Step-by-Step Guide: Hive Integration with HBase
Step-by-Step Guide to Hive Integration with HBase
Hive integration with HBase allows users to query and manipulate data stored in HBase tables using Hive's SQL-like interface. This integration bridges the gap between Hive's analytical capabilities and HBase's real-time, low-latency data access.
HBase is a NoSQL database for real-time read/write of large datasets.
Hive provides an SQL-like interface for querying large datasets.
Integration allows you to query HBase data using HiveQL.
Apache Hive and Apache HBase installed
Hadoop and HDFS configured
HBase and Hive services running
Hive should have hive-hbase-handler JAR in its classpath
Add the following properties to hive-site.xml:
<property>
<name>hive.hbase.table.default.storage.type</name>
<value>hbase</value>
</property>
<property>
<name>hive.zookeeper.quorum</name>
<value>localhost</value>
</property>
Ensure hbase-site.xml is placed in Hive’s conf directory.
Use the HBase shell:
hbase shell
create 'employees', 'info'
put 'employees','1','info:name','John'
put 'employees','1','info:salary','5000'
Use the HBase storage handler in Hive:
CREATE EXTERNAL TABLE hbase_employees(
key STRING,
name STRING,
salary STRING
)
STORED BY 'org.apache.hadoop.hive.hbase.HBaseStorageHandler'
WITH SERDEPROPERTIES (
"hbase.columns.mapping" = ":key,info:name,info:salary"
)
TBLPROPERTIES("hbase.table.name" = "employees");
SELECT * FROM hbase_employees;
Output Example:
| key | name | salary |
|---|---|---|
| 1 | John | 5000 |
INSERT INTO TABLE hbase_employees VALUES('2','Alice','7000');
This data will be stored in HBase.
Use external tables to avoid accidental deletion of HBase data.
Keep HBase schema flat for easier mapping.
Use optimized SerDe and storage handlers for large datasets.
Ensure ZooKeeper is running before integration.
Use HBaseStorageHandler to connect Hive with HBase.
Query and insert HBase data from Hive.
Combine Hive’s SQL power with HBase’s real-time storage.
This tutorial helps you integrate Apache Hive with Apache HBase to leverage SQL querying on real-time NoSQL data.