Unstructured logs slow down incident response by burying critical information in raw text strings. Dynatrace OpenPipeline addresses this by processing and structuring logs at ingestion time rather than at query time. For common technologies, predefined technology bundles automatically extract fields like log level, exception type, and status codes using the Dynatrace semantic dictionary. For custom or unstructured sources like Nginx access logs, teams can build parsing rules once using Dynatrace Pattern Language (DPL) and apply them automatically to all incoming logs. Structured log fields then enable faster filtering, meaningful dashboards, targeted alerting, and correlation with traces and metrics — reducing MTTR and operational overhead at scale.

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The hidden cost of unstructured logsWhy traditional log parsing doesn’t scaleStructuring logs at ingestion with OpenPipelineWhen your logs are already structured: Use technology bundlesWhen your logs aren’t structured: Build once, automate foreverTurning parsed logs into operational outcomesStop just collecting logs. Start actually using them.
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