Hive provides an SQL-like interface to query and analyze large datasets stored in Hadoop Distributed File System (HDFS). It allows users familiar with SQL to write queries that get executed using MapReduce. The queries are converted into a series of MapReduce jobs for efficient analysis of large datasets distributed across clusters.