A vanity metric measures activity without revealing how to improve product performance. API teams should question whether a reported number changes an improvement decision. section 11.1.3
Treat an API metric as potentially vain when it reports attention or activity without actionable understanding:
- Collection views, forks, and requests made from forks are available adoption signals, but their value depends on whether they inform product improvements. section 11.1.3
- Interpret developer-portal analytics alongside engagement and acquisition measures rather than treating a single high count as product success. section 11.1.3

