Cost Management

  • Anton Revyako
    Anton Revyako

    Founder of dwh.dev

Cost Management

CTAS Cost Management in Snowflake: Do You Actually Know How Much Your Reports Cost?

Most teams confidently assume their analytics costs basically nothing. 💸 But reality tends to disagree — a single CFO report can quietly burn thousands of dollars per month.

And the surprising part? Almost nobody notices.

Why CTAS Costs Are Hard to See

Understanding the true cost of a reporting pipeline is nearly impossible at a glance. To do it manually, you’d need to:

  • gather every CTAS operation across the entire upstream chain
  • rebuild the full execution history
  • aggregate compute consumption over the time period you care about

💰 When you finally sum it all up, the number usually lands somewhere between expensive and very expensive.

This is exactly why so many high-cost pipelines fly under the radar.

A Better Way to Understand CTAS Costs

  • no manual log digging
  • no dependency on ACCESS_HISTORY
  • no special configuration
  • no pain

Just immediate, accurate cost attribution for every CTAS.

Why This Works: Complete CTAS History + Lineage

Yesterday, we explored why reconstructing schema changes from QUERY_HISTORY is essential. The same foundation enables something else: reliable CTAS cost analytics.

If you know:

  • every CTAS ever executed
  • its lineage
  • its timestamps
  • its historical warehouse usage

…then you can finally see the true cost of your pipelines over any period.

And that’s when surprises begin.

Hidden Costs in Snowflake Pipelines

The pattern appears again and again:

  • the most expensive pipelines
  • are often the ones nobody has touched in months
  • and nobody even remembers exist

Once CTAS costs become visible, optimization stops being a guessing game — and starts being an engineering decision.