diff --git a/doc/development/database/add_foreign_key_to_existing_column.md b/doc/development/database/add_foreign_key_to_existing_column.md
index 1827996b731ceb8de7bdaf3ff75d800e5e667ce9..8a8fe3c0a1ee028a1ef85d64a6e7286684f147ce 100644
--- a/doc/development/database/add_foreign_key_to_existing_column.md
+++ b/doc/development/database/add_foreign_key_to_existing_column.md
@@ -95,7 +95,7 @@ The approach here depends on the data volume and the cleanup strategy. If we can
 records by doing a database query and the record count is not high, then the data migration can
 be executed in a Rails migration.
 
-In case the data volume is higher (>1000 records), it's better to create a background migration. If unsure, please contact the database team for advice.
+In case the data volume is higher (>1000 records), it's better to create a background migration. If unsure, contact the database team for advice.
 
 Example for cleaning up records in the `emails` table in a database migration:
 
diff --git a/doc/development/database/avoiding_downtime_in_migrations.md b/doc/development/database/avoiding_downtime_in_migrations.md
index 7a3ae6bd9a03efdd04f05764bf56e140affc0224..6dd47220a56c5c6b63b36d411944bd3e9936ea23 100644
--- a/doc/development/database/avoiding_downtime_in_migrations.md
+++ b/doc/development/database/avoiding_downtime_in_migrations.md
@@ -199,7 +199,7 @@ class CleanupUsersUpdatedAtRename < Gitlab::Database::Migration[1.0]
 end
 ```
 
-If you're renaming a [large table](https://gitlab.com/gitlab-org/gitlab/-/blob/master/rubocop/rubocop-migrations.yml#L3), please carefully consider the state when the first migration has run but the second cleanup migration hasn't been run yet.
+If you're renaming a [large table](https://gitlab.com/gitlab-org/gitlab/-/blob/master/rubocop/rubocop-migrations.yml#L3), carefully consider the state when the first migration has run but the second cleanup migration hasn't been run yet.
 With [Canary](https://gitlab.com/gitlab-com/gl-infra/readiness/-/tree/master/library/canary/) it is possible that the system runs in this state for a significant amount of time.
 
 ## Changing Column Constraints
diff --git a/doc/development/database/background_migrations.md b/doc/development/database/background_migrations.md
index 8ad516d75da5cd62586a027ea9555a75aeccf9a7..9b596eb737975f1b1852d1b2ea1ddc33a99ea25a 100644
--- a/doc/development/database/background_migrations.md
+++ b/doc/development/database/background_migrations.md
@@ -8,7 +8,7 @@ info: To determine the technical writer assigned to the Stage/Group associated w
 
 WARNING:
 Background migrations are strongly discouraged in favor of the new [batched background migrations framework](batched_background_migrations.md).
-Please check that documentation and determine if that framework suits your needs and fall back
+Check that documentation and determine if that framework suits your needs and fall back
 to these only if required.
 
 Background migrations should be used to perform data migrations whenever a
diff --git a/doc/development/database/database_reviewer_guidelines.md b/doc/development/database/database_reviewer_guidelines.md
index 64a570ed43d9d592b7a3d3106254f1bde98f24d5..1bdbf69d4feecc0be1594b06881a322fe193d68a 100644
--- a/doc/development/database/database_reviewer_guidelines.md
+++ b/doc/development/database/database_reviewer_guidelines.md
@@ -63,7 +63,7 @@ The following guides provide a quick introduction and links to follow on more ad
 - Guide on [understanding EXPLAIN plans](understanding_explain_plans.md).
 - [Explaining the unexplainable series in `depesz`](https://www.depesz.com/tag/unexplainable/).
 
-We also have licensed access to The Art of PostgreSQL available, if you are interested in getting access please check out the
+We also have licensed access to The Art of PostgreSQL. If you are interested in getting access, check out the
 [issue (confidential)](https://gitlab.com/gitlab-org/database-team/team-tasks/-/issues/23).
 
 Finally, you can find various guides in the [Database guides](index.md) page that cover more specific
diff --git a/doc/development/database/not_null_constraints.md b/doc/development/database/not_null_constraints.md
index 3962307f80d72bf3a1a294a586a808e3a5664724..9b3d017b09fbaa5595daa921c6ff961b5d94e5b0 100644
--- a/doc/development/database/not_null_constraints.md
+++ b/doc/development/database/not_null_constraints.md
@@ -135,7 +135,7 @@ post-deployment migration or a background data migration:
 - If the data volume is less than `1000` records, then the data migration can be executed within the post-migration.
 - If the data volume is higher than `1000` records, it's advised to create a background migration.
 
-When unsure about which option to use, please contact the Database team for advice.
+When unsure about which option to use, contact the Database team for advice.
 
 Back to our example, the epics table is not considerably large nor frequently accessed,
 so we add a post-deployment migration for the 13.0 milestone (current),
@@ -206,6 +206,6 @@ In that rare case you need 3 releases end-to-end:
 1. Release `N.M+1` - Cleanup the background migration.
 1. Release `N.M+2` - Validate the `NOT NULL` constraint.
 
-For these cases, please consult the database team early in the update cycle. The `NOT NULL`
+For these cases, consult the database team early in the update cycle. The `NOT NULL`
 constraint may not be required or other options could exist that do not affect really large
 or frequently accessed tables.
diff --git a/doc/development/database/rename_database_tables.md b/doc/development/database/rename_database_tables.md
index 4a3b9df0c33e7b0f6dbfa49383774642b7b8eb64..d6827cb9e03ecf1835d450876abe0e8b1c0c7069 100644
--- a/doc/development/database/rename_database_tables.md
+++ b/doc/development/database/rename_database_tables.md
@@ -84,7 +84,7 @@ renamed manually in a separate migration, which can be also part of the release
 - Foreign key columns might still contain the old table name. For smaller tables, follow our
   [standard column rename process](avoiding_downtime_in_migrations.md#renaming-columns)
 - Avoid renaming database tables which are using with triggers.
-- Table modifications (add or remove columns) are not allowed during the rename process, please make sure that all changes to the table happen before the rename migration is started (or in the next release).
+- Table modifications (add or remove columns) are not allowed during the rename process. Make sure that all changes to the table happen before the rename migration is started (or in the next release).
 - As the index names might change, verify that the model does not use bulk insert
 (for example, `insert_all` and `upsert_all`) with the `unique_by: index_name` option.
 Renaming an index while using these methods may break functionality.
diff --git a/doc/development/database/strings_and_the_text_data_type.md b/doc/development/database/strings_and_the_text_data_type.md
index ee74e57ed32acb5ff53ae21b6181ccc1b27b2750..e2e1191018b6859c152c537af9c55de02a098318 100644
--- a/doc/development/database/strings_and_the_text_data_type.md
+++ b/doc/development/database/strings_and_the_text_data_type.md
@@ -189,7 +189,7 @@ migration or a background data migration:
 - If the data volume is less than `1,000` records, then the data migration can be executed within the post-migration.
 - If the data volume is higher than `1,000` records, it's advised to create a background migration.
 
-When unsure about which option to use, please contact the Database team for advice.
+When unsure about which option to use, contact the Database team for advice.
 
 Back to our example, the issues table is considerably large and frequently accessed, so we are going
 to add a background migration for the 13.0 milestone (current),