Jenny Pavlova

Jenny Pavlova

Observability Engineer at Elastic

Articles by Jenny Pavlova

LLM tracing in Elastic APM: prompts, responses, and token counts in the span view

In a twenty-call agentic trace, you can see which span is using the most tokens and read the prompt that caused it. Both live in Elastic APM, so there is no second tool to run.

Jenny Pavlova

6x faster at 500 services: how we rebuilt the Kibana APM service map from canvas to React DOM

Each service node shows alert, SLO and anomaly health so you can filter to breaching services only and embed the result on any Kibana dashboard, with full keyboard navigation across the topology.

Jenny Pavlova

From alert to failing dependency in four clicks: Elastic APM's embedded service map

The APM service map is now embedded on alert pages with filters, connection metrics and a service fly-out so you can analyse dependencies and find the root cause without leaving the alert.

Roshan Gonsalkorale