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diff --git a/doc/ci/examples/code_quality.md b/doc/ci/examples/code_quality.md
index 43f773dab7c..69bad6b4c25 100644
--- a/doc/ci/examples/code_quality.md
+++ b/doc/ci/examples/code_quality.md
@@ -14,7 +14,7 @@ This example shows how to run Code Quality on your code by using GitLab CI/CD
and Docker.
First, you need GitLab Runner with
-[docker-in-docker executor](../docker/using_docker_build.md#use-docker-in-docker-executor).
+[docker-in-docker executor](../docker/using_docker_build.md#use-docker-in-docker-workflow-with-docker-executor).
Once you set up the Runner, include the CodeQuality template in your CI config:
@@ -34,6 +34,12 @@ For [GitLab Starter][ee] users, this information will be automatically
extracted and shown right in the merge request widget.
[Learn more on Code Quality in merge requests](../../user/project/merge_requests/code_quality.md).
+CAUTION: **Caution:**
+On self-managed instances, if a malicious actor compromises the Code Quality job
+definition they will be able to execute privileged docker commands on the Runner
+host. Having proper access control policies mitigates this attack vector by
+allowing access only to trusted actors.
+
## Previous job definitions
CAUTION: **Caution:**