Fleet Observability

Company-wide dashboard for every Spark job, every cluster, and every dollar, built on enriched Spark logs served through the Spark MCP server. Stage-level cost attribution and ranked optimization opportunities so you fix the right things first.

Works on any Spark platform: Databricks, EMR, Dataproc, Fabric, and open-source Spark.

What you get

Every job, cluster, and dollar

A company-wide dashboard built on enriched Spark logs, covering your entire Spark fleet in one place.

Stage-level cost attribution

See exactly where spend goes, down to individual stages, with team-based accountability.

Ranked optimization opportunities

Fix the right things first with opportunities ranked by dollar impact and effort.

Feeds the other agents

The same enriched context, served through the Spark MCP server, powers the Copilot, Cluster, and Review agents.

Enriched Spark LogsSpark MCP ServerRanked Savings

Get company-wide visibility into Spark cost and performance

Fleet Observability turns enriched Spark logs into stage-level cost attribution and ranked optimization opportunities across your whole org, all served through the Spark MCP server.