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Engineering

Building an AI Data Analyst: The Engineering Nightmares Nobody Warns You About

Building an AI Data Analyst: The Engineering Nightmares Nobody Warns You About

Building production AI is 20% models, 80% engineering. Discover how Harbor AI evolved into a secure analytical engine using table-level isolation, tiered memory, and specialized tools. A deep dive into moving beyond prompt engineering to reliable architecture

From Python to Go: Why We Rewrote Our Ingest Pipeline at Harbor Scale

From Python to Go: Why We Rewrote Our Ingest Pipeline at Harbor Scale

We rewrote Telemetry Harbor’s ingest pipeline from Python FastAPI to Go after hitting severe performance limits. The switch delivered 10x efficiency, improved data integrity with strict typing, and gave us a stable, scalable foundation for high-volume time-series data ingestion.