Audit Trails with Immutable Events and Derived State
Log business events as immutable records separate from current state so teams can reconstruct what happened, not just what is true now.
Log business events as immutable records separate from current state so teams can reconstruct what happened, not just what is true now.
Handle partial, repeated, and out-of-order events from webhooks or message queues without corrupting connected graph state.
Represent durable entities alongside time-stamped events so you can answer both current-state and historical questions without losing lineage.
Compare in-place mutation, append-only versions, and hybrid versioning approaches — and how to query latest state while preserving historical analysis.