Hudi#
Apache Hudi (pronounced “hoodie”) is the next generation streaming data lake platform. Apache Hudi brings core warehouse and database functionality directly to a data lake.
Tip
This article assumes that you have mastered the basic knowledge and operation of Hudi. For the knowledge about Hudi not mentioned in this article, you can obtain it from its Official Documentation.
By using Kyuubi, we can run SQL queries towards Hudi which is more convenient, easy to understand, and easy to expand than directly using Spark to manipulate Hudi.
Hudi Integration#
To enable the integration of Kyuubi Spark SQL engine and Hudi through Spark DataSource V2 API, you need to:
Referencing the Hudi dependencies
Setting the Spark extension and catalog configurations
Dependencies#
The classpath of Kyuubi Spark SQL engine with Hudi supported consists of
kyuubi-spark-sql-engine-1.11.0-SNAPSHOT_2.12.jar, the engine jar deployed with a Kyuubi distribution
a copy of Spark distribution
hudi-spark<spark.version>-bundle_<scala.version>-<hudi.version>.jar (example: hudi-spark3.5-bundle_2.12:0.15.0.jar), which can be found in the Maven Central
In order to make the Hudi packages visible for the runtime classpath of engines, we can use one of these methods:
Put the Hudi packages into
$SPARK_HOME/jars
directlySet
spark.jars=/path/to/hudi-spark-bundle
Configurations#
To activate functionality of Hudi, we can set the following configurations:
# Spark 3.2 to 3.5
spark.serializer=org.apache.spark.serializer.KryoSerializer
spark.kryo.registrator=org.apache.spark.HoodieSparkKryoRegistrar
spark.sql.extensions=org.apache.spark.sql.hudi.HoodieSparkSessionExtension
spark.sql.catalog.spark_catalog=org.apache.spark.sql.hudi.catalog.HoodieCatalog
Hudi Operations#
Taking Create Table
as a example,
CREATE TABLE hudi_cow_nonpcf_tbl (
uuid INT,
name STRING,
price DOUBLE
) USING HUDI;
Taking Query Data
as a example,
SELECT * FROM hudi_cow_nonpcf_tbl WHERE id < 20;
Taking Insert Data
as a example,
INSERT INTO hudi_cow_nonpcf_tbl SELECT 1, 'a1', 20;
Taking Update Data
as a example,
UPDATE hudi_cow_nonpcf_tbl SET name = 'foo', price = price * 2 WHERE id = 1;
Taking Delete Data
as a example,
DELETE FROM hudi_cow_nonpcf_tbl WHERE uuid = 1;