Batch exports versus live sync: a practical split

Real-time synchronization is expensive to build and operate. Many operational decisions tolerate hourly or daily freshness.

Use live pipes where latency changes outcomes—inventory reservations, fraud signals, or urgent fulfillment. Batch exports often suffice for analytics, finance snapshots, and executive summaries.

Document intended freshness

Stakeholders should know whether a figure is live or cut as of last night. Misunderstood freshness drives wrong conclusions.