diff --git a/.dockerignore b/.dockerignore
deleted file mode 100644
index c6a42acb..00000000
--- a/.dockerignore
+++ /dev/null
@@ -1,12 +0,0 @@
-*.egg*
-*.py[cod]
-.coverage
-.testrepository/
-.tox/
-.venv/
-AUTHORS
-ChangeLog
-build/
-cover/
-dist
-.git/
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..cb98c97e
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,43 @@
+# Copyright (c) 2019 Red Hat, Inc.
+# Copyright (c) 2020 OpenStack Foundation
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+# implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+FROM opendevorg/python-builder as builder
+
+COPY . /tmp/src
+RUN /tmp/src/tools/install-js-tools.sh
+RUN assemble
+
+RUN cd /tmp/src && yarn install
+
+# Refstack's docs are built and then hosted by refstack UI
+RUN python -m venv /tmp/venv \
+  && /tmp/venv/bin/pip install beautifulsoup4 docutils \
+  && /tmp/venv/bin/python /tmp/src/tools/convert-docs.py -o /tmp/src/refstack-ui/app/components/about/templates /tmp/src/doc/source/*.rst \
+  && rm -rf /tmp/venv
+
+FROM opendevorg/python-base as refstack
+
+COPY --from=builder /output/ /output
+COPY --from=builder /tmp/src/refstack-ui/app/ /refstack-ui/app
+COPY --from=builder /tmp/src/docker/entrypoint.sh /usr/bin/entrypoint
+# TODO this should be fixed probably through proper js packaging
+RUN rm /refstack-ui/app/assets/lib
+COPY --from=builder /tmp/src/node_modules/@bower_components/ /refstack-ui/app/assets/lib
+RUN /output/install-from-bindep \
+  && rm -rf /output
+
+ENTRYPOINT ["/usr/bin/entrypoint"]
+CMD ["pecan", "serve", "/usr/local/lib/python3.7/site-packages/refstack/api/config.py"]
diff --git a/docker-compose.yaml b/docker-compose.yaml
new file mode 100644
index 00000000..4fdcead3
--- /dev/null
+++ b/docker-compose.yaml
@@ -0,0 +1,25 @@
+# Version 2 is the latest that is supported by docker-compose in
+# Ubuntu Xenial.
+version: '2'
+
+services:
+  mariadb:
+    image: docker.io/library/mariadb:10.4
+    restart: always
+    environment:
+      MYSQL_ROOT_PASSWORD: "secret"
+      MYSQL_DATABASE: "refstack"
+      MYSQL_USER: "refstack"
+      MYSQL_PASSWORD: "refstack"
+  refstack-api:
+    depends_on:
+      - mariadb
+    image: opendevorg/refstack:latest
+    restart: always
+    ports:
+      - "8000:8000"
+    volumes:
+      # These paths must be fully rooted apparently. Update them to your
+      # repo location.
+      - /home/clark/src/openstack/refstack/docker/refstack.conf:/etc/refstack.conf
+      - /home/clark/src/openstack/refstack/docker/config.json:/refstack-ui/app/config.json
diff --git a/docker/Dockerfile b/docker/Dockerfile
deleted file mode 100644
index fa79874b..00000000
--- a/docker/Dockerfile
+++ /dev/null
@@ -1,49 +0,0 @@
-FROM ubuntu:16.04
-EXPOSE 443
-
-ENV DEBIAN_FRONTEND noninteractive
-ENV PYTHONPATH=/home/dev/refstack \
-    SQL_DIR=/home/dev/mysql
-ENV REFSTACK_MYSQL_URL="mysql+pymysql://root@localhost/refstack?unix_socket=${SQL_DIR}/mysql.socket&charset=utf8"
-
-ADD /docker/scripts/* /usr/bin/
-ADD . /refstack
-
-RUN apt update -y \
- && apt upgrade -y
-
-RUN apt install -y curl \
-                   sudo \
- && groupadd dev \
- && useradd -g dev -s /bin/bash -d /home/dev -m dev \
- && ( umask 226 && echo "dev ALL=(ALL) NOPASSWD:ALL" > /etc/sudoers.d/50_dev ) \
- && curl -sL https://deb.nodesource.com/setup_8.x -o /tmp/setup_8.x.sh \
- && sudo bash /tmp/setup_8.x.sh \
- && apt install -y git \
-                   libffi-dev \
-                   libmysqlclient-dev \
-                   mysql-client \
-                   mysql-server \
-                   nginx \
-                   nodejs \
-                   python-dev \
-                   python-pip \
-                   python3-dev \
-                   sudo \
-                   vim \
-                   wget \
- && rm -rf /var/lib/apt/lists/* \
- && rm -rf /var/lib/mysql/* \
- && rm -rf /etc/nginx/sites-enabled/default \
- && npm install -g yarn \
- && pip install virtualenv tox httpie
-
-USER dev
-
-RUN echo "cd /home/dev/refstack" >> /home/dev/.bashrc \
- && echo "alias activate='source /home/dev/refstack/.venv/bin/activate'" >> /home/dev/.bashrc \
- && echo "alias mysql='mysql --no-defaults -S ${SQL_DIR}/mysql.socket'" >> /home/dev/.bashrc \
- && start.sh \
- && api-init-db
-
-CMD start.sh -s
diff --git a/docker/config.json b/docker/config.json
new file mode 100644
index 00000000..f38461b1
--- /dev/null
+++ b/docker/config.json
@@ -0,0 +1 @@
+{"refstackApiUrl": "http://127.0.0.1:8000/v1"}
diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh
new file mode 100755
index 00000000..a701d07e
--- /dev/null
+++ b/docker/entrypoint.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+set -e
+refstack-manage upgrade --revision head
+$@
diff --git a/docker/refstack.conf b/docker/refstack.conf
new file mode 100644
index 00000000..5ec86067
--- /dev/null
+++ b/docker/refstack.conf
@@ -0,0 +1,16 @@
+[DEFAULT]
+debug = true
+verbose = true
+ui_url = http://127.0.0.1:8000
+
+[api]
+static_root = /refstack-ui/app
+template_path = /refstack-ui/app
+app_dev_mode = true
+api_url = http://127.0.0.1:8000
+
+[database]
+connection = "mysql+pymysql://refstack:refstack@mariadb/refstack?charset=utf8"
+
+[osid]
+openstack_openid_endpoint = https://172.17.42.1:8443/accounts/openid2
diff --git a/docker/scripts/api-db-version b/docker/scripts/api-db-version
deleted file mode 100755
index b1d919d3..00000000
--- a/docker/scripts/api-db-version
+++ /dev/null
@@ -1,2 +0,0 @@
-#!/bin/bash
-/home/dev/refstack/.venv/bin/python /home/dev/refstack/bin/refstack-manage --log-file /dev/null version 2>/dev/null
diff --git a/docker/scripts/api-init-db b/docker/scripts/api-init-db
deleted file mode 100755
index f269f8d0..00000000
--- a/docker/scripts/api-init-db
+++ /dev/null
@@ -1,7 +0,0 @@
-#!/bin/bash
-[[ ${DEBUG_MODE} ]] && set -x
-mysql --no-defaults -S ${SQL_DIR}/mysql.socket -e 'CREATE DATABASE refstack;'
-mysql --no-defaults -S ${SQL_DIR}/mysql.socket -e 'set @@global.show_compatibility_56=ON;'
-
-cd /home/dev/refstack
-.venv/bin/python bin/refstack-manage upgrade --revision head
diff --git a/docker/scripts/api-sync b/docker/scripts/api-sync
deleted file mode 100755
index e4b27658..00000000
--- a/docker/scripts/api-sync
+++ /dev/null
@@ -1,5 +0,0 @@
-#!/bin/bash
-[[ ${DEBUG_MODE} ]] && set -x
-echo "Syncing project files..."
-rsync -avr /refstack /home/dev --exclude-from '/refstack/.gitignore' > /dev/null && \
-echo "Done!"
\ No newline at end of file
diff --git a/docker/scripts/api-up b/docker/scripts/api-up
deleted file mode 100755
index 8fb700f5..00000000
--- a/docker/scripts/api-up
+++ /dev/null
@@ -1,5 +0,0 @@
-#!/bin/bash
-[[ ${DEBUG_MODE} ]] && set -x
-api-sync
-cd /home/dev/refstack
-.venv/bin/pecan serve refstack/api/config.py
diff --git a/docker/scripts/start.sh b/docker/scripts/start.sh
deleted file mode 100755
index e2a515ff..00000000
--- a/docker/scripts/start.sh
+++ /dev/null
@@ -1,78 +0,0 @@
-#!/bin/bash
-
-wait_for_line () {
-    while read line; do
-        echo "$line" | grep -q "$1" && break
-    done < "$2"
-    # Read the fifo for ever otherwise process would block
-    cat "$2" >/dev/null &
-}
-
-build_tmpl () {
-    TEMPLATE="$1"
-    TARGET="$2"
-    cat ${TEMPLATE} | \
-    while read LINE; do
-        NEWLINE=$(eval echo ${LINE})
-        [[ ! -z "$NEWLINE" ]] && echo ${NEWLINE}
-    done > ${TARGET}
-}
-
-start_mysql () {
-    # Start MySQL process for tests
-    [ ! -d ${SQL_DIR} ] && mkdir ${SQL_DIR}
-    sudo chown dev:dev ${SQL_DIR}
-    rm -rf ${SQL_DIR}/out && mkfifo ${SQL_DIR}/out
-    rm -rf ${SQL_DIR}/mysql.socket
-    # On systems like Fedora here's where mysqld can be found
-    PATH=$PATH:/usr/libexec
-    mysqld --no-defaults --datadir=${SQL_DIR} --pid-file=${SQL_DIR}/mysql.pid \
-        --socket=${SQL_DIR}/mysql.socket --skip-networking \
-        --skip-grant-tables &> ${SQL_DIR}/out &
-    # Wait for MySQL to start listening to connections
-    wait_for_line "mysqld: ready for connections." ${SQL_DIR}/out
-}
-
-build_refstack_env () {
-    api-sync
-    cd /home/dev/refstack
-    [ ! -d .venv ] && virtualenv .venv
-    .venv/bin/pip install -r requirements.txt
-    #Install some dev tools
-    .venv/bin/pip install pymysql httpie
-    cd /home/dev/refstack
-    yarn
-
-    build_tmpl /refstack/docker/templates/config.json.tmpl /home/dev/refstack/refstack-ui/app/config.json
-    build_tmpl /refstack/docker/templates/refstack.conf.tmpl /home/dev/refstack.conf
-    sudo cp /home/dev/refstack.conf /etc
-}
-
-start_nginx () {
-    [ ! -d /etc/nginx/certificates ] && sudo mkdir /etc/nginx/certificates
-    sudo cp /refstack/docker/nginx/refstack_dev.key /etc/nginx/certificates
-    sudo cp /refstack/docker/nginx/refstack_dev.crt /etc/nginx/certificates
-    sudo cp /refstack/docker/nginx/refstack-site.conf /etc/nginx/sites-enabled/
-    sudo nginx
-}
-
-while getopts ":s" opt; do
-    case ${opt} in
-        s) SLEEP=true;;
-    esac
-done
-
-[[ ${DEBUG_MODE} ]] && set -x
-
-touch /tmp/is-not-ready
-
-start_mysql
-start_nginx
-build_refstack_env
-
-rm -rf /tmp/is-not-ready
-
-if [[ ${SLEEP} ]]; then
-    set +x
-    sleep 1024d
-fi
diff --git a/docker/templates/config.json.tmpl b/docker/templates/config.json.tmpl
deleted file mode 100644
index c16d9ad3..00000000
--- a/docker/templates/config.json.tmpl
+++ /dev/null
@@ -1 +0,0 @@
-{\\"refstackApiUrl\\": \\"https://${REFSTACK_HOST:-127.0.0.1}/v1\\"}
diff --git a/docker/templates/refstack.conf.tmpl b/docker/templates/refstack.conf.tmpl
deleted file mode 100644
index f29d30a7..00000000
--- a/docker/templates/refstack.conf.tmpl
+++ /dev/null
@@ -1,16 +0,0 @@
-[DEFAULT]
-debug = true
-verbose = true
-ui_url = https://${REFSTACK_HOST:-127.0.0.1}
-
-[api]
-static_root = /home/dev/refstack/refstack-ui/app
-template_path = /home/dev/refstack/refstack-ui/app
-app_dev_mode = true
-api_url = https://${REFSTACK_HOST:-127.0.0.1}
-
-[database]
-connection = ${REFSTACK_MYSQL_URL}
-
-[osid]
-openstack_openid_endpoint = https://172.17.42.1:8443/accounts/openid2
diff --git a/run-in-docker b/run-in-docker
deleted file mode 100755
index 8bb154df..00000000
--- a/run-in-docker
+++ /dev/null
@@ -1,153 +0,0 @@
-#!/bin/bash
-TAG=$(BRANCH=$(git status -bs| grep "##" | awk '{print $2}'); echo ${BRANCH##*/})
-IMAGE="refstack:${TAG}"
-CONTAINER="refstack_${TAG}"
-PROJ_DIR=$(git rev-parse --show-toplevel)
-
-function usage () {
-set +x
-echo "Usage: $0 [OPTIONS] [COMMAND]"
-echo "Build '${IMAGE}' image if it is does not exist."
-echo "Run '${CONTAINER}' container and execute COMMAND in it."
-echo "Default COMMAND is 'api-up'"
-echo "If container '${CONTAINER}' exists (running or stopped) it will be reused."
-echo "If you want to get access to your local RefStack not only from localhost, "
-echo "please specify public RefStack host:port in env[REFSTACK_HOST]."
-echo "You can customize RefStack API config by editing docker/refstack.conf.tmpl."
-echo "It is bash template. You can use \${SOME_ENV_VARIABLE} in it."
-echo "Default is 127.0.0.1:443"
-echo ""
-echo "  -r    Force delete '${CONTAINER}' container and run it again."
-echo "        Main usecase for it - updating config from templates"
-echo "  -b    Force delete '${IMAGE}' image and build it again"
-echo "        Main usecase for it - force build new python/js env"
-echo "  -i    Run container with isolated MySQL data."
-echo "        By default MySQL data stores in refstack_data_DATA-BASE-REVISON container"
-echo "        It reuses if such container exists. If you want to drop DB data, just execute"
-echo "        sudo docker rm refstack_data_DATA-BASE-REVISON"
-echo "  -d    Turn on debug information"
-echo "  -h    Print this usage message"
-echo ""
-echo ""
-echo "Using examples:"
-echo ""
-echo "Run RefStack API:"
-echo "$ ./run-in-docker"
-echo ""
-echo "Run RefStack API by hands:"
-echo "$ ./run-in-docker bash"
-echo "$ activate"
-echo "$ pecan serve refstack/api/config.py"
-echo ""
-echo "Open shell in container:"
-echo "$ ./run-in-docker bash"
-echo ""
-echo "Open mysql console in container:"
-echo "$ ./run-in-docker bash"
-echo "$ mysql"
-}
-
-build_image () {
-sudo docker rm -f ${CONTAINER}
-PREV_ID=$(sudo docker images refstack | grep ${TAG} | awk '{print $3}')
-echo "Try to build ${IMAGE} image"
-sudo docker build -t ${IMAGE} -f ${PROJ_DIR}/docker/Dockerfile ${PROJ_DIR} || exit $?
-NEW_ID=$(sudo docker images refstack | grep ${TAG} | awk '{print $3}')
-if [[ ${PREV_ID} ]] && [[ ! ${PREV_ID} == ${NEW_ID} ]]; then
-    sudo docker rmi -f ${PREV_ID} && echo "Previous image removed"
-fi
-}
-
-wait_ready() {
-while true; do
-    echo "Wait while container is not ready"
-    sudo docker exec ${CONTAINER} [ ! -e /tmp/is-not-ready ] && \
-        echo "Container ${CONTAINER} is running!" && break
-    sleep 1
-done
-}
-
-run_container (){
-echo "Stop all other refstack containers"
-for id in $(sudo docker ps -q); do
-    NAME=$(sudo docker inspect --format='{{.Name}}' $id)
-    if [[ ${NAME} == /refstack_* ]] && [[ ! ${NAME} == "/${CONTAINER}" ]]; then
-        echo "Stopped container ${NAME}" && sudo docker stop $id
-    fi
-done
-if [[ $(sudo docker ps -a | grep "${CONTAINER}") ]]; then
-    echo "Container ${CONTAINER} exists it is reused"
-    sudo docker start ${CONTAINER}
-    wait_ready
-else
-    echo "Try to run container ${CONTAINER}"
-    sudo docker run -d \
-        -e REFSTACK_HOST=${REFSTACK_HOST:-127.0.0.1} \
-        -e DEBUG_MODE=${DEBUG_MODE} \
-        -v ${PROJ_DIR}:/refstack:ro -p 443:443 --name ${CONTAINER} \
-        ${IMAGE} start.sh -s
-    wait_ready
-    if [[ ! ${ISOLATED_DB} ]]; then
-        DB_VERSION=$(sudo docker exec -it ${CONTAINER} api-db-version)
-        DB_CONTAINER=refstack_data_${DB_VERSION::-1}
-        sudo docker rm -f ${CONTAINER}
-        if [[ ! $(sudo docker ps -a | grep "${DB_CONTAINER}") ]]; then
-            sudo docker run -v /home/dev/mysql --name ${DB_CONTAINER} ubuntu /bin/true
-            echo "Container with mysql data ${DB_CONTAINER} created"
-            sudo docker run -d \
-                -e REFSTACK_HOST=${REFSTACK_HOST:-127.0.0.1} \
-                -e DEBUG_MODE=${DEBUG_MODE} \
-                -v ${PROJ_DIR}:/refstack:ro --volumes-from ${DB_CONTAINER} -p 443:443 \
-                --name ${CONTAINER} ${IMAGE}
-            wait_ready
-            sudo docker exec ${CONTAINER} api-init-db
-            echo "DB init done"
-        else
-            sudo docker run -d \
-                -e REFSTACK_HOST=${REFSTACK_HOST:-127.0.0.1} \
-                -e DEBUG_MODE=${DEBUG_MODE} \
-                -v ${PROJ_DIR}:/refstack:ro --volumes-from ${DB_CONTAINER} -p 443:443 \
-                --name ${CONTAINER} ${IMAGE}
-            echo "Container with mysql data ${DB_CONTAINER} attached to ${CONTAINER}"
-            wait_ready
-        fi
-
-
-    fi
-fi
-}
-
-COMMAND=""
-while [[ $1 ]]
-do
-    case "$1" in
-        -h) usage
-            exit 0;;
-        -r) echo "Try to remove old ${CONTAINER} container"
-            sudo docker rm -f ${CONTAINER}
-            shift;;
-        -i) echo "Run container with isolated MySQL data."
-            echo "By default MySQL data stores in refstack_data_[DATA-BASE-REVISON] container"
-            echo "It reuses if such container exists. If you want to drop DB data, just execute"
-            echo "sudo docker rm ${DB_CONTAINER}"
-            ISOLATED_DB=true
-            shift;;
-        -b) FORCE_BUILD=true
-            shift;;
-        -d) DEBUG_MODE=true
-            shift;;
-        *) COMMAND="${COMMAND} $1"
-           shift;;
-    esac
-done
-
-[[ ${DEBUG_MODE} ]] && set -x
-
-#Build proper image if it does not exist of force rebuild fired
-if [[ ${FORCE_BUILD} ]] || [[ ! $(sudo docker images refstack | grep ${TAG}) ]]; then
-    build_image
-fi
-#Run or start(if it exists) proper container
-[[ ! $(sudo docker ps | grep ${CONTAINER}) ]] && run_container
-
-sudo docker exec -it ${CONTAINER} ${COMMAND:-api-up}