diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..1758b37
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,3 @@
+/venv
+Dockerfile
+docker-compose-build.yml
\ No newline at end of file
diff --git a/.github/workflows/build-publish-docker-image.yml b/.github/workflows/build-publish-docker-image.yml
new file mode 100644
index 0000000..6186136
--- /dev/null
+++ b/.github/workflows/build-publish-docker-image.yml
@@ -0,0 +1,37 @@
+name: Build and Publish Docker Image
+
+on:
+  push:
+    branches:
+      - '**'
+
+jobs:
+  build-and-publish-main:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      packages: write
+    steps:
+      - name: Check Out Repository
+        uses: actions/checkout@v2
+
+      - name: Setup Docker buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Log in to GitHub Container Registry
+        uses: docker/login-action@v1
+        with:
+          registry: ghcr.io
+          username: ${{ github.actor }}
+          password: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Build and push
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          push: true
+          tags: |
+            ghcr.io/${{ github.repository_owner }}/clip-api-service:latest
+            ghcr.io/${{ github.repository_owner }}/clip-api-service:${{ github.sha }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..16e5083
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,13 @@
+FROM python:3.11-slim
+LABEL authors="sushka0 <barabum@duck.com>, BentoML Authors <contact@bentoml.com>"
+
+RUN apt update -y
+RUN apt-get install gcc python3-dev -y
+
+COPY . .
+
+RUN pip install .
+
+ENV MODEL_NAME=ViT-B-16:openai
+
+ENTRYPOINT clip-api-service serve --model-name=${MODEL_NAME}
\ No newline at end of file
diff --git a/README.md b/README.md
index 3f36b99..16deb86 100644
--- a/README.md
+++ b/README.md
@@ -31,6 +31,24 @@ Your service is now running! Interact with it via the Swagger UI at `localhost:3
 
 Or try this tutorial in Google Colab: [CLIP demo](https://colab.research.google.com/github/bentoml/CLIP-API-service/blob/main/example/clip_demo.ipynb).
 
+## 🐳 Start using Docker Compose 🐳
+Also, you can start your CLIP-API using docker-compose by running these commands one-by-one:
+```bash
+git clone https://github.com/bentoml/CLIP-API-service
+cd CLIP-API-service
+docker compose -f docker-compose-build.yml up -d  # or docker-compose ...
+```
+
+Your service is now running! Interact with it via the Swagger UI at `localhost:3000`
+
+_You can set another CLIP model inside `docker-compose-build.yml` file:_
+```yaml
+...
+    environment:
+      - MODEL_NAME=ViT-B-32:openai
+...
+```
+
 ## 🎯 Use cases 🎯
 Harness the capabilities of the CLIP API service across a range of applications:
 
diff --git a/docker-compose-build.yml b/docker-compose-build.yml
new file mode 100644
index 0000000..4115bd0
--- /dev/null
+++ b/docker-compose-build.yml
@@ -0,0 +1,11 @@
+version: 'v1'
+
+services:
+  clip-api:
+    build:
+      .
+    ports:
+      - "3000:3000"
+    restart: unless-stopped
+    environment:
+      - MODEL_NAME=ViT-B-32:openai
\ No newline at end of file
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..30a1441
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,10 @@
+version: 'v1'
+
+services:
+  clip-api:
+    image: ghcr.io/bentoml/clip-api-service:latest
+    ports:
+      - "3000:3000"
+    restart: unless-stopped
+    environment:
+      - MODEL_NAME=ViT-B-32:openai
\ No newline at end of file