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The Real Cost of a Slow Batch Load: What Cutting 4 Minutes to 45 Seconds Actually Taught Me

2026's data engineering conversation has shifted from "can it scale" to "what does it cost to run." Here's the exact tuning work that took one ingestion pipeline from a 4-minute load to 45 seconds.

By Victor Kipruto Rop • Sep 2026 • 6 min read

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