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Distributed Systems

Normalizing GPS telemetry from 8k vehicles across half a dozen sources

Polished APIs, flaky devices, customer-internal feeds — what cross-source GPS normalization actually looks like in production.

Navneet Lal Gupta

2026-03-05 · 8 min read

// distributed systems

GPS normalization

8–10k vehicles · 40–80M events/day

Stub. Full post body to follow.

Every fleet customer brought their own tracking stack — some with polished HTTP APIs, some with devices that still spoke a custom binary protocol over 2G. Add in customer-internal trip-management systems and third-party carrier APIs, and “normalization” stops being a string-transform exercise and starts being a noise-filtering + state-machine problem.

// RELATED