Current FinOps tools are 'Accountants'—they just show you the bill after the money is gone. They tell you 'S3 is expensive' but not why. Wozz is a 'Detective' that finds the exact line of code that's costing you.
Wozz scans every Pull Request, finds 'cost anti-patterns' (like N+1 API calls), and posts a comment before it hits production.
zip_reader.py
get_object call inside a while loop. This N+1 pattern can cause a 14x cost multiplier on S3 GET requests.
We used Wozz to scan Airbyte's S3 connector and found a 14x get_object loop. For a user processing 10,000 files, that's 140,000 API calls instead of 10,000.
— The Wozz Team (from our open-source audit of Airbyte)