diff --git a/.github/workflows/build_and_push_to_docker.yml b/.github/workflows/build_and_push_to_docker.yml
index c0dd1f2f..eebad46b 100644
--- a/.github/workflows/build_and_push_to_docker.yml
+++ b/.github/workflows/build_and_push_to_docker.yml
@@ -29,9 +29,9 @@ jobs:
 
     - uses: actions/checkout@v2
     - name: Set up QEMU
-      uses: docker/setup-qemu-action@v3.0.0
+      uses: docker/setup-qemu-action@v2.0.0
     - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v3.0.0
+      uses: docker/setup-buildx-action@v2.0.0
     - name: Build renku project python-based docker images
       id: build-image
       run: |
@@ -94,9 +94,9 @@ jobs:
 
     - uses: actions/checkout@v2
     - name: Set up QEMU
-      uses: docker/setup-qemu-action@v3.0.0
+      uses: docker/setup-qemu-action@v2.0.0
     - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v3.0.0
+      uses: docker/setup-buildx-action@v2.0.0
     - name: Build renku project python-based docker image extensions
       run: |
         if [[ ${{ github.ref }} == refs/tags* ]]; then
@@ -302,9 +302,9 @@ jobs:
 
     - uses: actions/checkout@v2
     - name: Set up QEMU
-      uses: docker/setup-qemu-action@v3.0.0
+      uses: docker/setup-qemu-action@v2.0.0
     - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v3.0.0
+      uses: docker/setup-buildx-action@v2.0.0
     - name: Build renku project python-based docker image for batch execution
       run: |
         if [[ ${{ github.ref }} == refs/tags* ]]; then
@@ -340,9 +340,9 @@ jobs:
 
     - uses: actions/checkout@v2
     - name: Set up QEMU
-      uses: docker/setup-qemu-action@v3.0.0
+      uses: docker/setup-qemu-action@v2.0.0
     - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v3.0.0
+      uses: docker/setup-buildx-action@v2.0.0
     - name: Build renku project julia docker image extensions
       id: build-image
       run: |
@@ -391,9 +391,9 @@ jobs:
 
     - uses: actions/checkout@v2
     - name: Set up QEMU
-      uses: docker/setup-qemu-action@v3.0.0
+      uses: docker/setup-qemu-action@v2.0.0
     - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v3.0.0
+      uses: docker/setup-buildx-action@v2.0.0
     - name: Build renku project rocker docker images
       id: build-image
       run: |
@@ -449,9 +449,9 @@ jobs:
 
     - uses: actions/checkout@v2
     - name: Set up QEMU
-      uses: docker/setup-qemu-action@v3.0.0
+      uses: docker/setup-qemu-action@v2.0.0
     - name: Set up Docker Buildx
-      uses: docker/setup-buildx-action@v3.0.0
+      uses: docker/setup-buildx-action@v2.0.0
     - name: Build renku project bioconductor docker images
       run: |
         if [[ ${{ github.ref }} == refs/tags* ]]; then