Automated Data Quality Monitoring in Streaming Data Transformations
The study presents a framework for integrating automated monitoring tools within streaming architectures using technologies like Apache Kafka, Apache Fink, and Spark Streaming to demonstrate how automated monitoring improves data observability, reduces downtime, and supports proactive data governance.