Spring Batch is a robust Java framework for building scalable ETL pipelines, featuring chunk-based processing, restart capabilities, and job scheduling. It requires a database for tracking job execution state, facilitating monitoring and troubleshooting. The article covers job creation, step execution, metadata management, and custom processing components while emphasizing best practices for efficient batch processing.