Debezium has emerged as the leading open-source platform for change data capture, transforming how organizations stream database changes into event-driven architectures. Unlike polling-based approaches that strain databases or proprietary CDC tools that lock you into vendor ecosystems, Debezium reads MySQL binary logs directly, capturing every insert, update, and delete with minimal source database impact. Understanding … Read more
Amazon Web Services offers two distinct services for handling streaming data: Kinesis Data Streams and Kinesis Data Firehose. While both process real-time data and share the Kinesis brand, they serve fundamentally different purposes and operate on different architectural principles. Choosing incorrectly between them can lead to unnecessary complexity, higher costs, or architectural limitations that force … Read more
With the increasing volume of real-time data generated from IoT devices, social media platforms, financial transactions, and sensor networks, organizations must analyze and extract insights in real time. Data stream mining for real-time analytics enables businesses to process and analyze continuously flowing data without storing it in traditional databases. Unlike batch processing, which operates on … Read more
