Fix external docs links

doc/integration/security_partners/index.md

@@ -12,16 +12,16 @@ each security partner:
 
 <!-- vale gitlab.Spelling = NO -->
 
-- [Accurics](https://readme.accurics.com/1409/)
 - [Anchore](https://docs.anchore.com/current/docs/using/integration/ci_cd/gitlab/)
 - [Bridgecrew](https://docs.bridgecrew.io/docs/integrate-with-gitlab-self-managed)
 - [Checkmarx](https://checkmarx.atlassian.net/wiki/spaces/SD/pages/1929937052/GitLab+Integration)
 - [Deepfactor](https://docs.deepfactor.io/hc/en-us/articles/1500008981941)
 - [GrammaTech](https://www.grammatech.com/codesonar-gitlab-integration)
-- [Indeni](https://cloudrail.app/doc/integrate-with-ci-cd/gitlab-instructions/)
+- [Indeni](https://docs.cloudrail.app/#/integrations/gitlab)
 - [JScrambler](https://docs.jscrambler.com/code-integrity/documentation/gitlab-ci-integration)
 - [Semgrep](https://semgrep.dev/for/gitlab)
 - [StackHawk](https://docs.stackhawk.com/continuous-integration/gitlab.html)
+- [Tenable](https://docs.tenable.com/tenableio/Content/ContainerSecurity/GetStarted.htm)
 - [Venafi](https://marketplace.venafi.com/details/gitlab-ci-cd/)
 - [Veracode](https://community.veracode.com/s/knowledgeitem/gitlab-ci-MCEKSYPRWL35BRTGOVI55SK5RI4A)
 - [WhiteSource](https://www.whitesourcesoftware.com/gitlab/)

doc/integration/twitter.md

@@ -9,9 +9,9 @@ info: To determine the technical writer assigned to the Stage/Group associated w
 To enable the Twitter OmniAuth provider you must register your application with
 Twitter. Twitter generates a client ID and secret key for you to use.
 
-1. Sign in to [Twitter Application Management](https://developer.twitter.com/apps).
+1. Sign in to [Twitter Application Management](https://apps.twitter.com).
 
-1. Select "Create new app"
+1. Select "Create new app".
 
 1. Fill in the application details.
    - Name: This can be anything. Consider something like `<Organization>'s GitLab` or `<Your Name>'s GitLab` or

doc/ssh/index.md

@@ -408,7 +408,7 @@ If you are using [EGit](https://www.eclipse.org/egit/), you can [add your SSH ke
 ## Use SSH on Microsoft Windows
 
 If you're running Windows 10, you can either use the [Windows Subsystem for Linux (WSL)](https://docs.microsoft.com/en-us/windows/wsl/install)
-with [WSL 2](https://docs.microsoft.com/en-us/windows/wsl/install-win10#update-to-wsl-2) which
+with [WSL 2](https://docs.microsoft.com/en-us/windows/wsl/install#update-to-wsl-2) which
 has both `git` and `ssh` preinstalled, or install [Git for Windows](https://gitforwindows.org) to
 use SSH through Powershell.
 

doc/topics/autodevops/customize.md

@@ -26,7 +26,7 @@ used for the build.
 
 Specify either:
 
-- The CI/CD variable `BUILDPACK_URL` according to [`pack`'s specifications](https://buildpacks.io/docs/app-developer-guide/specific-buildpacks/).
+- The CI/CD variable `BUILDPACK_URL` according to [`pack`'s specifications](https://buildpacks.io/docs/app-developer-guide/specify-buildpacks/).
 - A [`project.toml` project descriptor](https://buildpacks.io/docs/app-developer-guide/using-project-descriptor/) with the buildpacks you would like to include.
 
 ### Custom buildpacks with Herokuish

doc/topics/autodevops/stages.md

@@ -112,7 +112,7 @@ Herokuish, with the following caveats:
   converted to a Cloud Native Buildpack using Heroku's
   [`cnb-shim`](https://github.com/heroku/cnb-shim).
 - `BUILDPACK_URL` must be in a format
-  [supported by `pack`](https://buildpacks.io/docs/app-developer-guide/specific-buildpacks/).
+  [supported by `pack`](https://buildpacks.io/docs/app-developer-guide/specify-buildpacks/).
 - The `/bin/herokuish` command is not present in the built image, and prefixing
   commands with `/bin/herokuish procfile exec` is no longer required (nor possible).
   Instead, custom commands should be prefixed with `/cnb/lifecycle/launcher`

doc/topics/gitlab_flow.md

@@ -190,7 +190,7 @@ By doing this, you minimize the length of time during which you have to apply bu
 After announcing a release branch, only add serious bug fixes to the branch.
 If possible, first merge these bug fixes into `main`, and then cherry-pick them into the release branch.
 If you start by merging into the release branch, you might forget to cherry-pick them into `main`, and then you'd encounter the same bug in subsequent releases.
-Merging into `main` and then cherry-picking into release is called an "upstream first" policy, which is also practiced by [Google](https://www.chromium.org/chromium-os/chromiumos-design-docs/upstream-first) and [Red Hat](https://www.redhat.com/en/blog/a-community-for-using-openstack-with-red-hat-rdo).
+Merging into `main` and then cherry-picking into release is called an "upstream first" policy, which is also practiced by [Google](https://www.chromium.org/chromium-os/chromiumos-design-docs/upstream-first/) and [Red Hat](https://www.redhat.com/en/blog/a-community-for-using-openstack-with-red-hat-rdo).
 Every time you include a bug fix in a release branch, increase the patch version (to comply with [Semantic Versioning](https://semver.org/)) by setting a new tag.
 Some projects also have a stable branch that points to the same commit as the latest released branch.
 In this flow, it is not common to have a production branch (or Git flow `main` branch).

doc/user/analytics/code_review_analytics.md

@@ -40,7 +40,7 @@ To view Code Review Analytics:
 
 ## Use cases
 
-This feature is designed for [development team leaders](https://about.gitlab.com/handbook/marketing/strategic-marketing/roles-personas/#delaney-development-team-lead)
+This feature is designed for [development team leaders](https://about.gitlab.com/handbook/product/personas/#delaney-development-team-lead)
 and others who want to understand broad code review dynamics, and identify patterns to explain them.
 
 You can use Code Review Analytics to:

doc/user/clusters/applications.md

@@ -980,7 +980,7 @@ podAnnotations:
 
 The only information to be changed here is the profile name which is `profile-one`
 in this example. Refer to the
-[AppArmor tutorial](https://kubernetes.io/docs/tutorials/clusters/apparmor/#securing-a-pod)
+[AppArmor tutorial](https://kubernetes.io/docs/tutorials/security/apparmor/#securing-a-pod)
 for more information on how AppArmor is integrated in Kubernetes.
 
 #### Using PodSecurityPolicy in your deployments
@@ -1017,7 +1017,7 @@ securityPolicies:
 ```
 
 This example creates a single policy named `example` with the provided specification,
-and enables [AppArmor annotations](https://kubernetes.io/docs/tutorials/clusters/apparmor/#podsecuritypolicy-annotations) on it.
+and enables [AppArmor annotations](https://kubernetes.io/docs/tutorials/security/apparmor/#podsecuritypolicy-annotations) on it.
 
 Support for installing the AppArmor managed application is provided by the
 GitLab Container Security group. If you run into unknown issues,

doc/user/clusters/crossplane.md

@@ -80,7 +80,7 @@ provided can manage resources in the `database.crossplane.io` API group:
 
 ## Configure Crossplane with a cloud provider
 
-See [Configure Your Cloud Provider Account](https://crossplane.github.io/docs/v0.4/cloud-providers.html)
+See [Configure Your Cloud Provider Account](https://crossplane.github.io/docs/v1.6/)
 to configure the installed cloud provider stack with a user account.
 
 The Secret, and the Provider resource referencing the Secret, must be

doc/user/clusters/integrations.md

@@ -113,9 +113,9 @@ To use this integration:
    `gitlab-managed-apps` namespace.
 1. The `Service` resource must be called `elastic-stack-elasticsearch-master`
    and expose the Elasticsearch API on port `9200`.
-1. The logs are expected to be [Filebeat container logs](https://www.elastic.co/guide/en/beats/filebeat/7.x/filebeat-input-container.html)
-   following the [7.x log structure](https://www.elastic.co/guide/en/beats/filebeat/7.x/exported-fields-log.html)
-   and include [Kubernetes metadata](https://www.elastic.co/guide/en/beats/filebeat/7.x/add-kubernetes-metadata.html).
+1. The logs are expected to be [Filebeat container logs](https://www.elastic.co/guide/en/beats/filebeat/7.16/filebeat-input-container.html)
+   following the [7.x log structure](https://www.elastic.co/guide/en/beats/filebeat/7.16/exported-fields-log.html)
+   and include [Kubernetes metadata](https://www.elastic.co/guide/en/beats/filebeat/7.16/add-kubernetes-metadata.html).
 
 You can manage your Elastic Stack however you like, but as an example, you can
 use [this Elastic Stack chart](https://gitlab.com/gitlab-org/charts/elastic-stack) to get up and

doc/user/clusters/migrating_from_gma_to_project_template.md

@@ -120,7 +120,7 @@ you want to manage with the Cluster Management Project.
 
 ## Backup and uninstall cert-manager v0.10
 
-1. Follow the [official docs](https://docs.cert-manager.io/en/release-0.10/tasks/backup-restore-crds.html) on how to
+1. Follow the [official docs](https://cert-manager.io/docs/tutorials/backup/) on how to
    backup your cert-manager v0.10 data.
 1. Uninstall cert-manager by editing the setting all the occurrences of `installed: true` to `installed: false` in the
    `applications/cert-manager/helmfile.yaml` file.