// Hacker Noon · 21 May 2026

Bad Ingestion Architecture Generates Million Dollar Snowflake and Databricks Bills

Enterprise data platforms often suffer from skyrocketing cloud bills caused not by user queries, but by bad ingestion architecture. Issues like the "Small File Problem" from real-time micro-batching, lack of change data capture forcing massive full-table overwrites, and mismatched data clustering ke...

Hacker Noon

@hacker-noon · Abhilash Pakalapati

hackernoon.com

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