Using Docker Compose can simplify PHP development by managing dependencies and environment setup. The process includes creating a `docker-compose.yml` file and possibly a `Dockerfile` for more complex scenarios. The post also covers installing PHP extensions and Composer packages, as well as integrating additional services like PostgreSQL and Redis.