What methods and tools were used to integrate different components or systems in the project?

The following methods and tools are often used to integrate various components or systems in Python projects:

• REST API: creating and consuming HTTP APIs for interaction between services.
• Message Brokers (e.g., RabbitMQ, Kafka): for asynchronous message exchange between components.
• gRPC: for high-performance communication between microservices.
• Python modules and packages: for logical separation and reuse of code within a project.
• Orchestration tools (e.g., Docker Compose, Kubernetes) for managing deployment and container communication.

Example of a simple REST API using Flask:

from flask import Flask, jsonify
app = Flask(__name__)

@app.route('/api/data')
def get_data():
    return jsonify({'key': 'value'})

if __name__ == '__main__':
    app.run()

This approach allows different components to communicate via HTTP, which is convenient for integrating various systems.