Monitoring & Observability
4 achievements

Photo: Ylanite / Pixabay 
Photo: gauthierpeel / Pixabay
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Automated delivery of 20 GIS data pipelines
Automated delivery of 20 GIS data pipelines and app data ETL processes, streamlining infrastructure automation and reporting.
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Built first‑party error monitoring and tracing
Built first‑party error monitoring and OpenTelemetry tracing rather than buying them — payload sanitising, spike and regression detection, symbolication and a synthetic heartbeat — behind 11 operator views.
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An app that ate 41 MB a second, stopped
Stopped an application filling memory at 41 MB a second — a recorded 111 GB of compressed pages on a 36 GB machine — by bounding every event stream, subscribing by event type and putting a rate budget on logging, taking 610,996 log lines down to 1,411.
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Made six collectors state what they skipped
Made six reporting collectors state the part of their input they never read — files that stayed shut, probes not installed, journal lines unrecognised — and fitted thresholds to 116 measured samples, after establishing that a blind collection and a healthy host render the same page.
If this is the work you need done, the next step is a conversation.
Tell us the problem and we will tell you honestly whether we are the right people.
This work is part of what we offer as Site Reliability & Monitoring, Custom AI Agent Development, DevOps & CI/CD Automation, Backend & API Development, Data Pipeline Development (ETL/ELT), Frontend Development, GIS & Geospatial Solutions and Platform & Solution Architecture.
Building something that needs this? Get in touch.

