diff --git a/.github/actions/configure-docker/action.yml b/.github/actions/configure-docker/action.yml
index 6f89dc8bd04..074b47ce348 100644
--- a/.github/actions/configure-docker/action.yml
+++ b/.github/actions/configure-docker/action.yml
@@ -1,9 +1,22 @@
 name: 'Configure Docker'
 description: 'Set up Docker build driver and configure build cache args'
+inputs:
+  provider:
+    description: 'The cache provider to use'
+    required: false
+    default: 'gha'
 runs:
   using: 'composite'
   steps:
+    - name: Set up Docker Buildx for Warp cache
+      if: ${{ inputs.provider == 'warp' }}
+      uses: docker/setup-buildx-action@v4
+      with:
+        driver-opts: |
+          network=host
+
     - name: Set up Docker Buildx
+      if: ${{ inputs.provider != 'warp' }}
       uses: docker/setup-buildx-action@v4
 
     # This is required when using the gha cache backend with a manual docker buildx invocation.
@@ -23,13 +36,18 @@ runs:
     - name: Construct docker build cache args
       shell: bash
       run: |
+        cache_options="scope=${CONTAINER_NAME}"
+        if [[ "${{ inputs.provider }}" == "warp" ]]; then
+          cache_options="url=http://127.0.0.1:49160/,version=1,${cache_options}"
+        fi
+
         # Configure docker build cache backend
         # Always optimistically --cache‑from in case a cache blob exists
-        args=(--cache-from "type=gha,scope=${CONTAINER_NAME}")
+        args=(--cache-from "type=gha,${cache_options}")
 
         # Only add --cache-to when pushing to the default branch.
         if [[ ${{ github.event_name }} == "push" && ${{ github.ref_name }} == ${{ github.event.repository.default_branch }} ]]; then
-          args+=(--cache-to "type=gha,mode=max,ignore-error=true,scope=${CONTAINER_NAME}")
+          args+=(--cache-to "type=gha,mode=max,ignore-error=true,${cache_options}")
         fi
 
         # Always `--load` into docker images (needed when using the `docker-container` build driver).
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 8eaa68ab0e2..434b5e16718 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -363,6 +363,8 @@ jobs:
 
       - name: Configure Docker
         uses: ./.github/actions/configure-docker
+        with:
+          provider: ${{ needs.runners.outputs.provider }}
 
       - name: CI script
         run: ./ci/test_run_all.sh
@@ -557,6 +559,8 @@ jobs:
 
       - name: Configure Docker
         uses: ./.github/actions/configure-docker
+        with:
+          provider: ${{ matrix.provider || needs.runners.outputs.provider }}
 
       - name: Clear unnecessary files
         if: ${{ needs.runners.outputs.provider == 'gha' && true || false }} # Only needed on GHA runners
@@ -600,6 +604,8 @@ jobs:
 
       - name: Configure Docker
         uses: ./.github/actions/configure-docker
+        with:
+          provider: ${{ needs.runners.outputs.provider }}
 
       - name: CI script
         run: |