Docker provides a lightweight container platform that allows applications to run isolated on the same host machine. It uses a layered image format and central repository called Docker Hub to distribute container images. Containers are more portable and faster to deploy than virtual machines, though they have some limitations around networking and security compared to VMs. Tools like Kubernetes help manage Docker containers in production environments.