Hive
comes bundled with the Spark library as HiveContext, which inherits
from SQLContext. Using HiveContext, you can create and find tables in
the HiveMetaStore and write queries on it using HiveQL. Users who do not
have an existing Hive deployment can still create a HiveContext.
From Spark 2.0, you can easily read data from Hive data warehouse and also write/append new data to Hive tables using SparkSession.
val df = spark.sql(" SELECT * from emp where job='SALESMAN' ")
df.show
![](data:image/png;base64,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)
From Spark 2.0, you can easily read data from Hive data warehouse and also write/append new data to Hive tables using SparkSession.
- Create DataFrame from existing Hive table.
- Save DataFrame to a new Hive table
- Append data to the existing Hive table via both INSERT statement and append write mode.
val df = spark.sql("SELECT * from emp")
df.show
df.show
val df = spark.sql(" SELECT * from emp where job='SALESMAN' ")
df.show
Create dataframe from Hive table using Table
val df = spark.table("emp")
df.show
![](data:image/png;base64,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val df = spark.table("emp")
df.printSchema
Get schema with structTypes
df.schema
We can direct run sql queries on the file.
val df = spark.table("emp")
df.show
val df = spark.table("emp")
df.printSchema
Get schema with structTypes
df.schema
We can direct run sql queries on the file.
spark.sql(" select * from parquet.`/Data/names.parquet` ").show
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