outbox pattern
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CloudEvents as a Data Product
TL;DR Treat CloudEvents as the envelope for versioned, traceable domain aggregate snapshots. Use the CloudEvents contract for transport and a versioned aggregate schema in data to make events reliable event-based data products for analytics, ML, and agentic workloads. This post expands on the Event as a Data Product pattern I introduced in my previous article. At its core: treat domain aggregates (your key Continue reading
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