Cost Transparency and Billing API
Dogfooding the Billable Actions metric: How granular observability improved our metering validation

Dogfooding the Billable Actions metric: How granular observability improved our metering validation

6/25/2026

What this post added

This post details the internal dogfooding of the Billable Actions metric, demonstrating how granular observability improved metering validation. It highlights the transition from aggregate usage views to per-Workflow Type and per-Action Type breakdowns via the OpenMetrics endpoint. The post explains how this granularity aids in debugging discrepancies between raw action counts and the metering pipeline by allowing direct comparison of per-type metrics. It also outlines the benefits for customers, including improved usage visibility, optimization opportunities, and validation capabilities.

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