Containers provide a solution for consistent software execution across different environments by packaging applications and their dependencies. Types of containers include application containers for microservices, system containers for running multiple applications, Docker containers for ease of management, and Kubernetes pods for orchestration. The evolution of containers has significantly enhanced software development workflows.