diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..9ae48bf
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,12 @@
+FROM python:3.9.2-slim as build
+COPY . /app
+WORKDIR /app
+RUN python setup.py install
+
+FROM python:3.9.2-alpine3.13
+COPY --from=build /usr/local/lib/python3.9/site-packages /usr/local/lib/python3.9/site-packages
+
+RUN pip3 install gunicorn
+
+ENTRYPOINT ["gunicorn"]
+CMD ["overseer:app", "--bind", "0.0.0.0:5000", "--threads=4"]
diff --git a/MANIFEST.in b/MANIFEST.in
index 7285a76..c8741f6 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,4 +1,4 @@
-include src/overseer/static/*
-include src/overseer/templates/*
-include src/overseer/api/*
-include src/overseer/api/v1/*
+recursive-include src/overseer/api *.py
+recursive-include src/overseer/static *
+recursive-include src/overseer/resources *
+recursive-include src/overseer/templates *
diff --git a/README.md b/README.md
index e2c59be..23359c3 100644
--- a/README.md
+++ b/README.md
@@ -3,6 +3,15 @@
 ## Description
 Overseer is a port scanning web interface. All current and historical results are stored in a database.
 
+## Running
+```
+# Be sure image is built
+docker-compose build
+
+# Run compose in background. Service accessible via localhost:5000
+docker-compose up -d
+```
+
 ## Developing
 
 ### Server
@@ -30,13 +39,6 @@ You must run these commands from the `./src/overseer_client/` directory:
 yarn build
 ```
 
-## Running
-
-Ideally from a virtual env:
-```
-overseer run
-```
-
 # Notes
 In a production environment, it would be ideal to setup something like nginx to properly forward
 the `/api/*` routes to the Flask server, and all other endpoints to the static client resources.
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..e4701e3
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,8 @@
+---
+services:
+  overseer:
+    ports:
+      - '5000:5000'
+    build: .
+    volumes:
+      - .:/app
diff --git a/setup.py b/setup.py
index b770e04..964390d 100644
--- a/setup.py
+++ b/setup.py
@@ -11,9 +11,9 @@ setup(
     include_package_data=True,
     entry_points={"console_scripts": ["overseer = overseer:cli"]},
     install_requires=[
-        "Flask",
         "flask_socketio",
         "sqlalchemy",
+        "Flask",
     ],
     extras_require={"dev": ["pre-commit", "black", "flake8", "pytest"]},
 )