diff --git a/.circleci/config.yml b/.circleci/config.yml
index 9429e81..1c63839 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -69,7 +69,15 @@ jobs:
       - image: docker:20.10.11-dind
     steps:
       - checkout
+      - restore_cache:
+          keys:
+            -v1-{{ checksum "dangerzone-converter/Dockerfile" }}-{{ checksum "dangerzone-converter/dangerzone.py" }}-{{ checksum "dangerzone-converter/document-to-pixels" }}-{{ checksum "dangerzone-converter/pixels-to-pdf" }}
       - setup_remote_docker
+      - run:
+          name: Load Dangerzone image into docker, if we restored it from cache
+          command: |
+            set +o pipefail
+            gunzip --stdout /caches/dangerzone-converter.tar | docker load | true
       - run:
           name: Build Dangerzone image
           command: |