Blog
Guides, insights, and practical tips on managing cloud costs at scale.

BigQuery cost reduction case study: how Daangn (Karrot) cut recurring BigQuery costs by 41% with query-level attribution, anomaly detection, and automated slot tuning.
Read more
BigQuery carbon footprint explained: what the Google Cloud Carbon Footprint report shows, how to export it, and which efficiency changes can reduce it.
Read more
BigQuery cost reduction case study: how Lufthansa Group cut BigQuery costs by 52% by sizing reservations first, then automating max slots.
Read more
Hidden BigQuery costs explained: BI Engine reservations, BigQuery ML training, streaming inserts, and whether views cost extra. What to check on your bill.
Read more
How much does BigQuery cost per query? Worked examples at 1 GB, 100 GB, 1 TB and 10 TB under on-demand and capacity pricing, with the arithmetic shown.
Read more
AI can manage BigQuery slots automatically, but the depth of that automation varies significantly. This post explains what real slot automation requires, where scripts hit their ceiling, and how purpose-built tools handle it.
Read more
The true total cost of building an internal BigQuery cost optimization tool: engineering time, maintenance burden, and the structural gaps homegrown tooling rarely closes.
Read more
Quarterly BigQuery cost reviews find waste after it compounds. Learn why automated BigQuery optimization beats episodic FinOps cadence.
Read more
BigQuery slot waste is capacity you pay for but rarely use. Learn the four overprovisioning patterns leaders should spot before rightsizing reservations.
Read more
A complete map of Google BigQuery pricing in 2026: what compute, storage, streaming, editions, and commitments actually cost on your bill.
Read more
A leader's guide to the six real drivers behind rising BigQuery bills, and next steps towards reducing them.
Read more
The five stages of BigQuery cost maturity, from surprise bills to automated optimization. Learn how to assess your stage and what to do next.
Read more