SG Kafka Meetup Jan 2025 : Realtime Audit Framework : Leveraging CDC & Kafka Connect

Singapore Kafka meetup talk on 16th January on "Realtime Audit Framework :Leveraging CDC and Kafka Connect" by Zabeer Farook and Lahiru Samarawickrama.

Please Refer https://github.com/lmsamarawickrama/cdc-audit-demo for the Demo

Transcript

1. Realtime Audit Framework: Leveraging CDC & Kafka Connect
2. About US Zabeer Farook Technical Architect, Credit Agricole CIB - Confluent Community Catalyst - Passionate about Stream data processing, Event Driven Architecture, Cloud & DevOps. - Love travelling & exploring places Let’s connect Lahiru Samarawickrama Technical Lead, Credit Agricole CIB - Passionate about Distributed Computing & Big Data - Enjoy travelling & hanging out with friends Let’s connect
3. TODAY’S STORY LINE Why Audit Trail User experience Physical Computing HTML, CSS,JS Change Data Capture Debezium CDC CDC Based Audit Trail Q&A Debezium & Kafka Connect Demo
4. Why Audit Trail Compliance Security Regulations Transparency
5. What is CDC (Change Data Capture) Change Data Capture is a software process to track and capture the changes in a Database.
6. Log Based CDC • Captures event streams for any database changes • Change events typically sourced from DB Txn Logs • Events further streamed/shipped to target typically via messaging infrastructure
7. Other Types Of CDC Employ a DB Trigger to capture the changes Trigger Based • Dedicated Trigger on each table to monitor insert/update/delete • Tightly coupled with the main transactional updates • Also interferes with the transactional updates and may cause performance issues Periodic polling for changes in a table Query Based • Use Created / Modified Timestamp to query recently updated records • Far from efficient & correctness • Interferes with the transactional updates and may cause lock contentions
8. CDC Use Cases Database Migration Audit / History Event Capture Populating Analytical Data Store Database Replication Update Search Index Cache Update / Invalidation Update CQRS Read Model Outbox Microservices Pattern
9. Some Of The Available CDC Tools
10. Debezium CDC • CDC Platform based on transaction logs • Snapshotting support • Fully Open Source and widely used • Active Community Support • Supports Connectors for all major databases
11. Sample Change Data Feed
12. Debezium Deployment Options Most Popular Option With Kafka Connect Source: debezium.io
13. Debezium Deployment Options Debezium Server or Embedded Engine Source: debezium.io
14. CDC Based Audit Trail Framework
15. Demo https://github.com/lmsamarawickrama/cdc-audit-demo
16. Best Practices • Use correlation-id to identify group of updates • Use de-duplication id / idempotency logic to avoid duplicates • Make use of an enrichment service to enrich audit data with additional context or to format data • Maintain configuration to include / exclude any columns from audit • Design a generic table for holding Audit Data. NoSQL DB is an option too • Make use of a schema registry
17. Challenges • Managing schema changes in source tables • Handling snapshot events • Handling huge volume of data and with high network latency (tune offset.flush.interval.ms)
18. Q&A Thanks.. Any questions?