Integrating Apache Spark with MySQL for Database Table Reading
To connect Apache Spark with MySQL and leverage database tables as Spark dataframes, follow these steps:
-
Create a Spark Session:
<code class="python">from pyspark.sql import SparkSession # Create a Spark session object spark = SparkSession.builder \ .appName("Spark-MySQL-Integration") \ .getOrCreate()</code>
-
Instantiate a MySQL Connector:
<code class="python">from pyspark.sql import DataFrameReader # Create a DataFrameReader object for MySQL connection jdbc_df_reader = DataFrameReader(spark)</code>
-
Configure MySQL Connection Parameters:
<code class="python"># Set MySQL connection parameters jdbc_params = { "url": "jdbc:mysql://localhost:3306/my_db", "driver": "com.mysql.jdbc.Driver", "dbtable": "my_table", "user": "root", "password": "password" }</code>
-
Read Database Table:
<code class="python"># Read the MySQL table as a Spark dataframe dataframe_mysql = jdbc_df_reader.format("jdbc") \ .options(**jdbc_params) \ .load() # Print the dataframe schema dataframe_mysql.printSchema()</code>
This approach demonstrates how to integrate Apache Spark with MySQL, allowing you to access database tables as Spark dataframes.
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