diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 8c03390..a0fac79 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,3 +1,10 @@
+include:
+  - project: tpo/tpa/ci-templates
+    file: [ dependency_proxy.yml ]
+    inputs: { namespace: tpo/anti-censorship }
+    rules:
+      - if: $CI_PROJECT_URL =~ /gitlab.torproject.org/
+
 stages:
   - test
   - deploy
@@ -9,6 +16,9 @@ variables:
   DEBIAN_OLD_STABLE: buster
   DEBIAN_STABLE: bullseye
   REPRODUCIBLE_FLAGS: -trimpath -ldflags=-buildid=
+  # Don't fail pulling images if dependency_proxy.yml is not included
+  DOCKER_REGISTRY_URL: "docker.io"
+
 
 # set up apt for automated use
 .apt-template: &apt-template
@@ -92,7 +102,7 @@ variables:
 # -- jobs ------------------------------------------------------------
 
 android:
-  image: containers.torproject.org/tpo/anti-censorship/duplicatedcontainerimages:golang-1.23-$DEBIAN_STABLE
+  image: ${DOCKER_REGISTRY_URL}/golang:1.23-$DEBIAN_STABLE
   variables:
     ANDROID_HOME: /usr/lib/android-sdk
     LANG: C.UTF-8
@@ -143,28 +153,28 @@ android:
     - gomobile bind -v -target=android $REPRODUCIBLE_FLAGS .
 
 go-1.21:
-  image: containers.torproject.org/tpo/anti-censorship/duplicatedcontainerimages:golang-1.21-$DEBIAN_STABLE
+  image: ${DOCKER_REGISTRY_URL}/golang:1.21-$DEBIAN_STABLE
   <<: *golang-docker-debian-template
   <<: *test-template
   script:
     - *go-test
 
 go-1.23:
-  image: containers.torproject.org/tpo/anti-censorship/duplicatedcontainerimages:golang-1.23-$DEBIAN_STABLE
+  image: ${DOCKER_REGISTRY_URL}/golang:1.23-$DEBIAN_STABLE
   <<: *golang-docker-debian-template
   <<: *test-template
   script:
     - *go-test
 
 debian-testing:
-  image: debian:testing
+  image: containers.torproject.org/tpo/tpa/base-images/debian:testing
   <<: *debian-native-template
   <<: *test-template
   script:
     - *go-test
 
 shadow-integration:
-  image: containers.torproject.org/tpo/anti-censorship/duplicatedcontainerimages:golang-1.21-$DEBIAN_STABLE
+  image: ${DOCKER_REGISTRY_URL}/golang:1.21-$DEBIAN_STABLE
   variables:
     SHADOW_VERSION: "193924aae0dab30ffda0abe29467f552949849fa"
     TGEN_VERSION: "v1.1.2"
@@ -253,7 +263,7 @@ shadow-integration:
 
 generate_tarball:
   stage: deploy
-  image: golang:1.21-$DEBIAN_STABLE
+  image: ${DOCKER_REGISTRY_URL}/golang:1.21-$DEBIAN_STABLE
   rules:
     - if: $CI_COMMIT_TAG
   script:
@@ -323,7 +333,7 @@ merge-manifests:
     - job: build-container
       artifacts: false
   image:
-      name: containers.torproject.org/tpo/anti-censorship/duplicatedcontainerimages:mplatform-manifest-tool-alpine
+      name: ${DOCKER_REGISTRY_URL}/mplatform/manifest-tool:alpine
       entrypoint: [""]
   script:
     - if [ $CI_COMMIT_REF_NAME == "main" ]; then export TAG='nightly'; fi