The case for flat-price data monitoring

Usage-based pricing sounds fair until the invoice becomes a second incident to investigate.

Data teams already live inside BigQuery cost anxiety. Stacking another bill that grows with "how carefully you monitor" creates a perverse incentive: turn monitors off to save money — right when you need them.

VectorData prices by plan, not by host. You know the number before the month starts. Managed and Premium exist for teams that want a human in the loop — not because the software nickels you for every table.

If you're evaluating vendors, ask for last quarter's average customer invoice variance. Surprise is a feature of their model. Predictability is a feature of ours.