diff --git a/.ci/azure-pipelines-package.yml b/.ci/azure-pipelines-package.yml
index d8319f021..fd5a2a6e9 100644
--- a/.ci/azure-pipelines-package.yml
+++ b/.ci/azure-pipelines-package.yml
@@ -1,6 +1,6 @@
 jobs:
-- job: Package
-  displayName: 'Package'
+- job: BuildPackage
+  displayName: 'Build Packages'
 
   strategy:
     matrix:
@@ -45,6 +45,53 @@ jobs:
       contents: '**'
       targetFolder: '/srv/repository/incoming/azure/$(Build.BuildNumber)/$(BuildConfiguration)'
 
+- job: BuildDocker
+  displayName: 'Build Docker'
+
+  pool:
+    vmImage: 'ubuntu-latest'
+
+  steps:
+  - script: 'docker build -f deployment/Dockerfile.docker -t jellyfin-web-unstable .'
+    displayName: 'Build Dockerfile (unstable)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/heads/package')
+
+  - script: 'docker build -f deployment/Dockerfile.docker -t jellyfin-web-stable .'
+    displayName: 'Build Dockerfile (stable)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/tags')
+
+  - script: 'docker push "jellyfin-web-unstable":"$(Build.BuildNumber)-all"'
+    displayName: 'Push Docker image (unstable)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/heads/package')
+
+  - script: 'docker push "jellyfin-web-stable":"$( sed "s|^refs/tags/v||g" <<<"$(Build.SourceBranch)" )-all"'
+    displayName: 'Push Docker image (stable)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/tags')
+
+  - script: 'docker manifest create --amend "jellyfin-web-unstable":"$(Build.BuildNumber)" "jellyfin-web-unstable":"$(Build.BuildNumber)"'
+    displayName: 'Create Docker manifest (unstable)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/heads/package')
+
+  - script: 'docker manifest create --amend "jellyfin-web-stable":"$( sed "s|^refs/tags/v||g" <<<"$(Build.SourceBranch)" )" "jellyfin-web-stable":"$( sed "s|^refs/tags/v||g" <<<"$(Build.SourceBranch)" )-all"'
+    displayName: 'Create Docker manifest (stable, versioned)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/tags')
+
+  - script: 'docker manifest create --amend "jellyfin-web-stable":"latest" "jellyfin-web-stable":"$( sed "s|^refs/tags/v||g" <<<"$(Build.SourceBranch)" )-all"'
+    displayName: 'Create Docker manifest (stable, latest)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/tags')
+
+  - script: 'docker manifest push --purge "jellyfin-web-unstable":"$(Build.BuildNumber)"'
+    displayName: 'Push Docker manifest (unstable)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/heads/package')
+
+  - script: 'docker manifest push --purge "jellyfin-web-stable":"$( sed "s|^refs/tags/v||g" <<<"$(Build.SourceBranch)" )"'
+    displayName: 'Push Docker manifest (stable, versioned)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/tags')
+
+  - script: 'docker manifest push --purge "jellyfin-web-stable":"latest"'
+    displayName: 'Push Docker manifest (stable, latest)'
+    condition: startsWith(variables['Build.SourceBranch'], 'refs/tags')
+
 - job: Collect
   displayName: 'Collect Artifacts'
 
diff --git a/deployment/Dockerfile.docker b/deployment/Dockerfile.docker
new file mode 100644
index 000000000..e0d0e4210
--- /dev/null
+++ b/deployment/Dockerfile.docker
@@ -0,0 +1,11 @@
+FROM node:alpine
+
+ARG SOURCE_DIR=/src
+ARG ARTIFACT_DIR=/jellyfin-web
+
+RUN apk add autoconf g++ make libpng-dev gifsicle alpine-sdk automake libtool make gcc musl-dev nasm python
+
+WORKDIR ${SOURCE_DIR}/
+COPY . .
+
+RUN yarn install && mv dist ${ARTIFACT_DIR}