diff --git a/Jenkinsfile.release b/Jenkinsfile.release
new file mode 100644
index 000000000..d089a8c98
--- /dev/null
+++ b/Jenkinsfile.release
@@ -0,0 +1,267 @@
+#!groovy
+
+def dockerVersions = ['19.03.5', '18.09.9']
+def baseImages = ['alpine', 'debian']
+def pythonVersions = ['py27', 'py37']
+
+pipeline {
+    agent none
+
+    options {
+        skipDefaultCheckout(true)
+        buildDiscarder(logRotator(daysToKeepStr: '30'))
+        timeout(time: 2, unit: 'HOURS')
+        timestamps()
+    }
+
+    stages {
+        stage('Build test images') {
+            // TODO use declarative 1.5.0 `matrix` once available on CI
+            parallel {
+                stage('alpine') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        buildImage('alpine')
+                    }
+                }
+                stage('debian') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        buildImage('debian')
+                    }
+                }
+            }
+        }
+        stage('Test') {
+            steps {
+                // TODO use declarative 1.5.0 `matrix` once available on CI
+                script {
+                    def testMatrix = [:]
+                    baseImages.each { baseImage ->
+                      dockerVersions.each { dockerVersion ->
+                        pythonVersions.each { pythonVersion ->
+                          testMatrix["${baseImage}_${dockerVersion}_${pythonVersion}"] = runTests(dockerVersion, pythonVersion, baseImage)
+                        }
+                      }
+                    }
+
+                    parallel testMatrix
+                }
+            }
+        }
+        stage('Package') {
+            parallel {
+                stage('macosx binary') {
+                    agent {
+                        label 'mac-python'
+                    }
+                    steps {
+                        checkout scm
+                        sh 'script/setup/osx-ci'
+                        sh 'tox -e py27,py37 -- tests/unit'
+                        sh './script/build/osx'
+                        checksum("dist/docker-compose-Darwin-x86_64")
+                        checksum("dist/docker-compose-Darwin-x86_64.tgz")
+                        archiveArtifacts artifacts: 'dist/*', fingerprint: true
+                        dir("dist") {
+                            stash name: "bin-darwin"
+                        }
+                    }
+                }
+                stage('linux binary') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        checkout scm
+                        sh ' ./script/build/linux'
+                        checksum("dist/docker-compose-Linux-x86_64")
+                        archiveArtifacts artifacts: 'dist/*', fingerprint: true
+                        dir("dist") {
+                            stash name: "bin-linux"
+                        }
+                    }
+                }
+                stage('windows binary') {
+                    agent {
+                        label 'windows-python'
+                    }
+                    environment {
+                        PATH = "$PATH;C:\\Python37;C:\\Python37\\Scripts"
+                    }
+                    steps {
+                        checkout scm
+                        bat 'tox.exe -e py27,py37 -- tests/unit'
+                        powershell '.\\script\\build\\windows.ps1'
+                        checksum("dist/docker-compose-Windows-x86_64.exe")
+                        archiveArtifacts artifacts: 'dist/*', fingerprint: true
+                        dir("dist") {
+                            stash name: "bin-win"
+                        }
+                    }
+                }
+                stage('alpine image') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        buildRuntimeImage('alpine')
+                    }
+                }
+                stage('debian image') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        buildRuntimeImage('debian')
+                    }
+                }
+            }
+        }
+        stage('Release') {
+            when {
+                buildingTag()
+            }
+            parallel {
+                stage('Pushing images') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        pushRuntimeImage('alpine')
+                        pushRuntimeImage('debian')
+                    }
+                }
+                stage('Creating Github Release') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        checkout scm
+                        sh 'mkdir -p dist'
+                        dir("dist") {
+                            unstash "bin-darwin"
+                            unstash "bin-linux"
+                            unstash "bin-win"
+                            githubRelease("docker/compose")
+                        }
+                    }
+                }
+                stage('Publishing Python packages') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        checkout scm
+                        withCredentials([[$class: "FileBinding", credentialsId: 'pypirc-docker-dsg-cibot', variable: 'PYPIRC']]) {
+                            sh './script/release/python-package'
+                        }
+                        archiveArtifacts artifacts: 'dist/*', fingerprint: true
+                    }
+                }
+                stage('Publishing binaries to Bintray') {
+                    agent {
+                        label 'linux'
+                    }
+                    steps {
+                        checkout scm
+                        dir("dist") {
+                            unstash "bin-darwin"
+                            unstash "bin-linux"
+                            unstash "bin-win"
+                        }
+                        withCredentials([usernamePassword(credentialsId: 'bintray-docker-dsg-cibot', usernameVariable: 'BINTRAY_USER', passwordVariable: 'BINTRAY_TOKEN')]) {
+                            sh './script/release/push-binaries'
+                        }
+                    }
+                }
+            }
+        }
+    }
+}
+
+
+def buildImage(baseImage) {
+    def scmvar = checkout(scm)
+    def imageName = "dockerbuildbot/compose:${baseImage}-${scmvar.GIT_COMMIT}"
+    image = docker.image(imageName)
+
+    withDockerRegistry(credentialsId:'dockerbuildbot-index.docker.io') {
+        try {
+            image.pull()
+        } catch (Exception exc) {
+            ansiColor('xterm') {
+                sh """docker build -t ${imageName} \\
+                    --target build \\
+                    --build-arg BUILD_PLATFORM="${baseImage}" \\
+                    --build-arg GIT_COMMIT="${scmvar.GIT_COMMIT}" \\
+                    .\\
+                """
+                sh "docker push ${imageName}"
+            }
+            echo "${imageName}"
+            return imageName
+        }
+    }
+}
+
+def runTests(dockerVersion, pythonVersion, baseImage) {
+    return {
+        stage("python=${pythonVersion} docker=${dockerVersion} ${baseImage}") {
+            node("linux") {
+                def scmvar = checkout(scm)
+                def imageName = "dockerbuildbot/compose:${baseImage}-${scmvar.GIT_COMMIT}"
+                def storageDriver = sh(script: "docker info -f \'{{.Driver}}\'", returnStdout: true).trim()
+                echo "Using local system's storage driver: ${storageDriver}"
+                withDockerRegistry(credentialsId:'dockerbuildbot-index.docker.io') {
+                    sh """docker run \\
+                      -t \\
+                      --rm \\
+                      --privileged \\
+                      --volume="\$(pwd)/.git:/code/.git" \\
+                      --volume="/var/run/docker.sock:/var/run/docker.sock" \\
+                      -e "TAG=${imageName}" \\
+                      -e "STORAGE_DRIVER=${storageDriver}" \\
+                      -e "DOCKER_VERSIONS=${dockerVersion}" \\
+                      -e "BUILD_NUMBER=${env.BUILD_NUMBER}" \\
+                      -e "PY_TEST_VERSIONS=${pythonVersion}" \\
+                      --entrypoint="script/test/ci" \\
+                      ${imageName} \\
+                      --verbose
+                    """
+                }
+            }
+        }
+    }
+}
+
+def buildRuntimeImage(baseImage) {
+    scmvar = checkout scm
+    def imageName = "docker/compose:${baseImage}-${env.BRANCH_NAME}"
+    ansiColor('xterm') {
+        sh """docker build -t ${imageName} \\
+            --build-arg BUILD_PLATFORM="${baseImage}" \\
+            --build-arg GIT_COMMIT="${scmvar.GIT_COMMIT.take(7)}"
+        """
+    }
+    sh "mkdir -p dist"
+    sh "docker save ${imageName} -o dist/docker-compose-${baseImage}.tar"
+    stash name: "compose-${baseImage}", includes: "dist/docker-compose-${baseImage}.tar"
+}
+
+def pushRuntimeImage(baseImage) {
+    unstash "compose-${baseImage}"
+    sh 'echo -n "${DOCKERHUB_CREDS_PSW}" | docker login --username "${DOCKERHUB_CREDS_USR}" --password-stdin'
+    sh "docker load -i dist/docker-compose-${baseImage}.tar"
+    withDockerRegistry(credentialsId: 'dockerbuildbot-hub.docker.com') {
+        sh "docker push docker/compose:${baseImage}-${env.TAG_NAME}"
+        if (baseImage == "alpine" && env.TAG_NAME != null) {
+            sh "docker tag docker/compose:alpine-${env.TAG_NAME} docker/compose:${env.TAG_NAME}"
+            sh "docker push docker/compose:${env.TAG_NAME}"
+        }
+    }
+}