Apache HBase is a wide-column NoSQL database built on Hadoop HDFS, purpose-built for storing and querying billions of sparse records with high write throughput. This guide covers the HBase data model, practical setup in Java and Python, how to design row keys that avoid hotspots, and a clear comparison against Cassandra and Cloud Bigtable to help you choose the right tool for your scale.