Spark Streaming with PySpark | Structured Streaming Tutorial 2025 - 12 Spark Streaming Writing data to Multiple Sinks | foreachBatch | Writing data to JDBC(Postgres)

Video covers - How to write data to multiple sinks in Spark Streaming? What is the issue with multiple writeStream command? How to use foreachBatch in Spark Streaming? How to write data to Postgres/JDBC ? Chapters: 00:00 - Introduction 00:46 - Issues with Using Multiple WriteStream 01:37 - foreachBatch command 04:03 - Code Implementation 04:51 - Writing data to Multiple Sink using foreachBatch 06:32 - Writing to Parquet 07:06 - Writing to JDBC(Postgres) URLs: Github Code - https://github.com/subhamkharwal/spark-streaming-with-pyspark/blob/master/05_write_to_multiple_sinks.ipynb Device data samples - https://github.com/subhamkharwal/spark-streaming-with-pyspark/blob/master/datasets/devices/device_data_samples.txt To setup Kafka with Spark in Local environment - https://youtu.be/BeZRe0f23hI JSON data Flattening and reading from files - https://youtu.be/wp_2CXyXV0w Keywords: Apache Spark, PySpark, Spark Streaming, Real-time Data Processing, Data Streaming, Big Data Analytics, PySpark Tutorial, Apache Spark Tutorial, Streaming Analytics, Spark Structured Streaming, PySpark Streaming, Big Data Processing. New video in every 3 days ❤️ Make sure to like and Subscribe.