Instrumentation Health Review | DevTools Connect
A focused review of event schemas, sampling, and identity stitching for developer tool usage analytics—so reports stop contradicting each other.
View engagementDevTools Connect
Application analytics that respects how engineers actually open tools, abandon them, and work around them.
We audit developer tool usage inside engineering platforms—interviews, telemetry reading, and decision briefs for teams tired of dashboards that argue with the floor.
Flagship engagement
For engineering managers and platform leads who need evidence before consolidating licenses, funding an internal plugin, or rewriting onboarding. We map claimed habits against the events your platform already emits.
A friction map across IDEs, CI, issue trackers, and internal utilities; interview notes that explain the odd spikes; and a brief leadership can use in the next budget conversation—not another vanity dashboard.
Preparation is light: a sponsor, read-only analytics access, and introductions to a cross-section of engineers.
Audit detailsRelated work
Supporting work that pairs with an audit or stands alone when the question is narrower.
A focused review of event schemas, sampling, and identity stitching for developer tool usage analytics—so reports stop contradicting each other.
View engagementDecision support when overlapping developer tools inflate cost and confuse usage analytics—grounded in measured adoption, not vendor slides.
View engagementA facilitated half-day or full-day briefing that teaches leads how to read developer tool usage analytics without drowning in dashboards.
View engagement“They caught that our ‘high adoption’ CI template was mostly wrapper jobs. The brief made the consolidation vote less political—even if it meant we kept a tool I personally disliked.”Hyejin Park · Platform lead, multi-product engineering org
Field Notes
Tell us which platforms are in scope and what the audit or briefing needs to unlock. We typically reply within two business days.