Depending on the client the data flow from the query works differently. In case of using Hive CLI, you access the HDFS directly to get the data, and Hive Metastore for table metadata. In case of HiveServer2 client (ex Beeline CLI) all data transmission happens through HiveServer2. HiveServer2 is recommended from security and scalability perspective. ... View more