Feeding ML Models with Real-Time Database Data Using Change Data Capture
Explore the integration of Change Data Capture (CDC) technology with machine learning models in this 16-minute conference talk from GeeCON Prague 2023. Discover how organizations can leverage real-time data changes to derive actionable insights quickly. Learn about Debezium, a leading open-source framework for CDC, and its application in ingesting data from various databases into ML frameworks like TensorFlow. Gain insights into the benefits and potential challenges of implementing CDC for real-time data processing in legacy systems and modern infrastructures. Understand the mechanics of Debezium CDC and its role in facilitating immediate data transfer from source databases to ML frameworks. Equip yourself with knowledge to overcome potential pitfalls when adopting this approach for your data pipeline.