A Traceable Path from Ingestion to Insight
Every transformation in a reference data pipeline should be explainable from an input artifact to a derived result.
THE READING ROOM
Data & Observability
THE READING ROOM
Writing & investigations.
When Monitoring Becomes the Workload
A monitoring system can correctly report that a database is struggling while helping to make it struggle. That is an uncomfortable property of observability: the observer participates in the system it describes.
One Telemetry Contract Across a .NET AI Platform
A shared dashboard can make a platform look unified long before its measurements are comparable. One service records request duration in seconds. Another records milliseconds. A third starts the timer after retrieval, while the first includes it.
One Million Events, Three Failure Modes
A throughput experiment is incomplete until it demonstrates recovery from duplicates, retries and interrupted processing.
An Observable .NET10 Service Before the First Incident
The first incident is a poor time to discover that the most important part of an operation is invisible. The HTTP request looks healthy. The queue accepted a message. The worker emitted a few logs. The customer still did not receive the result.
The Observer Effect: A Small .NET Telemetry Lab
Telemetry has measurable CPU, allocation and storage costs that must be balanced against diagnostic value.