diff --git a/.rubocop_todo/layout/space_in_lambda_literal.yml b/.rubocop_todo/layout/space_in_lambda_literal.yml
index 4a293577fc0..584464d26a4 100644
--- a/.rubocop_todo/layout/space_in_lambda_literal.yml
+++ b/.rubocop_todo/layout/space_in_lambda_literal.yml
@@ -2,17 +2,6 @@
 # Cop supports --autocorrect.
 Layout/SpaceInLambdaLiteral:
   Exclude:
-    - 'ee/app/serializers/blocking_merge_request_entity.rb'
-    - 'ee/app/serializers/clusters/environment_entity.rb'
-    - 'ee/app/serializers/dashboard_operations_project_entity.rb'
-    - 'ee/app/serializers/ee/blob_entity.rb'
-    - 'ee/app/serializers/ee/environment_entity.rb'
-    - 'ee/app/serializers/ee/evidences/release_entity.rb'
-    - 'ee/app/serializers/ee/issue_entity.rb'
-    - 'ee/app/serializers/ee/issue_sidebar_basic_entity.rb'
-    - 'ee/app/serializers/ee/issue_sidebar_extras_entity.rb'
-    - 'ee/app/serializers/ee/merge_request_poll_cached_widget_entity.rb'
-    - 'ee/app/serializers/ee/merge_request_widget_entity.rb'
     - 'ee/app/serializers/ee/note_entity.rb'
     - 'ee/app/serializers/epic_base_entity.rb'
     - 'ee/app/serializers/epic_entity.rb'
diff --git a/Gemfile b/Gemfile
index b4e5a5eadc4..602a4a9040a 100644
--- a/Gemfile
+++ b/Gemfile
@@ -208,7 +208,7 @@ gem 'elasticsearch-rails', '~> 7.2', require: 'elasticsearch/rails/instrumentati
 gem 'elasticsearch-api',   '7.13.3' # rubocop:todo Gemfile/MissingFeatureCategory
 gem 'aws-sdk-core', '~> 3.197.0' # rubocop:todo Gemfile/MissingFeatureCategory
 gem 'aws-sdk-cloudformation', '~> 1' # rubocop:todo Gemfile/MissingFeatureCategory
-gem 'aws-sdk-s3', '~> 1.151.0' # rubocop:todo Gemfile/MissingFeatureCategory
+gem 'aws-sdk-s3', '~> 1.152.0' # rubocop:todo Gemfile/MissingFeatureCategory
 gem 'faraday_middleware-aws-sigv4', '~>0.3.0' # rubocop:todo Gemfile/MissingFeatureCategory
 gem 'typhoeus', '~> 1.4.0' # Used with Elasticsearch to support http keep-alive connections # rubocop:todo Gemfile/MissingFeatureCategory
 
diff --git a/Gemfile.checksum b/Gemfile.checksum
index bb2783886e2..9524c854c7b 100644
--- a/Gemfile.checksum
+++ b/Gemfile.checksum
@@ -38,7 +38,7 @@
 {"name":"aws-sdk-cloudformation","version":"1.41.0","platform":"ruby","checksum":"31e47539719734413671edf9b1a31f8673fbf9688549f50c41affabbcb1c6b26"},
 {"name":"aws-sdk-core","version":"3.197.0","platform":"ruby","checksum":"34c44883d3cc91ada382f6ecab981a1b7ede9a1ec47cf8eb2eaa3ee46035db90"},
 {"name":"aws-sdk-kms","version":"1.76.0","platform":"ruby","checksum":"e7f75013cba9ba357144f66bbc600631c192e2cda9dd572794be239654e2cf49"},
-{"name":"aws-sdk-s3","version":"1.151.0","platform":"ruby","checksum":"9e40e64f3ea112b33fdbb0416b6b44247372b983f6a7a9c30fa9b5627a4f7008"},
+{"name":"aws-sdk-s3","version":"1.152.0","platform":"ruby","checksum":"f502f292b691ea45db0b4ac8f04ff54ed5625d647340f93c7e1b4a91ea08d720"},
 {"name":"aws-sigv4","version":"1.8.0","platform":"ruby","checksum":"84dd99768b91b93b63d1d8e53ee837cfd06ab402812772a7899a78f9f9117cbc"},
 {"name":"axe-core-api","version":"4.8.0","platform":"ruby","checksum":"88cf44fdbd5d501ae429f9ca6b37c4a46ba27ac673d478ab688eea3e353da62f"},
 {"name":"axe-core-rspec","version":"4.9.0","platform":"ruby","checksum":"e5f81fa55af0c421254c98476511c4511e193c5659996f184541f74a1359df3a"},
diff --git a/Gemfile.lock b/Gemfile.lock
index 286a38c808f..cdac2783d72 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -312,8 +312,8 @@ GEM
     aws-sdk-kms (1.76.0)
       aws-sdk-core (~> 3, >= 3.188.0)
       aws-sigv4 (~> 1.1)
-    aws-sdk-s3 (1.151.0)
-      aws-sdk-core (~> 3, >= 3.194.0)
+    aws-sdk-s3 (1.152.0)
+      aws-sdk-core (~> 3, >= 3.197.0)
       aws-sdk-kms (~> 1)
       aws-sigv4 (~> 1.8)
     aws-sigv4 (1.8.0)
@@ -1926,7 +1926,7 @@ DEPENDENCIES
   awesome_print
   aws-sdk-cloudformation (~> 1)
   aws-sdk-core (~> 3.197.0)
-  aws-sdk-s3 (~> 1.151.0)
+  aws-sdk-s3 (~> 1.152.0)
   axe-core-rspec (~> 4.9.0)
   babosa (~> 2.0)
   base32 (~> 0.3.0)
diff --git a/app/assets/javascripts/vue_shared/components/markdown/suggestions.vue b/app/assets/javascripts/vue_shared/components/markdown/suggestions.vue
index 532dec337e1..ded04bd24d4 100644
--- a/app/assets/javascripts/vue_shared/components/markdown/suggestions.vue
+++ b/app/assets/javascripts/vue_shared/components/markdown/suggestions.vue
@@ -177,7 +177,7 @@ export default {
 
 <template>
   <div>
-    <div class="flash-container js-suggestions-flash"></div>
+    <div class="flash-container js-suggestions-flash gl-white-space-pre-line"></div>
     <div
       v-show="isRendered"
       ref="container"
diff --git a/app/models/organizations/organization.rb b/app/models/organizations/organization.rb
index be8b97be6ca..90c172e3c04 100644
--- a/app/models/organizations/organization.rb
+++ b/app/models/organizations/organization.rb
@@ -15,6 +15,7 @@ module Organizations
     has_many :namespaces
     has_many :groups
     has_many :projects
+    has_many :snippets
 
     has_one :settings, class_name: "OrganizationSetting"
     has_one :organization_detail, inverse_of: :organization, autosave: true
diff --git a/app/models/snippet.rb b/app/models/snippet.rb
index 799303e0139..c8858a7e1e6 100644
--- a/app/models/snippet.rb
+++ b/app/models/snippet.rb
@@ -47,6 +47,7 @@ class Snippet < ApplicationRecord
 
   belongs_to :author, class_name: 'User'
   belongs_to :project
+  belongs_to :organization, class_name: 'Organizations::Organization'
   alias_method :resource_parent, :project
 
   has_many :notes, as: :noteable, dependent: :destroy # rubocop:disable Cop/ActiveRecordDependent
diff --git a/config/gitlab_loose_foreign_keys.yml b/config/gitlab_loose_foreign_keys.yml
index 44c8878a474..7b545f01800 100644
--- a/config/gitlab_loose_foreign_keys.yml
+++ b/config/gitlab_loose_foreign_keys.yml
@@ -389,6 +389,10 @@ security_scans:
   - table: p_ci_builds
     column: build_id
     on_delete: async_delete
+snippets:
+  - table: organizations
+    column: organization_id
+    on_delete: async_nullify
 terraform_state_versions:
   - table: ci_builds
     column: ci_build_id
diff --git a/db/migrate/20240606124806_add_organization_id_to_snippets.rb b/db/migrate/20240606124806_add_organization_id_to_snippets.rb
new file mode 100644
index 00000000000..e781036c95a
--- /dev/null
+++ b/db/migrate/20240606124806_add_organization_id_to_snippets.rb
@@ -0,0 +1,13 @@
+# frozen_string_literal: true
+
+class AddOrganizationIdToSnippets < Gitlab::Database::Migration[2.2]
+  DEFAULT_ORGANIZATION_ID = 1
+
+  milestone '17.2'
+
+  enable_lock_retries!
+
+  def change
+    add_column :snippets, :organization_id, :bigint, default: DEFAULT_ORGANIZATION_ID, null: true
+  end
+end
diff --git a/db/post_migrate/20240613214355_add_index_for_organization_id_on_snippets.rb b/db/post_migrate/20240613214355_add_index_for_organization_id_on_snippets.rb
new file mode 100644
index 00000000000..927f2b06d5c
--- /dev/null
+++ b/db/post_migrate/20240613214355_add_index_for_organization_id_on_snippets.rb
@@ -0,0 +1,18 @@
+# frozen_string_literal: true
+
+class AddIndexForOrganizationIdOnSnippets < Gitlab::Database::Migration[2.2]
+  milestone '17.2'
+
+  disable_ddl_transaction!
+
+  TABLE_NAME = :snippets
+  INDEX_NAME = 'index_snippets_on_organization_id'
+
+  def up
+    add_concurrent_index TABLE_NAME, :organization_id, name: INDEX_NAME
+  end
+
+  def down
+    remove_concurrent_index_by_name TABLE_NAME, INDEX_NAME
+  end
+end
diff --git a/db/schema_migrations/20240606124806 b/db/schema_migrations/20240606124806
new file mode 100644
index 00000000000..dc37ec0fc24
--- /dev/null
+++ b/db/schema_migrations/20240606124806
@@ -0,0 +1 @@
+73631774f68f3d4012b413d549458316c70e5828b83b387d77329249fa661514
\ No newline at end of file
diff --git a/db/schema_migrations/20240613214355 b/db/schema_migrations/20240613214355
new file mode 100644
index 00000000000..de48c74bd1b
--- /dev/null
+++ b/db/schema_migrations/20240613214355
@@ -0,0 +1 @@
+5eaea04d560ff1d1a5c604aba0f847edfc03cafb0b8b9103677e1061608109a8
\ No newline at end of file
diff --git a/db/structure.sql b/db/structure.sql
index f7a6a01befc..3121ad08a0c 100644
--- a/db/structure.sql
+++ b/db/structure.sql
@@ -17296,7 +17296,8 @@ CREATE TABLE snippets (
     secret boolean DEFAULT false NOT NULL,
     repository_read_only boolean DEFAULT false NOT NULL,
     imported smallint DEFAULT 0 NOT NULL,
-    imported_from smallint DEFAULT 0 NOT NULL
+    imported_from smallint DEFAULT 0 NOT NULL,
+    organization_id bigint DEFAULT 1
 );
 
 CREATE SEQUENCE snippets_id_seq
@@ -28618,6 +28619,8 @@ CREATE INDEX index_snippets_on_id_and_created_at ON snippets USING btree (id, cr
 
 CREATE INDEX index_snippets_on_id_and_type ON snippets USING btree (id, type);
 
+CREATE INDEX index_snippets_on_organization_id ON snippets USING btree (organization_id);
+
 CREATE INDEX index_snippets_on_project_id_and_title ON snippets USING btree (project_id, title);
 
 CREATE INDEX index_snippets_on_project_id_and_visibility_level ON snippets USING btree (project_id, visibility_level);
diff --git a/doc/api/rest/index.md b/doc/api/rest/index.md
index 8faee1ba28a..5cdb339b5ec 100644
--- a/doc/api/rest/index.md
+++ b/doc/api/rest/index.md
@@ -37,6 +37,13 @@ All deprecations and changes between versions are in the documentation.
 
 Only API version v4 is available.
 
+### Breaking change exemptions
+
+Elements labeled as [experimental or beta](../../policy/experiment-beta-support.md) in the [REST API resources](../api_resources.md) are exempt from the deprecation process.
+These parts can be removed or changed at any time without notice.
+
+Fields behind a feature flag and disabled by default do not follow the deprecation and removal process. These fields can be removed at any time without notice.
+
 ## How to use the API
 
 API requests must include both `api` and the API version. The API
diff --git a/doc/architecture/blueprints/duo_workflow/index.md b/doc/architecture/blueprints/duo_workflow/index.md
index 7b652ac9bb4..e73f63095c5 100644
--- a/doc/architecture/blueprints/duo_workflow/index.md
+++ b/doc/architecture/blueprints/duo_workflow/index.md
@@ -24,25 +24,24 @@ the AI Gateway.
 In order to address this the Duo Workflow functionality will be comprised of 2
 separate components:
 
-1. The Duo Workflow Service which is a Python based service we run in our
-   infrastructure. This is built on top of
+1. The Duo Workflow Service, which is a Python service we run in our
+   infrastructure. The Workflow Service is built on top of
    [LangGraph](https://github.com/langchain-ai/langgraph).
-1. The Duo Worklow Executor which is a Go binary that communicates via long
-   running gRPC connection to Duo Workflow Service and executes the arbtitrary
-   commands. It will be possible for users to run this locally or in CI
-   pipelines
+1. The Duo Worklow Executor, which is a Go binary that communicates via long
+   running gRPC connection to the Duo Workflow Service and executes the arbtitrary
+   commands. It will be possible for users to run this locally or in CI pipelines.
 
 In our first release we will support 2 execution modes:
 
 1. Local Executor: which will run commands and edit files locally in a
    sandboxed Docker container on the developer machine. They will be able to
    see the files being edited live and it will be interactive
-1. CI Executor: For all non-local usecases of Duo Workflow (e.g. issue/epic based workflows)
-   these will be triggered by the GitLab UI and will create a CI Pipeline to
-   run the Duo Workflow Executor
+1. CI Executor: All non-local use-cases of Duo Workflow (for example:
+   issue/epic based workflows) will be triggered by the GitLab UI and will
+   create a CI Pipeline to run the Duo Workflow Executor
 
 Our architecture will also support mixed deployments for self-managed such that
-some features of Duo Workflow will be available using a cloud hosted AI
+some features of Duo Workflow will be available using a cloud-hosted AI
 Gateway.
 
 ### Detailed plan
@@ -55,12 +54,16 @@ run in multiple runtimes:
    points in the GitLab application but there should be a central workflow UI
    with reusable components (e.g. Vue components) that could be embedded into
    our editor extensions
-1. The Duo Workflow Service. This will be a Python based service we deploy with
-   a gRPC API. The only interface to this will be the gRPC interface which is
-   called from the Duo Workflow Executor. Internally this will use LangGraph to
-   execute the workflows. It will not have any persisted state but the state of
+1. The Duo Workflow Service. This is a Python-based service we deploy with
+   a gRPC API. The only interface to this is the gRPC interface, which is
+   called from the Duo Workflow Executor. Internally, this will use LangGraph to
+   execute the workflows. For reasons why LangGraph was chosen, see [this work item](https://gitlab.com/gitlab-org/gitlab/-/work_items/457958).
+   The Workflow Service will not have any persisted state but the state of
    running workflows will be kept in memory and periodically checkpointed in
-   GitLab.
+   GitLab. The Workflow Service is built into the existing
+   [AI Gateway codebase](https://gitlab.com/gitlab-org/modelops/applied-ml/code-suggestions/ai-assist)
+   but will have its own deployment. This deployment will take advantage of
+Runway's [multiple deployments from one service repository](https://gitlab.com/gitlab-com/gl-infra/platform/runway/docs/-/blob/master/src/content/docs/guides/onboarding.md) feature.
 1. The Duo Workflow Executor. This will be written in Go for easy installation
    in development containers. This component will run in CI jobs or on a user's
    local workstation. In the local workstation it will run sandboxed in a
@@ -72,15 +75,15 @@ run in multiple runtimes:
 The following are important constraints of the architecture:
 
 1. All state management for workflows will be inside GitLab.
-1. Duo Workflow Service is expected to periodically checkpoint it's state in GitLab
+1. Duo Workflow Service is expected to periodically checkpoint its state in GitLab
 1. Duo Workflow Service in-memory state can be dropped/lost at any time so
    checkpointing will be the only guaranteed point that can be returned to
-1. If a local Duo Workflow Executor drops connection then the Duo Workflow
+1. If a local Duo Workflow Executor drops the connection, the Duo Workflow
    Service will checkpoint and shutdown the state as soon as it runs into
    something where it is waiting on the executor
 1. In order to avoid multiple Duo Workflow Service instances running on the
-   same workflow the Duo Workflow Service will always acquire a lock with
-   GitLab before it starts running. When it suspends it will release the lock and
+   same workflow, the Duo Workflow Service will always acquire a lock with
+   GitLab before it starts running. When it suspends, it will release the lock and
    similarly there will be a timeout state if it has not checkpointed in the
    last 60 seconds. GitLab will not accept checkpoints from a timed out run of
    the Duo Workflow Service.
@@ -269,6 +272,103 @@ the workflow.
 Consideration should also be made to cleanup Git refs over time after some
 workflow expiration period.
 
+### Authentication
+
+Duo Workflow requires several authentication flows.
+
+In this section, each connection that requires authentication is listed and the
+authentication mechanism is discussed.
+
+#### Local Duo Workflow Executor -> Duo Workflow Service (AI Gateway)
+
+When a Duo Workflow starts, the Duo Workflow Executor must connect to the AI Gateway.
+
+To authenticate this connection:
+
+1. The IDE will use the OAuth token of Personal Access Token (PAT) that the user
+   generated while setting up the GitLab editor extension.
+1. The IDE uses that token to authenticate a request to a GitLab Rails API
+   endpoint to obtain a short-lived user- and system-scoped JWT.
+1. When the GitLab Rails instance receives this request, it loads its
+   instance-scoped JWT (synced daily from CustomersDot) and contacts the AI
+   gateway to swap this instance token for the above-mentioned user-scoped token
+   (also cryptographically signed)
+1. GitLab Rails returns this JWT to the IDE.
+1. The IDE passes on this JWT to the local Duo Workflow Executor component.
+1. The Duo Workflow Executor uses this JWT to authenticate the Duo Workflow
+   Service gRPC connection.
+
+This flow mimics the
+[token flow that allows IDEs to connect direct to the AI Gateway](https://gitlab.com/groups/gitlab-org/-/epics/13252).
+
+#### CI Duo Workflow Executor -> Duo Workflow Service (AI Gateway)
+
+When a Duo Workflow is executed by a CI Runner, the Duo Workflow Executor must
+connect to the AI Gateway.
+
+A CI Pipeline is created by GitLab, so there is no need to query a GitLab Rails
+API endpoint to obtain a short-lived user- and system-scoped JWT. Instead, in
+the process of creating the CI pipeline, GitLab Rails will:
+
+1. Generate the user-scoped JWT.
+1. Inject the JWT as an environment variable (for example: `DUO_WORKFLOW_TOKEN`)
+   in the CI pipeline.
+1. The Duo Workflow Executor running inside the CI job uses this environment
+   variable value to authenticate the Duo Workflow Service gRPC connection.
+
+#### Duo Workflow Service (AI Gateway) -> GitLab Rails API
+
+Reasons that the AI Gateway must be able to authenticate requests to the GitLab Rails API:
+
+1. The Duo Workflow Service will need to periodically make requests to GitLab Rails
+   to sync workflow state. This means that the AI Gateway must be able to
+   authenticate these requests.
+1. Duo Workflow may need to make other GitLab Rails API queries to gather
+   context. For example, a Duo Workflow for "solve issue with code" would
+   require an API request to retrieve the issue content.
+1. The end state of a Duo Workflow may take the form of a generated artifact
+   (for example, Git commit or pull request) on the GitLab platform. To
+   generate this artifact, the AI Gateway must be able to make API requests to
+   GitLab Rails.
+
+Requirements for the token used to authenticate requests from the AI Gateway to
+the GitLab Rails API:
+
+1. Any artifacts created by a Duo Workflow must be auditable in order
+   to maintain transparency about AI-generated activities on the GitLab platform.
+1. The token's access level must match the access level of the user who
+   initiated the Workflow to ensure that there is no privilege escalation.
+1. We must have the ability to block read/write for all resources that belong to
+   instances/projects/groups with `duo_features_enabled` set to false.
+1. Token must be valid for as long as it takes an agent to execute or be
+   refreshable by the AI Gateway. Workflow execution may take several hours.
+
+The JWT that the Workflow Executor uses to authenticate to the AI Gateway could
+potentially be adapted to also work for this use-case but has some problems:
+
+1. Need to update GitLab Rails to accept this type of token for API authentication.
+1. JWTs are not revocable; what if we need to cut off an agent's access?
+1. Need to build token rotation. How would the AI Gateway authenticate an API
+   request to generate a new token if the old JWT is already expired?
+
+For these reasons, OAuth is a better protocol for this use-case. OAuth tokens:
+
+1. Are only valid for 2 hours.
+1. Can be revoked.
+1. Have a built-in refresh flow.
+1. Are an established authentication pattern for federating access between
+   services.
+
+To use OAuth, we will:
+
+1. Create a new token scope called `ai_workflows` ([related issue](https://gitlab.com/gitlab-org/gitlab/-/issues/467160))
+1. Create a new API endpoint in GitLab Rails that accepts the JWT.
+1. That endpoint will generate an OAuth token with the `ai_workflows` scope.
+1. The AI Gateway will exchange the user-scoped JWT for a user-scoped
+   `ai_workflows` OAuth token.
+1. Use the OAuth token for any GitLab Rails API Requests to read or write data
+   for a Workflow.
+
 ### Options we've considered and pros/cons
 
 #### Delegate only unsafe execution to local/CI pipelines
diff --git a/doc/development/api_styleguide.md b/doc/development/api_styleguide.md
index 6ccf075fecd..99642e64942 100644
--- a/doc/development/api_styleguide.md
+++ b/doc/development/api_styleguide.md
@@ -81,6 +81,7 @@ The exception is only when:
 - A feature must be removed in a major GitLab release.
 - Backward compatibility cannot be maintained
   [in any form](#accommodating-backward-compatibility-instead-of-breaking-changes).
+- The feature was previously [marked as experimental or beta](#experimental-beta-and-generally-available-features).
 
 This exception should be rare.
 
@@ -111,6 +112,36 @@ Some examples of non-breaking changes:
 - Changes from a `500` status code to [any supported status code](../api/rest/index.md#status-codes) (this is a bugfix).
 - Changes to the order of fields returned in a response.
 
+## Experimental, beta, and generally available features
+
+You can add API elements as [experimental and beta features](../policy/experiment-beta-support.md). They must be additive changes, otherwise they are categorized as
+[a breaking change](#what-is-not-a-breaking-change).
+
+API elements marked as experiment or beta are exempt from the [ensuring backward compatibility](#accommodating-backward-compatibility-instead-of-breaking-changes) policy,
+and can be changed or removed at any time without prior notice.
+
+While in the [experiment status](../policy/experiment-beta-support.md#experiment):
+
+- Use a feature flag that is [off by default](feature_flags/index.md#beta-type).
+- When the flag is off:
+  - Any added endpoints must return `404 Not Found`.
+  - Any added arguments must be ignored.
+  - Any added fields must not be exposed.
+- The [API documentation](../api/api_resources.md) must [document the experimental status](documentation/experiment_beta.md) and the feature flag [must be documented](documentation/feature_flags.md).
+- The [OpenAPI documentation](../api/openapi/openapi_interactive.md) should not describe the changes.
+
+While in the [beta status](../policy/experiment-beta-support.md#beta):
+
+- Use a feature flag that is [on by default](feature_flags/index.md#beta-type).
+- The [API documentation](../api/api_resources.md) must [document the beta status](documentation/experiment_beta.md) and the feature flag [must be documented](documentation/feature_flags.md).
+- The [OpenAPI documentation](../api/openapi/openapi_interactive.md) should not describe the changes.
+
+When the feature becomes [generally available](../policy/experiment-beta-support.md#generally-available-ga):
+
+- [Remove](feature_flags/controls.md#cleaning-up) the feature flag.
+- Remove the [experiment or beta status](documentation/experiment_beta.md) from the [API documentation](../api/api_resources.md).
+- Add the [OpenAPI documentation](../api/openapi/openapi_interactive.md) to make the changes programatically discoverable.
+
 ## Declared parameters
 
 Grape allows you to access only the parameters that have been declared by your
diff --git a/lib/gitlab/security/features.rb b/lib/gitlab/security/features.rb
index 75f6bfeffd5..5fd12f44d2a 100644
--- a/lib/gitlab/security/features.rb
+++ b/lib/gitlab/security/features.rb
@@ -93,7 +93,7 @@ module Gitlab
                            'Secret push protection is triggered when commits are pushed to a repository. ' \
                            'If any secrets are detected, the push is blocked.'),
             help_path: Gitlab::Routing.url_helpers.help_page_path(
-              'user/application_security/secret_detection/pre_receive/index'),
+              'user/application_security/secret_detection/secret_push_protection/index'),
             type: 'pre_receive_secret_detection'
           },
           secret_detection: {
diff --git a/spec/db/schema_spec.rb b/spec/db/schema_spec.rb
index 503106eeec1..bbc1b518440 100644
--- a/spec/db/schema_spec.rb
+++ b/spec/db/schema_spec.rb
@@ -19,7 +19,8 @@ RSpec.describe 'Database schema', feature_category: :database do
     users: [%w[accepted_term_id]],
     ci_builds: [%w[partition_id stage_id], %w[partition_id execution_config_id]], # https://gitlab.com/gitlab-org/gitlab/-/merge_requests/142804#note_1745483081
     p_ci_builds: [%w[partition_id stage_id], %w[partition_id execution_config_id]], # https://gitlab.com/gitlab-org/gitlab/-/merge_requests/142804#note_1745483081
-    ai_testing_terms_acceptances: %w[user_id] # testing terms only have 1 entry, and if the user is deleted the record should remain
+    ai_testing_terms_acceptances: %w[user_id], # testing terms only have 1 entry, and if the user is deleted the record should remain
+    snippets: %w[organization_id] # this index is added in an async manner, hence it needs to be ignored in the first phase.
   }.with_indifferent_access.freeze
 
   TABLE_PARTITIONS = %w[ci_builds_metadata].freeze
diff --git a/spec/frontend/security_configuration/mock_data.js b/spec/frontend/security_configuration/mock_data.js
index abca48fb8c3..ef4a7173fe1 100644
--- a/spec/frontend/security_configuration/mock_data.js
+++ b/spec/frontend/security_configuration/mock_data.js
@@ -202,7 +202,7 @@ export const preReceiveSecretDetectionMock = {
   'If any secrets are detected, the push is blocked.`,
   helpPath: SAST_HELP_PATH,
   configurationHelpPath: helpPagePath(
-    'user/application_security/secret_detection/pre_receive/index',
+    'user/application_security/secret_detection/secret_push_protection/index',
   ),
   type: PRE_RECEIVE_SECRET_DETECTION,
   available: true,
diff --git a/spec/lib/gitlab/import_export/all_models.yml b/spec/lib/gitlab/import_export/all_models.yml
index 4749d884305..7edeeeb2590 100644
--- a/spec/lib/gitlab/import_export/all_models.yml
+++ b/spec/lib/gitlab/import_export/all_models.yml
@@ -165,6 +165,7 @@ snippets:
 - snippet_repository
 - statistics
 - repository_storage_moves
+- organization
 releases:
 - author
 - project
diff --git a/spec/lib/gitlab/security/scan_configuration_spec.rb b/spec/lib/gitlab/security/scan_configuration_spec.rb
index 0802b3012aa..230262ef3e6 100644
--- a/spec/lib/gitlab/security/scan_configuration_spec.rb
+++ b/spec/lib/gitlab/security/scan_configuration_spec.rb
@@ -142,7 +142,7 @@ RSpec.describe ::Gitlab::Security::ScanConfiguration do
                      "Secret push protection is triggered when commits are pushed to a repository. " \
                      "If any secrets are detected, the push is blocked.",
         help_path: Gitlab::Routing.url_helpers.help_page_path(
-          "user/application_security/secret_detection/pre_receive/index"),
+          "user/application_security/secret_detection/secret_push_protection/index"),
         type: "pre_receive_secret_detection" }
       :secret_detection | { name: "Pipeline Secret Detection",
         description: "Analyze your source code and Git history for secrets by using CI/CD pipelines.",
diff --git a/spec/models/organizations/organization_spec.rb b/spec/models/organizations/organization_spec.rb
index 868fd2cc583..a0eab985231 100644
--- a/spec/models/organizations/organization_spec.rb
+++ b/spec/models/organizations/organization_spec.rb
@@ -14,6 +14,7 @@ RSpec.describe Organizations::Organization, type: :model, feature_category: :cel
     it { is_expected.to have_many(:users).through(:organization_users).inverse_of(:organizations) }
     it { is_expected.to have_many(:organization_users).inverse_of(:organization) }
     it { is_expected.to have_many :projects }
+    it { is_expected.to have_many :snippets }
   end
 
   describe 'validations' do
diff --git a/spec/models/snippet_spec.rb b/spec/models/snippet_spec.rb
index 96dba4f1859..fcb6fe8b1dd 100644
--- a/spec/models/snippet_spec.rb
+++ b/spec/models/snippet_spec.rb
@@ -16,6 +16,7 @@ RSpec.describe Snippet, feature_category: :source_code_management do
   end
 
   describe 'associations' do
+    it { is_expected.to belong_to(:organization) }
     it { is_expected.to belong_to(:author).class_name('User') }
     it { is_expected.to belong_to(:project) }
     it { is_expected.to have_many(:notes).dependent(:destroy) }
@@ -515,6 +516,15 @@ RSpec.describe Snippet, feature_category: :source_code_management do
     it { is_expected.to match_array(snippet) }
   end
 
+  describe 'with loose foreign keys' do
+    context 'on organization_id' do
+      it_behaves_like 'cleanup by a loose foreign key' do
+        let_it_be(:parent) { create(:organization) }
+        let_it_be(:model) { create(:snippet, organization: parent) }
+      end
+    end
+  end
+
   describe '#participants' do
     let_it_be(:project) { create(:project, :public) }
     let_it_be(:snippet) { create(:snippet, content: 'foo', project: project) }
diff --git a/spec/support/shared_examples/models/concerns/protected_branch_access_examples.rb b/spec/support/shared_examples/models/concerns/protected_branch_access_shared_examples.rb
similarity index 100%
rename from spec/support/shared_examples/models/concerns/protected_branch_access_examples.rb
rename to spec/support/shared_examples/models/concerns/protected_branch_access_shared_examples.rb
diff --git a/spec/support/shared_examples/models/concerns/protected_ref_access_allowed_access_levels_examples.rb b/spec/support/shared_examples/models/concerns/protected_ref_access_allowed_access_levels_shared_examples.rb
similarity index 100%
rename from spec/support/shared_examples/models/concerns/protected_ref_access_allowed_access_levels_examples.rb
rename to spec/support/shared_examples/models/concerns/protected_ref_access_allowed_access_levels_shared_examples.rb
diff --git a/spec/support/shared_examples/models/concerns/protected_ref_access_examples.rb b/spec/support/shared_examples/models/concerns/protected_ref_access_shared_examples.rb
similarity index 98%
rename from spec/support/shared_examples/models/concerns/protected_ref_access_examples.rb
rename to spec/support/shared_examples/models/concerns/protected_ref_access_shared_examples.rb
index bb438b0082f..9e2a51822d5 100644
--- a/spec/support/shared_examples/models/concerns/protected_ref_access_examples.rb
+++ b/spec/support/shared_examples/models/concerns/protected_ref_access_shared_examples.rb
@@ -4,7 +4,7 @@ RSpec.shared_examples 'protected ref access' do |association|
   include ExternalAuthorizationServiceHelpers
 
   let_it_be(:project) { create(:project) }
-  let_it_be(:protected_ref) { create(association, project: project) } # rubocop:disable Rails/SaveBang
+  let_it_be(:protected_ref) { create(association, project: project) } # rubocop:disable Rails/SaveBang -- False positive because factory name is dynamic
 
   describe 'validations' do
     subject { build(described_class.model_name.singular) }
diff --git a/spec/support/shared_examples/models/concerns/protected_ref_deploy_key_access_examples.rb b/spec/support/shared_examples/models/concerns/protected_ref_deploy_key_access_shared_examples.rb
similarity index 97%
rename from spec/support/shared_examples/models/concerns/protected_ref_deploy_key_access_examples.rb
rename to spec/support/shared_examples/models/concerns/protected_ref_deploy_key_access_shared_examples.rb
index f2e79dc377b..54ee92d3ebb 100644
--- a/spec/support/shared_examples/models/concerns/protected_ref_deploy_key_access_examples.rb
+++ b/spec/support/shared_examples/models/concerns/protected_ref_deploy_key_access_shared_examples.rb
@@ -4,7 +4,7 @@ RSpec.shared_examples 'protected ref deploy_key access' do
   let_it_be(:described_instance) { described_class.model_name.singular }
   let_it_be(:protected_ref_name) { described_class.module_parent.model_name.singular }
   let_it_be(:project) { create(:project) }
-  let_it_be(:protected_ref) { create(protected_ref_name, project: project) } # rubocop:disable Rails/SaveBang
+  let_it_be(:protected_ref) { create(protected_ref_name, project: project) } # rubocop:disable Rails/SaveBang -- False positive because factory name is dynamic
 
   describe 'associations' do
     it { is_expected.to belong_to(:deploy_key) }
diff --git a/spec/support/shared_examples/models/concerns/protected_tag_access_examples.rb b/spec/support/shared_examples/models/concerns/protected_tag_access_shared_examples.rb
similarity index 100%
rename from spec/support/shared_examples/models/concerns/protected_tag_access_examples.rb
rename to spec/support/shared_examples/models/concerns/protected_tag_access_shared_examples.rb