diff --git a/docs/guides/integration/gitlab.md b/docs/guides/integration/gitlab.md
index c1cf935220104..26f19bace0d6a 100644
--- a/docs/guides/integration/gitlab.md
+++ b/docs/guides/integration/gitlab.md
@@ -14,12 +14,10 @@ variables:
 stages:
   - analysis
 
-UV:
+uv:
   stage: analysis
-  image:
-    name: ghcr.io/astral-sh/uv:$UV_VERSION-python$PYTHON_VERSION-$BASE_LAYER
-  script: >
-    cd $CI_PROJECT_DIR
+  image: ghcr.io/astral-sh/uv:$UV_VERSION-python$PYTHON_VERSION-$BASE_LAYER
+  script:
     # your `uv` commands
 ```
 
@@ -28,18 +26,18 @@ UV:
 Persisting the uv cache between workflow runs can improve performance.
 
 ```yaml
-UV Install:
+uv-install:
   variables:
-    UV_CACHE_DIR: /tmp/.uv-cache
+    UV_CACHE_DIR: .uv-cache
   cache:
     - key:
         files:
           - uv.lock
       paths:
         - $UV_CACHE_DIR
-  steps: >
-    # Your uv commands
-    run: uv cache prune --ci
+  script:
+    # Your `uv` commands
+    - uv cache prune --ci
 ```
 
 See the [GitLab caching documentation](https://docs.gitlab.com/ee/ci/caching/) for more details on