Real-time logistics visibility is an event pipeline problem: ingest messy signals, normalize to a canonical shipment model, and serve truth to
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GPS pings, EDI messages, carrier APIs, driver-app events — different cadences, formats, and reliability. Queue-buffered ingestion with per-source adapters keeps chaos at the edge.
A shipment/stop/event schema everything maps into; status derived from events, never hand-set in three places. This is the difference between a portal and a rumor.
Late, missing-signal, and dwell alerts routed to operators with context; customers get proactive notification instead of discovering problems by calling.
Driver devices buffer and sync; duplicate and out-of-order events are expected and idempotently absorbed — rural dead zones are a design input, not an excuse.
Skipping the discipline this article describes until an incident, audit, or stalled project forces it — every practice above is cheaper adopted early than retrofitted under pressure.
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