"However, Starburst rivals, such as Databricks and Snowflake, offer agent governance features with Unity Catalog and Horizon, respectively. Analysts point out that the agent usage tracking features added to Startburst are not only important for controlling over-expenditure but are also becoming table stakes across data lakehouses. While Databricks' Mosaic AI Gateway offers rate limits, usage tracking, and inference logs and tables, with cost monitoring through system tables, Snowflake's Cortex AI Observability offers tracing, evaluations, and cost and usage analysis, along with community-built cost dashboards."
"Analysts point out that the agent usage tracking features added to Startburst are not only important for controlling over-expenditure but are also becoming table stakes across data lakehouses. While Databricks' Mosaic AI Gateway offers rate limits, usage tracking, and inference logs and tables, with cost monitoring through system tables, Snowflake's Cortex AI Observability offers tracing, evaluations, and cost and usage analysis, along with community-built cost dashboards."
Starburst rivals Databricks and Snowflake provide agent governance features via Unity Catalog and Horizon, respectively. Agent usage tracking features added to Startburst are important for controlling over-expenditure and are becoming table stakes across data lakehouses. Databricks' Mosaic AI Gateway provides rate limits, usage tracking, inference logs and tables, and cost monitoring through system tables. Snowflake's Cortex AI Observability provides tracing, evaluations, cost and usage analysis, and community-built cost dashboards. These capabilities enable governance, observability, and cost control for AI agents operating on data lakehouse platforms.
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