8 January 2026

Preparing exports for an assessment

Clean, anonymized extracts beat raw warehouse dumps when you want usable findings in weeks, not months.

Small group reviewing documents in a bright meeting room

Teams sometimes delay an assessment until instrumentation feels perfect. That wait is rarely necessary. What helps most is a bounded export: a few weeks of events or session summaries for the surfaces under review, with personal identifiers removed and role labels retained where possible.

Include a short glossary. Event names that made sense to the engineer who added them six releases ago may not survive a new reader. A one-page dictionary—name, meaning, when it fires—cuts days of back-and-forth.

Add qualitative anchors: five recent support threads, a list of features leadership considers strategic, and any known outages in the window. Utilization patterns during an incident week look different from ordinary weeks; labeling those days prevents false conclusions.

If exports are thin, say so early. An instrumentation readiness audit can run first, then a full feature utilization assessment once the signal is trustworthy. Sequencing the work honestly is better than pretending sparse logs can answer precise adoption questions.

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