10/22/2026
Reading your cloud bill is the easy part. The invoices next to it decide whether you can forecast.
Jupiter Exchange runs mostly on Amazon Web Services, Google Cloud, Cloudflare Workers and bare metal picked up through acquisition. As a decentralized exchange aggregator on Solana, some of its biggest line items are RPC providers billing by PDF. Around 20% to 40% of infrastructure spend sat outside any system.
Satyam Gupta and our Forward Deployed Engineering team turned one real invoice into a working pipeline in DoiT Cloud Intelligence™, reporting and alerts included. Jupiter tweaked it and shipped it.
✅ 26 outside vendors ingested, RPC providers to ClickHouse
✅ Spend coverage up from 60% to 100%
✅ Forecasting across the full vendor catalog
Read the full story: https://bit.ly/4BAk0zo