Docker Compose for Python Applications: A Comprehensive Guide
Last Updated :
26 Apr, 2024
In the domain of present day software development, Python has arisen as a powerhouse language, leaned toward for its simplicity, readability, and flexibility. With Python, developers can make a wide cluster of uses, from web services and APIs to data handling pipelines and AI models. Notwithstanding, conveying and overseeing Python applications across different conditions can introduce difficulties, especially with regards to ensuring consistency and reproducibility.
Enter Docker Compose, an instrument that smoothes out the containerization cycle for multi-container Docker applications. Docker Compose improves on the orchestration of interconnected services, giving designers a clear method for defining, running, and managing complex application models, for Python developers, Docker Compose offers a strong tool compartment for containerizing their applications, ensuring portability, versatility, and simplicity of deployment.
In this comprehensive guide, we'll explore the collaboration between Docker Compose and Python applications. We'll begin by setting out the basis with an outline of essential terminologies connected with Docker and Docker Compose, laying out a typical comprehension of key concepts. From that point, we'll leave on a step-by-step journey, directing you through the most common way of containerizing Python applications utilizing Docker Compose, complete with useful guides to show each step en route.
Whether you're a carefully prepared Python developer hoping to smooth out your deployment work processes or a newbie anxious to saddle the force of containerization, this guide has something for you. Toward the finish of our journey, you'll have the knowledge and tools to confidently use Docker Compose for containerizing your Python applications, opening additional opportunities for efficiency, versatility, and reliability in your software projects. Thus, how about we take a dive and explore the universe of Docker Compose for Python applications together?
Primary Terminologies
Service:
- With regards to Docker Compose, a help refers to a Docker container instance defined by the services part of a docker-compose.yml record. Each help addresses a part or microservice of the application, like a web server, database, or informing line.
Image:
- A Docker image is a perused just layout that contains the directions for making a Docker container. Images are built from Dockerfiles, which indicate the conditions and configuration needed to make the container. Images are put away in libraries and can be shared and reused across various conditions.
Docker:
- Docker is a platform that empowers developers to package, convey, and run applications inside containers. Containers give a lightweight, isolated climate that epitomizes an application and its conditions, ensuring consistency and compactness across various conditions.
Docker Compose:
- Docker Compose is a tool for defining and managing multi-container Docker applications, it utilizes a YAML configuration file to indicate the services, network, and volumes expected for an application, allowing developers to define complex application architectures and manage them as a single unit.
Step-by-Step Process To Deploy Python Application In Docker Compose
Step 1: Launch an Instance
- Go to the AWS console and log in with credentials or create an account
- Now launch an EC2 instance

Now connect with terminal

Step 2: Install Docker
- Install docker by using following commands
sudo yum -y install docker

- Now start and enable docker by using following commands
sudo systemctl start docker
sudo systemctl enable docker
sudo systemctl status docker

Step 3: Install docker-compose
Now install docker compose by using following commands
sudo curl -L https://github.com/docker/compose/releases/download/1.22.0/docker-compose-$(uname -s)-$(uname -m) -o /usr/local/bin/docker-compose
Now change permissions to docker-compose by using following commands
sudo chmod +x /usr/local/bin/docker-compose
+x means we are giving execution permissions only to docker-compose.

Step 4: Create Dockerfile
Now we are creating dockerfile inside this dockerfile we are defining our python application
FROM amazonlinux:latest
# Update packages and install necessary dependencies
RUN yum update -y && \
yum install -y git python3-pip
# Clone the repository
RUN git clone https://github.com/Sada-Siva-Reddy07/fish.git /fish
# Set the working directory
WORKDIR /fish
# Install Python dependencies
RUN pip3 install -r requirements.txt
# Expose port 2000 (if required)
EXPOSE 2000
# Specify the command to run the Python application
CMD ["python3", "./app.py"]
Here is the git repository link you can clone from my git repository if you want
"https://github.com/Sada-Siva-Reddy07/fish.git".

Step 5: Create Docker-compose file
version: '3.3'
services:
python_app:
build:
context: .
dockerfile: Dockerfile
ports:
- "2000:2000"

Step 6: Build docker Image
- Now build docker image by using following command
docker-compose build



- We can check docker images by using following command
docker-compose images

Step-7: Run the Docker-compose up
Now run the docker-compose up command to run the containers
docker-compose up

Step 7: Verify
Now copy and browse public ip along with port number

Conclusion
Containerization with Docker Compose offers Python developers a strong solution for smoothing out application deployment and management work processes. All through this guide, we've explored the essential ideas of Docker and Docker Compose, giving a strong groundwork to understanding how they cooperate to really containerize Python applications, by utilizing Docker Compose, Python developers can package their applications and dependencies into convenient, lightweight containers, ensuring consistency and reproducibility across various conditions. Docker Compose improves on the orchestration out of multi-container applications, allowing developers to define complex structures and manage them as a single unit utilizing a YAML configuration file.
Through a step by step process, we've shown how to containerize Python applications utilizing Docker Compose, from define Dockerfiles and docker-compose.yml records to building and running containers. Commonsense models have outlined each step, giving involved insight to readers to track. As Python keeps on being a predominant power in software development, Docker Compose offers an important tool compartment for Python designers trying to upgrade their deployment work processes, by containerizing Python applications with Docker Compose, developers can accomplish more prominent efficiency, adaptability, and unwavering quality, while ensuring their applications are exceptional to fulfill the needs of present day software conditions.
Similar Reads
Docker Compose Tool To Run aMulti Container Applications
The article talks about how to run multi-container applications using a single command. Docker Compose is a tool for defining and running multi-container Docker applications. With Compose, you can configure a file (YAML file) to configure your docker containers. Then Once you configured the Yaml fil
8 min read
Docker Compose for Node.js Applications
Docker Compose is a powerful tool that facilitates managing multi-container Docker applications. While developing Node.js applications, it usually gets to a point where you need to interact with services such as a database, message broker, or cache system. Manually handling these services can be qui
6 min read
Docker Compose For Java Applications: Simplifying Deployment
Docker is an open-source platform for developers and sysadmins to build, ship, and run distributed applications. If we want to define and run more than one container then we should go for docker compose. We have to configure multiple container environments in a single file so that it simplifies the
8 min read
Docker Compose for PHP Applications: Best Practices
In the domain of web development, PHP provides the service as a widely utilized scripting language in being part of websites web applications, and APIs. It is embedded in HTML and is executed on the server side. It produces the dynamic web page content helping manage the dependencies, configurations
8 min read
Containerizing Applications with Docker Compose: Step-by-Step Tutorial
In the present quickly developing scene of software development and deployment, containerization has arisen as a unique advantage. It offers a solution for the perpetual test of ensuring consistency in software conditions across different phases of the development lifecycle and different sending tar
7 min read
How to Configure Memory Limits in Docker Compose: A Comprehensive Guide
When you run Docker-contained applications, there is a need for the proper management of resource allocation to allow for stability and performance. Docker Compose is a tool for defining and running multi-container Docker applications. Through it, one can define resource constraints, such as memory
6 min read
Building and Managing .NET Applications with Docker Compose
Modern software development involves putting together applications from a variety of services that have to collaborate. For .NET developers, this can be really complex if everything is done in the development environment. Docker Compose provides an easy way for developers to define and manage multi-
5 min read
30 Days of Docker: A Complete Guide For Beginners
Docker is one of the most powerful tools that has enhanced the way we develop, ship, and run applications. In 30 days, learn Docker from being a novice to a pro-level Docker professional, whether you've just started your first steps with Docker or want to extend your Docker knowledge. By the end of
15+ min read
Managing Dependencies in Dockerized Applications
Docker uses a daemon service with root privileges to run an application or a Dockerfile in an isolated environment. Dockerfile can have a lot of dependencies in it, and managing those is an important part in creating a docker image to be used by anyone in any environment. In this article, we will le
3 min read
How to Run GUI Based Applications inside Docker?
A Docker Container is an isolated application platform that contains everything needed to run an application built from one or more images. Docker is an Open Source project that provides an open platform to run any number of applications inside a container according to your requirements and you can
7 min read