They weren’t lacking data. They were lacking clarity.
Engineers had the data but assembled every incident by hand. I aligned APM and RUM around one investigation model instead of Splunk’s metric categories.
- ~30% faster troubleshooting
- ~15% fewer related requests
- Adopted across APM + RUM