The Kolla Project aims to deploy OpenStack services using Docker containers to reduce complexity. Using containers packages services with their dependencies, making deployment and management easier. Kubernetes can orchestrate containers at scale across hosts, while Atomic provides a lightweight container-hosting environment with security, isolation, and portability across systems.