Containers provide lightweight isolation of applications and their dependencies. Docker allows users to package applications into images and run them as containers on local machines or remote servers. Key Docker concepts include images, containers, volumes, registries, and tools like Docker CLI, Compose, and Machine. Containers help solve issues like dependency conflicts, running applications across different environments, and isolating multiple instances of services.