Agentic AI Workload Analyzer

Mario_D
New Contributor III

‎10-28-2025 05:33 AM

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

 

 

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Krishna_S
Databricks Employee
Databricks Employee

‎10-29-2025 09:00 AM

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.

View solution in original post

Mario_D
New Contributor III
In response to Krishna_S

‎10-31-2025 05:51 AM

Hi Krishna,

I'm very much interested in trying it out. What do you need from me.

cheers

Mario

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Krishna_S
Databricks Employee
Databricks Employee
In response to Mario_D

‎11-18-2025 08:31 AM

Hi @Mario_D 

Please reach out to account team for a meeting. I can present you the solution.

Thanks

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Thompson2345
New Contributor III

‎11-03-2025 01:48 AM

Generative AI is transforming how we handle data and automation. The key challenge now is balancing model creativity with control — ensuring reliable outputs while keeping innovation at the core.

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