Interesting read. How did you handle message ordering for critical patient events?
Kafka in hospitals: real-world event architecture for HIS, LIS and billing in a Venezuelan mid-size
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The domain-driven topic design here is the real takeaway. Too many teams default to one fat topic and then wonder why their consumers are drowning in irrelevant events. Partitioning by patient encounter ID to preserve clinical ordering is exactly the kind of constraint-driven design that separates a system that merely works from one that is safe. It reminds me of the same principle in semantic search, where packing unrelated dimensions into a single query dilutes the signal. I ran into this building Opportunity Skill, where we isolate buyer and professional impressions at the data model level so that hiring-context data never contaminates a person's professional search surface. Same instinct, different domain. Great write-up, especially the honesty about when Kafka is the wrong tool.
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