diff --git a/.github/workflows/build-docker.yml b/.github/workflows/build-docker.yml
index 0a7109d4a467..980cefccfb8b 100644
--- a/.github/workflows/build-docker.yml
+++ b/.github/workflows/build-docker.yml
@@ -17,12 +17,21 @@ on:
     paths:
       - .github/workflows/build-docker.yml
 
+env:
+  UV_BASE_IMG: ghcr.io/${{ github.repository_owner }}/uv
+
 jobs:
-  docker-publish:
-    name: Build Docker image (ghcr.io/astral-sh/uv)
+  docker-build:
+    name: Build Docker image (ghcr.io/${{ github.repository_owner }}/uv) for ${{ matrix.platform }}
     runs-on: ubuntu-latest
     environment:
       name: release
+    strategy:
+      fail-fast: false
+      matrix:
+        platform:
+          - linux/amd64
+          - linux/arm64
     steps:
       - uses: actions/checkout@v4
         with:
@@ -40,7 +49,7 @@ jobs:
         id: meta
         uses: docker/metadata-action@v5
         with:
-          images: ghcr.io/astral-sh/uv
+          images: ${{ env.UV_BASE_IMG }}
 
       - name: Check tag consistency
         if: ${{ inputs.plan != '' && !fromJson(inputs.plan).announcement_tag_is_implicit }}
@@ -55,14 +64,157 @@ jobs:
             echo "Releasing ${version}"
           fi
 
-      - name: "Build and push Docker image"
+      - name: Normalize Platform Pair (replace / with -)
+        run: |
+          platform=${{ matrix.platform }}
+          echo "PLATFORM_TUPLE=${platform//\//-}" >> $GITHUB_ENV
+
+      # Adapted from https://docs.docker.com/build/ci/github-actions/multi-platform/
+      - name: Build and push by digest
+        id: build
+        uses: docker/build-push-action@v6
+        with:
+          context: .
+          platforms: ${{ matrix.platform }}
+          cache-from: type=gha,scope=uv-${{ env.PLATFORM_TUPLE }}
+          cache-to: type=gha,mode=min,scope=uv-${{ env.PLATFORM_TUPLE }}
+          labels: ${{ steps.meta.outputs.labels }}
+          outputs: type=image,name=${{ env.UV_BASE_IMG }},push-by-digest=true,name-canonical=true,push=${{ inputs.plan != '' && !fromJson(inputs.plan).announcement_tag_is_implicit }}
+
+      - name: Export digests
+        run: |
+          mkdir -p /tmp/digests
+          digest="${{ steps.build.outputs.digest }}"
+          touch "/tmp/digests/${digest#sha256:}"
+
+      - name: Upload digests
+        uses: actions/upload-artifact@v4
+        with:
+          name: digests-${{ env.PLATFORM_TUPLE }}
+          path: /tmp/digests/*
+          if-no-files-found: error
+          retention-days: 1
+
+  docker-publish:
+    name: Publish Docker image (ghcr.io/${{ github.repository_owner }}/uv)
+    runs-on: ubuntu-latest
+    environment:
+      name: release
+    needs:
+      - docker-build
+    if: ${{ inputs.plan != '' && !fromJson(inputs.plan).announcement_tag_is_implicit }}
+    steps:
+      - name: Download digests
+        uses: actions/download-artifact@v4
+        with:
+          path: /tmp/digests
+          pattern: digests-*
+          merge-multiple: true
+
+      - uses: docker/setup-buildx-action@v3
+
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.UV_BASE_IMG }}
+
+      - uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      # Adapted from https://docs.docker.com/build/ci/github-actions/multi-platform/
+      - name: Create manifest list and push
+        working-directory: /tmp/digests
+        run: |
+          docker buildx imagetools create \
+            -t ${{ env.UV_BASE_IMG }}:latest \
+            -t ${{ env.UV_BASE_IMG }}:${{ (inputs.plan != '' && fromJson(inputs.plan).announcement_tag) || 'dry-run' }} \
+            $(printf '${{ env.UV_BASE_IMG }}@sha256:%s ' *)
+
+  docker-publish-extra:
+    name: Publish additional Docker image based on ${{ matrix.image-mapping }}
+    runs-on: ubuntu-latest
+    environment:
+      name: release
+    needs:
+      - docker-publish
+    if: ${{ inputs.plan != '' && !fromJson(inputs.plan).announcement_tag_is_implicit }}
+    strategy:
+      fail-fast: false
+      matrix:
+        image-mapping:
+          - alpine:3.20,alpine,alpine3.20
+          - debian:bookworm-slim,debian-slim,bookworm-slim
+          - buildpack-deps:bookworm,debian,bookworm
+          - python:3.12-alpine,python3.12-alpine
+          - python:3.11-alpine,python3.11-alpine
+          - python:3.10-alpine,python3.10-alpine
+          - python:3.9-alpine,python3.9-alpine
+          - python:3.8-alpine,python3.8-alpine
+          - python:3.12-bookworm,python3.12-bookworm
+          - python:3.11-bookworm,python3.11-bookworm
+          - python:3.10-bookworm,python3.10-bookworm
+          - python:3.9-bookworm,python3.9-bookworm
+          - python:3.8-bookworm,python3.8-bookworm
+          - python:3.12-slim-bookworm,python3.12-bookworm-slim
+          - python:3.11-slim-bookworm,python3.11-bookworm-slim
+          - python:3.10-slim-bookworm,python3.10-bookworm-slim
+          - python:3.9-slim-bookworm,python3.9-bookworm-slim
+          - python:3.8-slim-bookworm,python3.8-bookworm-slim
+    steps:
+      - uses: docker/setup-buildx-action@v3
+
+      - uses: docker/login-action@v3
+        with:
+          registry: ghcr.io
+          username: ${{ github.repository_owner }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Extract metadata (labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: ${{ env.UV_BASE_IMG }}
+
+      - name: Generate Dynamic Dockerfile anTags
+        shell: bash
+        run: |
+          set -euo pipefail
+
+          # Extract the image and tags from the matrix variable
+          IFS=',' read -r BASE_IMAGE TAGS <<< "${{ matrix.image-mapping }}"
+
+          # Generate Dockerfile content
+          cat <<EOF > Dockerfile
+          FROM ${BASE_IMAGE}
+          COPY --from=${{ env.UV_BASE_IMG }}:latest /uv /usr/local/bin/uv
+          COPY --from=${{ env.UV_BASE_IMG }}:latest /uvx /usr/local/bin/uvx
+          EOF
+
+          # Initialize a variable to store all tags
+          TAG_LIST=""
+          # Loop through all tags and append them to the TAG_LIST
+          IFS=','; for TAG in ${TAGS}; do
+            TAG_LIST="${TAG_LIST},${{ env.UV_BASE_IMG }}:${TAG},${{ env.UV_BASE_IMG }}:${{ (inputs.plan != '' && fromJson(inputs.plan).announcement_tag) || 'dry-run' }}-${TAG}"
+          done
+          # Remove the leading comma from TAG_LIST
+          TAG_LIST="${TAG_LIST:1}"
+
+          # Export tags
+          echo "IMAGE_REF=${BASE_IMAGE//:/-}" >> $GITHUB_ENV
+          echo "TAG_LIST=${TAG_LIST}" >> $GITHUB_ENV
+
+      - name: Build and push
         uses: docker/build-push-action@v6
         with:
           context: .
           platforms: linux/amd64,linux/arm64
-          # Reuse the builder
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-          push: ${{ inputs.plan != '' && !fromJson(inputs.plan).announcement_tag_is_implicit }}
-          tags: ghcr.io/astral-sh/uv:latest,ghcr.io/astral-sh/uv:${{ (inputs.plan != '' && fromJson(inputs.plan).announcement_tag) || 'dry-run' }}
+          # We do not really need to cache here as the Dockerfile is tiny
+          #cache-from: type=gha,scope=uv-${{ env.IMAGE_REF }}
+          #cache-to: type=gha,mode=min,scope=uv-${{ env.IMAGE_REF }}
+          push: true
+          tags: ${{ env.TAG_LIST }}
           labels: ${{ steps.meta.outputs.labels }}
diff --git a/Dockerfile b/Dockerfile
index f5b70045f2b6..2a4622296115 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM --platform=$BUILDPLATFORM ubuntu as build
+FROM --platform=$BUILDPLATFORM ubuntu AS build
 ENV HOME="/root"
 WORKDIR $HOME