HBase is a NoSQL database that stores data in labeled tables with rows containing a sortable key and an arbitrary number of columns. It provides scalability, automatic failover, distributed regions, integration with Hadoop/HDFS, and APIs for access. HBase is suitable for large datasets, variable schemas, and key-based access without complex queries.