diff --git a/.gitignore b/.gitignore
index 29d28271a..b60317da2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -34,3 +34,8 @@ _testmain.go
 *.exe
 *.test
 *.prof
+
+# Generated keys
+*.pem
+*.key
+*.crt
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 000000000..6e3955d45
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,10 @@
+FROM golang:alpine3.6
+
+RUN mkdir /build
+
+WORKDIR /build
+
+RUN apk --update --no-cache add openssl bash git && \
+    go get github.com/constabulary/gb/...
+
+CMD ["bash", "docker/build.sh"]
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 000000000..4d2be3730
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,211 @@
+version: "3.4"
+services:
+  monolith:
+    container_name: dendrite_monolith
+    hostname: monolith
+    entrypoint: ["bash", "./docker/services/monolith.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    networks:
+      - internal
+    depends_on:
+      - postgres
+    ports:
+      - "8008:8008"
+      - "8448:8448"
+
+  client_api_proxy:
+    container_name: dendrite_client_api_proxy
+    hostname: client_api_proxy
+    entrypoint: ["bash", "./docker/services/client-api-proxy.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    networks:
+      - internal
+    depends_on:
+      - postgres
+      - sync_api
+      - client_api
+      - media_api
+      - public_rooms_api
+    ports:
+      - "8008:8008"
+
+  client_api:
+    container_name: dendrite_client_api
+    hostname: client_api
+    entrypoint: ["bash", "./docker/services/client-api.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    depends_on:
+      - postgres
+      - room_server
+    networks:
+      - internal
+    ports:
+      - 7771
+
+  media_api:
+    container_name: dendrite_media_api
+    hostname: media_api
+    entrypoint: ["bash", "./docker/services/media-api.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    depends_on:
+      - postgres
+    networks:
+      - internal
+    ports:
+      - 7774
+
+  public_rooms_api:
+    container_name: dendrite_public_rooms_api
+    hostname: public_rooms_api
+    entrypoint: ["bash", "./docker/services/public-rooms-api.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    depends_on:
+      - postgres
+    networks:
+      - internal
+    ports:
+      - 7775
+
+  sync_api:
+    container_name: dendrite_sync_api
+    hostname: sync_api
+    entrypoint: ["bash", "./docker/services/sync-api.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    depends_on:
+      - postgres
+    networks:
+      - internal
+    ports:
+      - 7773
+
+  room_server:
+    container_name: dendrite_room_server
+    hostname: room_server
+    entrypoint: ["bash", "./docker/services/room-server.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    depends_on:
+      - postgres
+    networks:
+      - internal
+    ports:
+      - 7770
+
+  federation_api_proxy:
+    container_name: dendrite_federation_api_proxy
+    hostname: federation_api_proxy
+    entrypoint: ["bash", "./docker/services/federation-api-proxy.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    depends_on:
+      - postgres
+      - federation_api
+      - federation_sender
+      - media_api
+    networks:
+      - internal
+    ports:
+      - "8448:8448"
+
+  federation_api:
+    container_name: dendrite_federation_api
+    hostname: federation_api
+    entrypoint: ["bash", "./docker/services/federation-api.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    depends_on:
+      - postgres
+    networks:
+      - internal
+    ports:
+      - 7772
+
+  federation_sender:
+    container_name: dendrite_federation_sender
+    hostname: federation_sender
+    entrypoint: ["bash", "./docker/services/federation-sender.sh"]
+    build: ./
+    volumes:
+      - type: bind
+        source: ./
+        target: /build
+    depends_on:
+      - postgres
+    networks:
+      - internal
+    ports:
+      - 7776
+
+  postgres:
+    container_name: dendrite_postgres
+    hostname: postgres
+    build: ./docker/postgres
+    restart: always
+    environment:
+      POSTGRES_PASSWORD: itsasecret
+      POSTGRES_USER: dendrite
+    ports:
+      - 5432
+    networks:
+      - internal
+
+  zookeeper:
+    container_name: dendrite_zk
+    hostname: zookeeper
+    image: zookeeper
+    ports:
+      - 2181
+    networks:
+      - internal
+
+  kafka:
+    container_name: dendrite_kafka
+    hostname: kafka
+    image: wurstmeister/kafka
+    environment:
+      KAFKA_ADVERTISED_HOST_NAME: "kafka"
+      KAFKA_DELETE_TOPIC_ENABLE: "true"
+      KAFKA_ZOOKEEPER_CONNECT: "zookeeper:2181"
+    depends_on:
+      - zookeeper
+    ports:
+      - 9092
+    networks:
+      - internal
+
+networks:
+  internal:
+    attachable: true
diff --git a/docker/build.sh b/docker/build.sh
new file mode 100644
index 000000000..a478c867c
--- /dev/null
+++ b/docker/build.sh
@@ -0,0 +1,18 @@
+#!/bin/bash
+
+gb build
+
+# Generate the keys if they don't already exist.
+if [ ! -f server.key ] || [ ! -f server.crt ] || [ ! -f matrix_key.pem ]; then
+    echo "Generating keys ..."
+
+    rm -f server.key server.crt matrix_key.pem
+
+    test -f server.key || openssl req -x509 -newkey rsa:4096 \
+                        -keyout server.key \
+                        -out server.crt \
+                        -days 3650 -nodes \
+                        -subj /CN=localhost 
+
+    test -f matrix_key.pem || /build/bin/generate-keys -private-key matrix_key.pem
+fi
diff --git a/docker/postgres/Dockerfile b/docker/postgres/Dockerfile
new file mode 100644
index 000000000..84588199a
--- /dev/null
+++ b/docker/postgres/Dockerfile
@@ -0,0 +1,3 @@
+FROM postgres:9.5
+
+COPY ./create_db.sh   /docker-entrypoint-initdb.d/20-create_db.sh
diff --git a/docker/postgres/create_db.sh b/docker/postgres/create_db.sh
new file mode 100644
index 000000000..56f6540ec
--- /dev/null
+++ b/docker/postgres/create_db.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+for db in account device mediaapi syncapi roomserver serverkey federationsender publicroomsapi naffka; do
+    createdb -O dendrite dendrite_$db
+done
diff --git a/docker/services/client-api-proxy.sh b/docker/services/client-api-proxy.sh
new file mode 100644
index 000000000..931f7abbc
--- /dev/null
+++ b/docker/services/client-api-proxy.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/client-api-proxy --bind-address ":8008" \
+    --client-api-server-url "http://client_api:7771" \
+    --sync-api-server-url "http://sync_api:7773" \
+    --media-api-server-url "http://media_api:7774" \
+    --public-rooms-api-server-url "http://public_rooms_api:7775" \
diff --git a/docker/services/client-api.sh b/docker/services/client-api.sh
new file mode 100644
index 000000000..8dc822421
--- /dev/null
+++ b/docker/services/client-api.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/dendrite-client-api-server --config=dendrite.yaml
diff --git a/docker/services/federation-api-proxy.sh b/docker/services/federation-api-proxy.sh
new file mode 100644
index 000000000..6ea75c95a
--- /dev/null
+++ b/docker/services/federation-api-proxy.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/federation-api-proxy --bind-address ":8448" \
+    --federation-api-url "http://federation_api_server:7772" \
+    --media-api-server-url "http://media_api:7774" \
diff --git a/docker/services/federation-api.sh b/docker/services/federation-api.sh
new file mode 100644
index 000000000..807a7cf83
--- /dev/null
+++ b/docker/services/federation-api.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/dendrite-federation-api-server --config dendrite.yaml
diff --git a/docker/services/federation-sender.sh b/docker/services/federation-sender.sh
new file mode 100644
index 000000000..ea116ef3c
--- /dev/null
+++ b/docker/services/federation-sender.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/dendrite-federation-sender-server --config dendrite.yaml
diff --git a/docker/services/media-api.sh b/docker/services/media-api.sh
new file mode 100644
index 000000000..876b3aa8d
--- /dev/null
+++ b/docker/services/media-api.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/dendrite-media-api-server --config dendrite.yaml
diff --git a/docker/services/monolith.sh b/docker/services/monolith.sh
new file mode 100644
index 000000000..a038728b4
--- /dev/null
+++ b/docker/services/monolith.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/dendrite-monolith-server --tls-cert=server.crt --tls-key=server.key
diff --git a/docker/services/public-rooms-api.sh b/docker/services/public-rooms-api.sh
new file mode 100644
index 000000000..652afcfec
--- /dev/null
+++ b/docker/services/public-rooms-api.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/dendrite-public-rooms-api-server --config dendrite.yaml
diff --git a/docker/services/room-server.sh b/docker/services/room-server.sh
new file mode 100644
index 000000000..473b5f5d3
--- /dev/null
+++ b/docker/services/room-server.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/dendrite-room-server --config=dendrite.yaml
diff --git a/docker/services/sync-api.sh b/docker/services/sync-api.sh
new file mode 100644
index 000000000..ac6433fa5
--- /dev/null
+++ b/docker/services/sync-api.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+
+bash ./docker/build.sh
+
+./bin/dendrite-sync-api-server --config=dendrite.yaml