Real-Time Data Validation: Dataflow + BigQuery Streaming Pipeline
In this tutorial, we build a robust streaming data pipeline using Google Cloud Dataflow that validates incoming data in real-time before loading it into BigQuery. Learn how to handle bad records, detect schema drift, quarantine failed data to Google Cloud Storage (GCS), and send real-time alerts using Pub/Sub. We'll walk through the architecture and Python code using Apache Beam to create a resilient data engineering solution.
#dataengineering #googlecloud #dataflow #bigquery #streamingdata #apachebeam #python #realtimedata