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Nevertheless, Starburst rivals, equivalent to Databricks and Snowflake, provide agent governance options with Unity Catalog and Horizon, respectively.
Analysts level out that the agent utilization monitoring options added to Startburst aren’t solely essential for controlling over-expenditure however are additionally changing into desk stakes throughout information lakehouses.
Whereas Databricks’ Mosaic AI Gateway provides charge limits, utilization monitoring, and inference logs and tables, with price monitoring by way of system tables, Snowflake’s Cortex AI Observability provides tracing, evaluations, and value and utilization evaluation, together with community-built price dashboards.