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answer: direct
beat: data-infrastructure
source: 1 article · updated: November 5, 2026
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Why keep both an event history and a current table?

The event history helps explain how a state was reached, while a materialized table can make common queries easier. Teams still need explicit rules for late events, corrections, deletes, and replay.

Answered in

A Fresh Event Is Not the Same as Current Business State

Confluent calls its new architecture Streamhouse. The harder question for AI agents is whether a live feed is complete and authoritative enough to act on.

Crashtech Editorial November 5, 2026 Data Infrastructure

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