Docker allows developers to package applications with dependencies into containers that can run on any infrastructure. Containers provide more efficient isolation than virtual machines by sharing the host operating system kernel. Hadoop can be run on Docker containers for quick and portable deployment across environments without inconsistencies. Some challenges of running Hadoop on Docker include choosing a container manager, configuring storage, networking, ensuring software compatibility, and managing maintenance tasks.