HBase is a NoSQL datastore built on HDFS, designed for high throughput and efficient random reads and writes, focusing on access patterns rather than traditional relational database structures. It provides various APIs including Java, REST, and Thrift for data manipulation and supports bulk loading and denormalized table structures. Effective schema design in HBase necessitates careful planning around row keys and access patterns to optimize performance.