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Generative AI
Explore discussions on generative artificial intelligence techniques and applications within the Databricks Community. Share ideas, challenges, and breakthroughs in this cutting-edge field.
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Agentic AI Workload Analyzer

Mario_D
New Contributor III

Hello Databricks experts,

In Automating Best Practices with Agentic AI Workload Analyzer, Krishna Satyavarapu and Nikhil Mishra mentioned  "The Agentic AI Workload Analyzer". Is it known when this will be available.

cheers

Mario

 

 

1 REPLY 1

Krishna_S
Databricks Employee
Databricks Employee

Hi @Mario_D 

Yes, the Agentic AI Workload Analyzer is ready, and we are also testing it out with a few customers. Here is the more detailed description of what its latest capabilities are:

If you are interested in trying it out, please reach out to us. Thank you

 

 

  • Parses code (PySpark/Scala/SQL/Delta Live Tables) and extracts table access patterns, predicates, and write modes.
  • Profiles storage/metadata (Unity Catalog, Delta logs) for size, partitioning, clustering/Z-ORDER, OPTIMIZE/VACUUM history, small-file density, stats/ANALYZE coverage.
  • Inspects compute (SQL Warehouses, Jobs/Clusters, policies) for autoscaling, photon, DBR/runtime, and spot/provisioning hygiene.
  • Scores & prioritizes issues by impact × confidence × blast radius, then generates prescriptive recommendations.
  • Publishes findings to Unity Catalog (as metadata/comments/tags) and emits PDF/HTML reports for exec/stakeholders.

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