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We use Docker compose to setup Redpanda Kafka and Tinybird to develop locally first over streaming data. We also create a custom CI workflow to validate both systems are ready to go.

Learn how to build a proper CI/CD pipeline for your real-time analytics project. This follow-up post shows you how to implement automated testing, versioning, and deployment for your real-time data APIs.