diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 0dd0518..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,18 +0,0 @@
-sudo: true
-dist: xenial
-language: minimal
-services:
-  - docker
-addons:
-  apt:
-    packages:
-      - docker-ce
-deploy:
-  - provider: script
-    script: bash deploy.sh
-    on:
-      branch: master
-  - provider: script
-    script: bash deploy.sh
-    on:
-      branch: develop
\ No newline at end of file
diff --git a/Jenkinsfile b/Jenkinsfile
new file mode 100644
index 0000000..85ad7f0
--- /dev/null
+++ b/Jenkinsfile
@@ -0,0 +1,111 @@
+pipeline {
+    agent none
+    environment {
+        REPOSITORY = "boerderij/varken"
+    }
+    stages {
+        stage('Flake8') {
+            agent { label 'amd64'}
+            steps {
+                sh '''
+                    python3 -m venv venv && venv/bin/pip install flake8 && venv/bin/python -m flake8 --max-line-length 120 *.py varken/*.py
+                    rm -rf venv/
+                '''
+            }
+        }
+        stage('Docker Builds') {
+            parallel {
+                stage('amd64') {
+                    when {
+                        anyOf {
+                            branch 'master'
+                            branch 'develop'
+                        }
+                    }
+                    agent { label 'amd64'}
+                    steps {
+                        script {
+                            if (BRANCH_NAME == 'master') {
+                                def tag = sh(returnStdout: true, script: 'grep -i version varken/__init__.py | cut -d" " -f3 | tr -d \\"').trim()
+                                def image = docker.build("${REPOSITORY}:${tag}-amd64")
+                                image.push()
+                                
+                            } else if (BRANCH_NAME == 'develop') {
+                                def image = docker.build("${REPOSITORY}:develop-amd64")
+                                image.push()
+                            }
+                        }
+                    }
+                }
+                stage('ARMv6') {
+                    when {
+                        anyOf {
+                            branch 'master'
+                            branch 'develop'
+                        }
+                    }
+                    agent { label 'arm64'}
+                    steps {
+                        script {
+                            if (BRANCH_NAME == 'master') {
+                                def tag = sh(returnStdout: true, script: 'grep -i version varken/__init__.py | cut -d" " -f3 | tr -d \\"').trim()
+                                def image = docker.build("${REPOSITORY}:${tag}-arm", "-f Dockerfile.arm .")
+                                image.push()
+                            } else if (BRANCH_NAME == 'develop') {
+                                def image = docker.build("${REPOSITORY}:develop-arm", "-f Dockerfile.arm .")
+                                image.push()
+                            }
+                        }
+                    }
+                }
+                stage('ARM64v8') {
+                    when {
+                        anyOf {
+                            branch 'master'
+                            branch 'develop'
+                        }
+                    }
+                    agent { label 'arm64'}
+                    steps {
+                        script {
+                            if (BRANCH_NAME == 'master') {
+                                def tag = sh(returnStdout: true, script: 'grep -i version varken/__init__.py | cut -d" " -f3 | tr -d \\"').trim()
+                                def image = docker.build("${REPOSITORY}:${tag}-arm64", "-f Dockerfile.arm64 .")
+                                image.push()
+                            } else if (BRANCH_NAME == 'develop') {
+                                def image = docker.build("${REPOSITORY}:develop-arm64", "-f Dockerfile.arm64 .")
+                                image.push()
+                            }
+                        }
+                    }
+                }
+            }
+        }
+        stage('Docker Manifest Build') {
+            when {
+                anyOf {
+                    branch 'master'
+                    branch 'develop'
+                }
+            }
+            agent { label 'amd64'}
+            steps {
+                script {
+                    if (BRANCH_NAME == 'master') {
+                        def tag = sh(returnStdout: true, script: 'grep -i version varken/__init__.py | cut -d" " -f3 | tr -d \\"').trim()
+                        sh(script: "docker manifest create ${REPOSITORY}:${tag} ${REPOSITORY}:${tag}-amd64 ${REPOSITORY}:${tag}-arm64 ${REPOSITORY}:${tag}-arm")
+                        sh(script: "docker manifest inspect ${REPOSITORY}:${tag}")
+                        sh(script: "docker manifest push -p ${REPOSITORY}:${tag}")
+                        sh(script: "docker manifest create ${REPOSITORY}:latest ${REPOSITORY}:${tag}-amd64 ${REPOSITORY}:${tag}-arm64 ${REPOSITORY}:${tag}-arm")
+                        sh(script: "docker manifest inspect ${REPOSITORY}:latest")
+                        sh(script: "docker manifest push -p ${REPOSITORY}:latest")
+                    } else if (BRANCH_NAME == 'develop') {
+                        sh(script: "docker manifest create ${REPOSITORY}:develop ${REPOSITORY}:develop-amd64 ${REPOSITORY}:develop-arm64 ${REPOSITORY}:develop-arm")
+                        sh(script: "docker manifest inspect ${REPOSITORY}:develop")
+                        sh(script: "docker manifest push -p ${REPOSITORY}:develop")
+                    }
+                }
+            }
+        }
+    }
+}
diff --git a/deploy.sh b/deploy.sh
deleted file mode 100644
index d2feb82..0000000
--- a/deploy.sh
+++ /dev/null
@@ -1,79 +0,0 @@
-#!/usr/bin/env bash
-# Travis-ci convenience environment vars used:
-# TRAVIS_BRANCH | branch name
-# $TRAVIS_REPO_SLUG | organization/project (GitHub Capitalization)
-# Travis-ci manual environment vars used:
-# GITHUB_USER | github username
-# GITHUB_TOKEN | $GITHUB_USER's token
-# DOCKER_USER | docker username
-# DOCKER_PASSWORD | $DOCKER_USER's password
-
-VERSION="$(grep -i version varken/__init__.py | cut -d' ' -f3 | tr -d \")"
-
-# Set branch to latest if master, else keep the same
-if [[ "$TRAVIS_BRANCH" == "master" ]]; then
-    BRANCH="latest"
-else
-    BRANCH="$TRAVIS_BRANCH"
-fi
-
-# get the docker lowercase variant of the repo_name
-REPOSITORY="$(echo $TRAVIS_REPO_SLUG | tr '[:upper:]' '[:lower:]')"
-
-# Docker experimental config
-echo '{"experimental":true}' | sudo tee /etc/docker/daemon.json
-[[ -d ~/.docker ]] || mkdir ~/.docker
-[[ -f ~/.docker/config.json ]] || touch ~/.docker/config.json
-echo '{"experimental":"enabled"}' | sudo tee ~/.docker/config.json
-sudo service docker restart
-
-# Auth
-echo "$DOCKER_PASSWORD" | docker login -u "$DOCKER_USER" --password-stdin
-
-# Prepare QEMU for ARM builds
-docker run --rm --privileged multiarch/qemu-user-static:register --reset
-bash prebuild.sh
-chmod +x qemu-aarch64-static qemu-arm-static
-
-# Set tag based off of branch
-if [[ "$BRANCH" == "latest" ]]; then
-    TAG="$VERSION"
-else
-    TAG="$BRANCH"
-fi
-
-# AMDx64
-docker build -t "${REPOSITORY}:${TAG}-amd64" . && \
-docker push "${REPOSITORY}:${TAG}-amd64"
-
-# Create Initial Manifests
-docker manifest create "${REPOSITORY}:${TAG}" "${REPOSITORY}:${TAG}-amd64"
-if [[ "$BRANCH" == "latest" ]]; then
-    docker manifest create "${REPOSITORY}:${BRANCH}" "${REPOSITORY}:${TAG}-amd64"
-fi
-
-# ARM variants
-for i in $(ls *arm*); do
-    ARCH="$(echo ${i} | cut -d. -f2)"
-    docker build -f "Dockerfile.${ARCH}" -t "${REPOSITORY}:${TAG}-${ARCH}" . && \
-    docker push "${REPOSITORY}:${TAG}-${ARCH}"
-    # Add variant to manifest
-    docker manifest create -a "${REPOSITORY}:${TAG}" "${REPOSITORY}:${TAG}-${ARCH}"
-    if [[ "$BRANCH" == "latest" ]]; then
-        docker manifest create -a "${REPOSITORY}:${BRANCH}" "${REPOSITORY}:${TAG}-${ARCH}"
-    fi
-done
-
-docker manifest inspect "${REPOSITORY}:${TAG}" && \
-docker manifest push "${REPOSITORY}:${TAG}"
-if [[ "$BRANCH" == "latest" ]]; then
-    docker manifest inspect "${REPOSITORY}:${BRANCH}" && \
-    docker manifest push "${REPOSITORY}:${BRANCH}"
-fi
-
-# Git tags
-if [[ "$BRANCH" == "latest" ]]; then
-    git remote set-url origin "https://${GITHUB_USER}:${GITHUB_TOKEN}@github.com/${REPOSITORY}.git" && \
-    git tag "${VERSION}" && \
-    git push --tags
-fi
\ No newline at end of file
diff --git a/prebuild.sh b/prebuild.sh
deleted file mode 100644
index 8d12fd7..0000000
--- a/prebuild.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/usr/bin/env bash
-wget -q "https://github.com/multiarch/qemu-user-static/releases/download/v3.1.0-2/qemu-aarch64-static"
-wget -q "https://github.com/multiarch/qemu-user-static/releases/download/v3.1.0-2/qemu-arm-static"
\ No newline at end of file