399f549a7d 100644
--- a/doc/administration/reference_architectures/index.md
+++ b/doc/administration/reference_architectures/index.md
@@ -212,12 +212,12 @@ Note the following about the testing process:
 
 | Reference<br/>Architecture<br/>Size | Bare-Metal | GCP | AWS | Azure |
 |-----------------------------|------------|-----|-----|-------|
-| 1k  | <i>Refer to GCP<sup>1</sup><i/> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/1k)<sup>1</sup> | - | - |
-| 2k  | <i>Refer to GCP<sup>1</sup><i/> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/2k)<sup>1</sup> | - | - |
-| 3k  | <i>Refer to GCP<sup>1</sup><i/> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/3k)<sup>1</sup> | - | - |
-| 5k  | <i>Refer to GCP<sup>1</sup><i/> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/5k)<sup>1</sup> | - | - |
-| 10k | <i>Refer to GCP<sup>1</sup><i/> | [Standard - Daily](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/10k)<sup>1</sup> <br/> [Standard (inc Cloud Services) - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k) <br/> [Cloud Native Hybrid - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k-Cloud-Native-Hybrid) | [Standard (inc Cloud Services) - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k) <br/> [Cloud Native Hybrid - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k-Cloud-Native-Hybrid) | [Standard - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k) |
-| 25k | <i>Refer to GCP<sup>1</sup><i/> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/25k)<sup>1</sup> | - | [Standard - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/25k) |
-| 50k | <i>Refer to GCP<sup>1</sup><i/> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/50k)<sup>1</sup> | [Standard (inc Cloud Services) - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/50k) | - |
+| 1k  | <i>Refer to GCP<sup>1</sup></i> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/1k)<sup>1</sup> | - | - |
+| 2k  | <i>Refer to GCP<sup>1</sup></i> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/2k)<sup>1</sup> | - | - |
+| 3k  | <i>Refer to GCP<sup>1</sup></i> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/3k)<sup>1</sup> | - | - |
+| 5k  | <i>Refer to GCP<sup>1</sup></i> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/5k)<sup>1</sup> | - | - |
+| 10k | <i>Refer to GCP<sup>1</sup></i> | [Standard - Daily](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/10k)<sup>1</sup> <br/> [Standard (inc Cloud Services) - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k) <br/> [Cloud Native Hybrid - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k-Cloud-Native-Hybrid) | [Standard (inc Cloud Services) - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k) <br/> [Cloud Native Hybrid - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k-Cloud-Native-Hybrid) | [Standard - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/10k) |
+| 25k | <i>Refer to GCP<sup>1</sup></i> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/25k)<sup>1</sup> | - | [Standard - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/25k) |
+| 50k | <i>Refer to GCP<sup>1</sup></i> | [Standard - Weekly](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Benchmarks/Latest/50k)<sup>1</sup> | [Standard (inc Cloud Services) - Ad-Hoc](https://gitlab.com/gitlab-org/quality/performance/-/wikis/Past-Results/50k) | - |
 
 1. The Standard Reference Architectures are designed to be platform agnostic, with everything being run on VMs via [Omnibus GitLab](https://docs.gitlab.com/omnibus/). While testing occurs primarily on GCP, ad-hoc testing has shown that they perform similarly on equivalently specced hardware on other Cloud Providers or if run on premises (bare-metal).
diff --git a/doc/user/application_security/api_fuzzing/index.md b/doc/user/application_security/api_fuzzing/index.md
index 15d913df2a2cba79930982965efa968fb80934b5..453e3c4dde55b13c6e41895bdf6752e7499e0825 100644
--- a/doc/user/application_security/api_fuzzing/index.md
+++ b/doc/user/application_security/api_fuzzing/index.md
@@ -1304,8 +1304,8 @@ To detect and correct elements that don't comply with the OpenAPI specifications
 
 | Editor | OpenAPI 2.0 | OpenAPI 3.0.x | OpenAPI 3.1.x |
 | -- | -- | -- | -- |
-| [Swagger Editor](https://editor.swagger.io/) | [X] YAML, JSON | [X] YAML, JSON | [ ] YAML, JSON |
-| [Stoplight Studio](https://stoplight.io/studio/) | [X] YAML, JSON | [X] YAML, JSON | [X] YAML, JSON |
+| [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.
 
diff --git a/doc/user/application_security/dast_api/index.md b/doc/user/application_security/dast_api/index.md
index f0ac4eddcfffcc983d4ebff65b49ea39fe043d29..f1eba5055898edc338f35b77f75857dea92ed456 100644
--- a/doc/user/application_security/dast_api/index.md
+++ b/doc/user/application_security/dast_api/index.md
@@ -1220,8 +1220,8 @@ To detect and correct elements that don't comply with the OpenAPI specifications
 
 | Editor | OpenAPI 2.0 | OpenAPI 3.0.x | OpenAPI 3.1.x |
 | -- | -- | -- | -- |
-| [Swagger Editor](https://editor.swagger.io/) | [X] YAML, JSON | [X] YAML, JSON | [ ] YAML, JSON |
-| [Stoplight Studio](https://stoplight.io/studio/) | [X] YAML, JSON | [X] YAML, JSON | [X] YAML, JSON |
+| [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.