Docker Compose allows defining and running multi-container Docker applications. It allows defining services, their dependencies, and volumes in a YAML file. Some key features include centralized configuration, service discovery via an embedded DNS, and treating infrastructure as code. Common commands include `docker-compose up` to start services, `docker-compose build` to build images, and `docker-compose down` to stop services. It helps solve issues with running isolated containers and dependencies between containers.