diff --git a/.gitlab/CODEOWNERS b/.gitlab/CODEOWNERS
index cef63450b64d5134dbd2e98b0b5cdf412ec7d63b..3e23921a039f21e6e1c1c21d2009ff0640b2d7d4 100644
--- a/.gitlab/CODEOWNERS
+++ b/.gitlab/CODEOWNERS
@@ -704,6 +704,7 @@ lib/gitlab/checks/**
 /doc/api/epic_issues.md @msedlakjakubowski
 /doc/api/epic_links.md @msedlakjakubowski
 /doc/api/epics.md @msedlakjakubowski
+/doc/api/error_tracking.md @lciutacu
 /doc/api/events.md @eread
 /doc/api/feature_flag_user_lists.md @phillipwells
 /doc/api/feature_flags.md @phillipwells
@@ -726,6 +727,7 @@ lib/gitlab/checks/**
 /doc/api/group_import_export.md @eread
 /doc/api/group_iterations.md @msedlakjakubowski
 /doc/api/group_labels.md @msedlakjakubowski
+/doc/api/group_ldap_links.md @lciutacu
 /doc/api/group_level_variables.md @marcel.amirault @lyspin
 /doc/api/group_milestones.md @msedlakjakubowski
 /doc/api/group_protected_branches.md @brendan777
@@ -884,6 +886,7 @@ lib/gitlab/checks/**
 /doc/development/image_scaling.md @abdwdd @alexpooley @manojmj
 /doc/development/internal_analytics/ @gitlab-org/analytics-section/product-analytics/engineers/frontend @gitlab-org/analytics-section/analytics-instrumentation/engineers
 /doc/development/navigation_sidebar.md @gitlab-org/foundations/engineering
+/doc/development/observability/ @gitlab-org/analytics-section/product-analytics/engineers/frontend
 /doc/development/omnibus.md @gitlab-org/distribution
 /doc/development/organization/ @abdwdd @alexpooley @manojmj
 /doc/development/permissions.md @gitlab-org/govern/authorization/approvers
@@ -894,6 +897,7 @@ lib/gitlab/checks/**
 /doc/development/sec/ @gitlab-org/govern/threat-insights-frontend-team
 /doc/development/sec/gemnasium_analyzer_data.md @gitlab-org/secure/composition-analysis-be @gitlab-org/secure/static-analysis
 /doc/development/software_design.md @gl-quality/eng-prod
+/doc/development/stage_group_observability/ @gitlab-org/analytics-section/product-analytics/engineers/frontend
 /doc/downgrade_ee_to_ce/ @axil
 /doc/drawers/ @ashrafkhamis
 /doc/editor_extensions/ @aqualls
@@ -916,7 +920,8 @@ lib/gitlab/checks/**
 /doc/integration/sourcegraph.md @brendan777
 /doc/integration/trello_power_up.md @eread
 /doc/integration/vault.md @phillipwells
-/doc/operations/ @phillipwells
+/doc/operations/ @lciutacu
+/doc/operations/feature_flags.md @phillipwells
 /doc/policy/ @axil
 /doc/raketasks/ @axil
 /doc/raketasks/spdx.md @rdickenson @phillipwells
@@ -948,6 +953,7 @@ lib/gitlab/checks/**
 /doc/tutorials/kanban/ @msedlakjakubowski
 /doc/tutorials/left_sidebar/ @sselhorn
 /doc/tutorials/move_personal_project_to_group/ @lciutacu
+/doc/tutorials/observability/ @lciutacu
 /doc/tutorials/product_analytics_onboarding_website_project/ @lciutacu
 /doc/tutorials/protected_workflow/ @aqualls
 /doc/tutorials/reviews/ @aqualls
@@ -978,6 +984,7 @@ lib/gitlab/checks/**
 /doc/user/enterprise_user/ @jglassman1
 /doc/user/get_started/get_started_managing_code.md @brendan777
 /doc/user/get_started/get_started_managing_infrastructure.md @phillipwells
+/doc/user/get_started/get_started_monitoring.md @lciutacu
 /doc/user/get_started/get_started_planning_work.md @msedlakjakubowski
 /doc/user/get_started/get_started_projects.md @lciutacu
 /doc/user/gitlab_duo/ @sselhorn @jglassman1 @fneill
diff --git a/doc/api/error_tracking.md b/doc/api/error_tracking.md
index 0b28a859832f0a3c87df5aba54d27666a204ab1c..f82cebecca5322f606ab26b081e3f559b6c85a1d 100644
--- a/doc/api/error_tracking.md
+++ b/doc/api/error_tracking.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/api/product_analytics.md b/doc/api/product_analytics.md
index f1c43a2e6875dd1cb92e4726d7c7d1bf9eb6ba28..5bc607c419ed1cde099c50e2e38f8f5085ddba64 100644
--- a/doc/api/product_analytics.md
+++ b/doc/api/product_analytics.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Product Analytics
+group: Platform Insights
 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
 ---
 
diff --git a/doc/development/fe_guide/customizable_dashboards.md b/doc/development/fe_guide/customizable_dashboards.md
index 326cb8a0ec41da94d1fce063fb7c48adc1733d30..7fe7c407bec88fa9944d88d933b5a84c078452c8 100644
--- a/doc/development/fe_guide/customizable_dashboards.md
+++ b/doc/development/fe_guide/customizable_dashboards.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Product Analytics
+group: Platform Insights
 info: Any user with at least the Maintainer role can merge updates to this content. For details, see https://docs.gitlab.com/ee/development/development_processes.html#development-guidelines-review.
 ---
 
diff --git a/doc/development/observability/index.md b/doc/development/observability/index.md
index 5d840456f03fde9fa4e427088624fc275aa71440..a41bc14c87a016035dd06da644e6f223439e330a 100644
--- a/doc/development/observability/index.md
+++ b/doc/development/observability/index.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 info: Any user with at least the Maintainer role can merge updates to this content. For details, see https://docs.gitlab.com/ee/development/development_processes.html#development-guidelines-review.
 description: "Documentation for developers interested in contributing features or bugfixes for GitLab Observability."
 ---
diff --git a/doc/development/stage_group_observability/gitlab_instrumentation_for_opentelemetry.md b/doc/development/stage_group_observability/gitlab_instrumentation_for_opentelemetry.md
index e218f36e0a0af3b3e5f1e12ac4b32e089ed03a8b..4cd253d3f88506bf9ab935d1b678d9831276a840 100644
--- a/doc/development/stage_group_observability/gitlab_instrumentation_for_opentelemetry.md
+++ b/doc/development/stage_group_observability/gitlab_instrumentation_for_opentelemetry.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 info: Any user with at least the Maintainer role can merge updates to this content. For details, see https://docs.gitlab.com/ee/development/development_processes.html#development-guidelines-review.
 ---
 
diff --git a/doc/operations/error_tracking.md b/doc/operations/error_tracking.md
index 671db1ecce89300c751fa88839aa462bb4331c98..dc4eb164f604700b0b87a2a7bb9cfb1c737185cf 100644
--- a/doc/operations/error_tracking.md
+++ b/doc/operations/error_tracking.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/operations/index.md b/doc/operations/index.md
index 5aa8417d76350fe6ee4bbdf2d85ebc8402750990..fe8dfca887463dda443c7533c1c837528ea67dcd 100644
--- a/doc/operations/index.md
+++ b/doc/operations/index.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 description: Track errors, application performance issues, and manage incident response.
 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
 ---
diff --git a/doc/operations/integrated_error_tracking.md b/doc/operations/integrated_error_tracking.md
index 4e05dead3cc21e18d83c07e79106951a5223f3f3..66c4e29467a49b957c0c1bdc72e22480ecb74ec3 100644
--- a/doc/operations/integrated_error_tracking.md
+++ b/doc/operations/integrated_error_tracking.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/operations/logs.md b/doc/operations/logs.md
index a2fa472b446d65d89f654ab98d899af8dd275f66..9477ac795a9936b724eb483c43a67c85acffba0d 100644
--- a/doc/operations/logs.md
+++ b/doc/operations/logs.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/operations/metrics.md b/doc/operations/metrics.md
index da456db5dbdfc705e563fe039c12298e9287772e..37af57b32568a028a6a8c84225d9ecaa2b65804b 100644
--- a/doc/operations/metrics.md
+++ b/doc/operations/metrics.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/operations/sentry_error_tracking.md b/doc/operations/sentry_error_tracking.md
index 581662c42736c5ad547701ba79972bfc4da1fee3..8823a4e6e3e23a33806a48512635a236984b22a9 100644
--- a/doc/operations/sentry_error_tracking.md
+++ b/doc/operations/sentry_error_tracking.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/operations/tracing.md b/doc/operations/tracing.md
index a00d1829f5ce15f9615279958422c907fdfe5963..6b0c7e1679c98b8e63f63f6d3e61d885fd1348d0 100644
--- a/doc/operations/tracing.md
+++ b/doc/operations/tracing.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/tutorials/observability/observability_django_tutorial.md b/doc/tutorials/observability/observability_django_tutorial.md
index bdccda7417c0cd481adec0f1ae839e43ce289c6c..bb1991a15aefaad479d43f61af5b6d01ce1a7088 100644
--- a/doc/tutorials/observability/observability_django_tutorial.md
+++ b/doc/tutorials/observability/observability_django_tutorial.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/tutorials/observability/observability_dotnet_tutorial.md b/doc/tutorials/observability/observability_dotnet_tutorial.md
index 0bce2380490080b1884f02cd4ebcd3cf380ebe07..7cb72a48d20c07421c31af8c3e643d62a3285f13 100644
--- a/doc/tutorials/observability/observability_dotnet_tutorial.md
+++ b/doc/tutorials/observability/observability_dotnet_tutorial.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/tutorials/observability/observability_java_tutorial.md b/doc/tutorials/observability/observability_java_tutorial.md
index 73c0981864b7b8e6259bb670a38a441e56d3e97d..7d04b9072d49b3da987560a26f6e80285883f453 100644
--- a/doc/tutorials/observability/observability_java_tutorial.md
+++ b/doc/tutorials/observability/observability_java_tutorial.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/tutorials/observability/observability_nodejs_tutorial.md b/doc/tutorials/observability/observability_nodejs_tutorial.md
index b620fd53ee498fa55ea5223d4fcc4a5871c4fc04..52b3313aedd0591b74154c999458caa59e511897 100644
--- a/doc/tutorials/observability/observability_nodejs_tutorial.md
+++ b/doc/tutorials/observability/observability_nodejs_tutorial.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/tutorials/observability/observability_rails_tutorial.md b/doc/tutorials/observability/observability_rails_tutorial.md
index 0edbe7719d87e1bfa3fa56aa1b87f5115b7683f8..42830b87fca4340b706de7504468f73de569bb5b 100644
--- a/doc/tutorials/observability/observability_rails_tutorial.md
+++ b/doc/tutorials/observability/observability_rails_tutorial.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 ---
 
diff --git a/doc/tutorials/product_analytics_onboarding_website_project/index.md b/doc/tutorials/product_analytics_onboarding_website_project/index.md
index 7afb455f6e6414044b0add8fb06db7cebeb82776..2e3545d1928e9c5ecf823314196f056d4828d73b 100644
--- a/doc/tutorials/product_analytics_onboarding_website_project/index.md
+++ b/doc/tutorials/product_analytics_onboarding_website_project/index.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Product Analytics
+group: Platform Insights
 info: For assistance with this tutorial, see https://handbook.gitlab.com/handbook/product/ux/technical-writing/#assignments-to-other-projects-and-subjects.
 ---
 
diff --git a/doc/user/analytics/analytics_dashboards.md b/doc/user/analytics/analytics_dashboards.md
index 093d95a769cea3d3e07e5322601a4d04682c93cc..583541969b8e8da1217242e63aabc30d92e4ce01 100644
--- a/doc/user/analytics/analytics_dashboards.md
+++ b/doc/user/analytics/analytics_dashboards.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Product Analytics
+group: Platform Insights
 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
 ---
 
diff --git a/doc/user/get_started/get_started_monitoring.md b/doc/user/get_started/get_started_monitoring.md
index 7ea1819cbf178d539f77b7d473bb22a8ff248593..33f30af4f6c3c90b1999313fb2368d3e437a8c70 100644
--- a/doc/user/get_started/get_started_monitoring.md
+++ b/doc/user/get_started/get_started_monitoring.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Observability
+group: Platform Insights
 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
 description: "Get Started monitoring your application"
 ---
diff --git a/doc/user/product_analytics/index.md b/doc/user/product_analytics/index.md
index f7190ba28d154f8fb9a46a5c94f86645c2c00bf3..10da6dcf452a452c76d9f47710f35177a46639ad 100644
--- a/doc/user/product_analytics/index.md
+++ b/doc/user/product_analytics/index.md
@@ -1,6 +1,6 @@
 ---
 stage: Monitor
-group: Product Analytics
+group: Platform Insights
 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
 ---
 
diff --git a/lib/tasks/gitlab/tw/codeowners.rake b/lib/tasks/gitlab/tw/codeowners.rake
index 889ec822821dee4a2d1f6ed6f668d04e206b719a..878ba3597474d1fd5bfa168705dab56a532e1c02 100644
--- a/lib/tasks/gitlab/tw/codeowners.rake
+++ b/lib/tasks/gitlab/tw/codeowners.rake
@@ -59,7 +59,6 @@ namespace :tw do
       CodeOwnerRule.new('Knowledge', '@msedlakjakubowski'),
       CodeOwnerRule.new('MLOps', '@sselhorn @jglassman1 @fneill'),
       # CodeOwnerRule.new('Mobile Devops', ''),
-      # CodeOwnerRule.new('Observability', ''),
       CodeOwnerRule.new('Optimize', '@lciutacu'),
       CodeOwnerRule.new('Organization', '@lciutacu'),
       CodeOwnerRule.new('Package Registry', '@phillipwells'),
@@ -67,7 +66,7 @@ namespace :tw do
       CodeOwnerRule.new('Pipeline Authoring', '@marcel.amirault @lyspin'),
       CodeOwnerRule.new('Pipeline Execution', '@marcel.amirault @lyspin'),
       CodeOwnerRule.new('Pipeline Security', '@marcel.amirault'),
-      CodeOwnerRule.new('Product Analytics', '@lciutacu'),
+      CodeOwnerRule.new('Platform Insights', '@lciutacu'),
       CodeOwnerRule.new('Product Planning', '@msedlakjakubowski'),
       CodeOwnerRule.new('Project Management', '@msedlakjakubowski'),
       CodeOwnerRule.new('Provision', '@fneill'),
@@ -113,7 +112,7 @@ namespace :tw do
         '@gitlab-org/maintainers/remote-development/backend @gitlab-org/maintainers/remote-development/frontend'),
       CodeOwnerRule.new('Pipeline Authoring', '@gitlab-org/maintainers/cicd-verify'),
       CodeOwnerRule.new('Pipeline Execution', '@gitlab-org/maintainers/cicd-verify'),
-      CodeOwnerRule.new('Product Analytics', '@gitlab-org/analytics-section/product-analytics/engineers/frontend'),
+      CodeOwnerRule.new('Platform Insights', '@gitlab-org/analytics-section/product-analytics/engineers/frontend'),
       CodeOwnerRule.new('Tenant Scale', '@abdwdd @alexpooley @manojmj'),
       CodeOwnerRule.new('Threat Insights', '@gitlab-org/govern/threat-insights-frontend-team')
     ].freeze