diff --git a/general/building-packages.md b/general/building-packages.md
index 5f6c3f262d8f789a5f1ff861a48580e059f3c4e0..fd188da25ee969fdce50f81edb3f15e1231d59b2 100644
--- a/general/building-packages.md
+++ b/general/building-packages.md
@@ -2,10 +2,12 @@
 Building artifacts for public consumption is handled on our dev instances via
 [`omnibus-gitlab`](https://dev.gitlab.org/gitlab/omnibus-gitlab).  All builds
 are initiated via some sort of trigger:
-* Nightly pipelines are kicked off via a Cron Job
+* Nightly pipelines are kicked off [via a Cron Job][nightlies]
 * Builds of tagged packages are automatically started when that tag is pushed
   into the repo
 
+[nightlies]: https://dev.gitlab.org/gitlab/omnibus-gitlab/-/pipeline_schedules
+
 # Nightly Builds
 
 ## Pipeline
diff --git a/general/deploy/auto-deploy-transition.md b/general/deploy/auto-deploy-transition.md
deleted file mode 100644
index 788874288712a5dad4a5f1a7bedc834b8cb8384e..0000000000000000000000000000000000000000
--- a/general/deploy/auto-deploy-transition.md
+++ /dev/null
@@ -1,9 +0,0 @@
-# Overview
-
-The [auto-deploy process overview](auto-deploy.md) provides details on the
-building pieces of the process, a schedule overview and answers a few frequently
-asked questions.
-
-Previous contents of this document were used to transition from the monthly deploy cadence to the new deploy system. For the most current information, 
-checkout the [Releases Handbook page](https://about.gitlab.com/handbook/engineering/releases/). 
-
diff --git a/general/deploy/gitlab-com-deployer.md b/general/deploy/gitlab-com-deployer.md
index 3f3e5bd396f59d71d98249ebd5cdcfdc175cdefc..42723b9bf409c299f2f24d589a696256c49302e3 100644
--- a/general/deploy/gitlab-com-deployer.md
+++ b/general/deploy/gitlab-com-deployer.md
@@ -1,14 +1,14 @@
-## Overview
+# Overview
 
-GitLab.com deployments are initiated by GitLab Chatops, this triggers
+GitLab.com deployments are initiated by GitLab Chatops, which triggers
 a new pipeline on the [Deployer](https://ops.gitlab.net/gitlab-com/gl-infra/deployer) project.
 
-To see all available options for deploy run `/chatops run deploy --help`:
+To see all available options for deploy run `/chatops run deploy --help`
 
 ## Creating a new deployment for _upgrading_ GitLab
 
 Deployments are initiated using GitLab Chatops.
-For example, to initiate a deployment of 11.8.0 to **staging**:
+For example, to initiate a deployment of 11.8.0 to **staging** (default):
 
 ```
 /chatops run deploy 11.8.0.ee.0
@@ -17,7 +17,7 @@ For example, to initiate a deployment of 11.8.0 to **staging**:
 ## Override variables
 
 Variables can be set on the deployer pipeline to change its behavior or
-the jobs that will be executed.  See [variables.md](../../runbooks/variables.md)
+the jobs that will be executed. See [variables.md](../../runbooks/variables.md).
 
 ### Bypassing Failures
 
@@ -63,28 +63,13 @@ the forced failure on the prepare job by using the option
 This essentially sends the variable `PRECHECK_IGNORE_ERRORS` to the deployment
 pipeline.
 
-### Creating a new deployment for _rolling back_ GitLab
+### Creating a new deployment for _rolling back_ GitLab to an earlier version
 
-**IMPORTANT: Before initiating a rollback ensure to follow the [appropriate runbook](../../runbooks/rollback-a-deployment.md),
-the following paragraph covers how to start a manual rollback pipeline on the deployer project in case of a chatops failure.**
+Rollbacks are covered in detail in the [rollback runbook](../../runbooks/rollback-a-deployment.md).
 
-In case of need it's possible to start a deployer pipeline by initiating a new pipeline
-on the [deployer project](https://ops.gitlab.net/gitlab-com/gl-infra/deployer/-/pipelines/new)
-**default branch** and setting the environment and version CI variables.
+## CI/CD Pipeline for a Deployer
 
-* `DEPLOY_ENVIRONMENT`: **required** (i.e.: `gstg`, `gprd`)
-* `DEPLOY_VERSION`: **required**
-* `DEPLOY_ROLLBACK`: **required for rollback**, set to `true` to initiate a rollback pipeline
-
-_Note that all pipelines initiated on branches will automatically set the
-`--dry-run` flag which can be useful for testing._
-
-![Deployer Pipeline](../images/deployer-example.png)
-
-
-### CICD Pipeline for a Deployer
-
-#### Assets
+### Assets
 
 Assets are either extracted from the assets docker image if it is available or pulled from the omnibus package.
 This is done with a [shell script](https://gitlab.com/gitlab-com/gl-infra/deploy-tooling/-/blob/master/bin/fetch-and-upload-assets) in the deploy pipeline at the same time when we run database migrations in a job called `<ENV>-assets.  See [.gitlab-ci](https://gitlab.com/gitlab-com/gl-infra/deployer/-/blob/d0b25b4c783d6010a9d7d0ce64ae49cdda813bb6/.gitlab-ci.yml#L345-359).
@@ -116,7 +101,7 @@ When the browser requests an asset under `/assets`, it will either be for `asset
 
 There is an outstanding issue to simplify this by removing the Fastly CDN https://gitlab.com/gitlab-com/gl-infra/infrastructure/-/issues/11411
 
-#### Upgrade Pipeline (default)
+#### Upgrade Pipeline
 
 The following stages are run for upgrade for a single environment upgrade:
 
@@ -143,30 +128,6 @@ graph LR;
     f ==> g>gitlab-qa];
 ```
 
-#### Upgrade Pipeline (multi-environment)
-
-Multiple environments can be passed into the deployer project to chain
-deployments, this works by setting `DEPLOY_ENVIRONMENT` to a comma separated
-list of environments. The following chained environments are supported:
-
-* `DEPLOY_ENVIRONMENT=gstg-cny,gstg,gprd-cny`: Staging canary -> Staging -> Production canary
-* `DEPLOY_ENVIRONMENT=gstg-cny,gstg,gprd-cny,gprd`: Staging canary -> Staging -> Production canary -> Production
-* `DEPLOY_ENVIRONMENT=gstg,gprd-cny`: Staging -> Production canary
-* `DEPLOY_ENVIRONMENT=gstg,gprd-cny,gprd`: Staging -> Production canary -> Production
-
-A deployment pipeline from staging -> production as the following stages that
-provide safety QA checks and a manual promotion to production:
-
-```mermaid
-graph LR;
-    a>Staging deploy] ==> b>Staging QA smoke tests];
-    b ==> c>Production canary deploy];
-    c ==> d>Canary smoke tests];
-    d ==> e>Manaul approval];
-    e ==> f>Production Deploy];
-```
-
-
 #### Change-lock periods for deployment
 
 Before deploying to stage that receives production traffic there is an additional
diff --git a/general/deploy/traffic-generation.md b/general/deploy/traffic-generation.md
index c0bf34596f44c9edbb32bc7da938f49ac7f8de69..eab9b1e416248aab526e7ad66e96b3e367a9148e 100644
--- a/general/deploy/traffic-generation.md
+++ b/general/deploy/traffic-generation.md
@@ -27,22 +27,6 @@ Traffic is divided by the following backends:
 * pages: anon requests to a pages site
 * https_git: anon https request to git-upload-pack across various repositories.
 
-### GitLab-QA
-
-GitLab-QA is configured to run every 10 minutes in a [scheduled
-job](https://ops.gitlab.net/gitlab-com/gl-infra/traffic-generator/pipeline_schedules).
-When the run completes results are published to a prometheus push-gateway so
-they can displayed on the [traffic
-generation](https://dashboards.gitlab.net/d/DK3VKVfiz/traffic-generation?orgId=1)
-dashboard.
-
-### Janitor
-
-Once an hour in a [scheduled job](https://ops.gitlab.net/gitlab-com/gl-infra/traffic-generator/pipeline_schedules)
-a [janitor script](https://ops.gitlab.net/gitlab-com/gl-infra/traffic-generator/blob/master/bin/janitor.bash)
-is run that cleans up resources that GitLab-QA creates. This is so that we don't build up too many resources
-under the gitlab-qa project.
-
 ## Adding or removing an HTTPS endpoint
 
 Update the
diff --git a/general/images/deployer-example.png b/general/images/deployer-example.png
deleted file mode 100644
index 43eeb783eb63383d2a3fe42f4d947a79e96b2d51..0000000000000000000000000000000000000000
Binary files a/general/images/deployer-example.png and /dev/null differ
diff --git a/runbooks/how-to-recover-from-canceled-pipeline.md b/runbooks/how-to-recover-from-canceled-pipeline.md
index da9413a6b99c9ddb053bf7f85c3a53db88e1402d..75551ecfa9c51c27c37e79a4be952617dfbec383 100644
--- a/runbooks/how-to-recover-from-canceled-pipeline.md
+++ b/runbooks/how-to-recover-from-canceled-pipeline.md
@@ -1,5 +1,7 @@
 # How to recover from a canceled coordinated pipeline?
 
+> NOTE: This should be resolved as of January 2022: <https://gitlab.com/gitlab-org/gitlab/-/issues/341561>
+
 With the current GitLab stable version - 14.3 at the moment of this guide - there's no
 straightforward way to restart a canceled coordinated pipeline. Canceling a multi-project pipeline,
 such as the coordinated pipeline, causes the [bridge jobs not to be initiated], recovering from this
@@ -11,7 +13,7 @@ situation is complicated and time consuming. Because of this, **it's strongly ad
 In the strange case the Release Manager requires to recover the coordinated pipeline, there are
 some steps they can follow depending on the scenario.
 
-### Continue with the deployments of the canceled pipelnie
+### Continue with the deployments of the canceled pipeline
 
 Bridge jobs, or deployment jobs, of a canceled coordinated pipeline are mark as `skipped`. 
 To initiate them Release Managers need to retry the previous job:  
diff --git a/runbooks/tagging-past-auto-deploy-branches.md b/runbooks/tagging-past-auto-deploy-branches.md
index 086d54990598273aa56538e312ab7f052caf92a0..ed5cdffed512730fddb4c18163c0f27cfcb00c29 100644
--- a/runbooks/tagging-past-auto-deploy-branches.md
+++ b/runbooks/tagging-past-auto-deploy-branches.md
@@ -1,9 +1,9 @@
 # Overview
 
-This document describes the procedure to block Auto-Deploy operations
+This document describes the procedure to lock Auto-Deploy operations
 on an older branch.
 
-# Blocking Auto-Deploy on a specific branch
+## Locking auto-deploy to a specific branch
 
 In a highly unstable production environment, a release manager may
 decide to stick with an old auto-deploy branch. This option is
@@ -53,17 +53,6 @@ If the instability is such that the release managers want to keep
 maximum control over the content of the builds, consider disabling
 [`auto_deploy:pick` schedule][auto_deploy:pick].
 
-#### Changing default deployment targets
-
-When a new auto-deploy package is ready, Omnibus will trigger a new
-deployment.  By default, the deployment triggers multiple environments
-(`gstg,gprd-CNY,gprd`).
-
-It is possible to alter this behavior by editing [the
-`AUTO_DEPLOY_ENVIRONMENT` variable][omnibus variables] on the dev
-instance. This option should not be taken lightly, as it's vital to
-validate packages on staging before a production rollout.
-
 ### Cleanup
 
 When the cause of the instability has been fixed, release managers
@@ -72,9 +61,6 @@ should resume normal operations.
 1. Activate [`auto_deploy:prepare` schedule][auto_deploy:prepare].
 1. Run [`auto_deploy:prepare` schedule][auto_deploy:prepare].
 1. **Optional** activate [`auto_deploy:pick` schedule][auto_deploy:pick].
-1. **Optional** restore [the `AUTO_DEPLOY_ENVIRONMENT`
-variable][omnibus variables] on the dev instance to
-`gstg,gprd-cny,gprd`.
 
 [auto_deploy:prepare]: https://ops.gitlab.net/gitlab-org/release/tools/-/pipeline_schedules/73/edit
 [auto_deploy:pick]: https://ops.gitlab.net/gitlab-org/release/tools/-/pipeline_schedules/72/edit