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Forum Posts

TriambakR
by • New Contributor III
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The Boring Truth Behind a 60% Speedup

How We Cut Refresh Time and Compute Cost by ~60% — the Mechanics, Not Just the Headline"We reduced compute costs by 60%" is a great line in a slide deck and a mostly useless one in a technical forum, because it doesn't tell you why. Here's the actual...

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GabFernandes
by • Contributor III
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E2E MLOps Part 1: How to build and govern models with AutoML, MLflow, and Unity Catalog

In enterprise environments, the bottleneck of Machine Learning is rarely the algorithms themselves—it is the engineering around them. Data scientists often spend days configuring environments, managing infrastructure, and manually tracking model iter...

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KrisJohannesen
by • Valued Contributor II
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Introduction to Metric Views (part 1 of 3)

This is part 1 of 3 in a series where I take you through working with Metric Views.Part 1: Introduction to Metric ViewsPart 2: Metric Views and the Databricks platform (AI/BI Dashboards, Genie, etc.)Part 3: Metric Views with Power BI and Tabular Edit...

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cartergray70543
Contributor II
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Great introduction! A centralized semantic layer with Metric Views should make metrics more consistent and easier to govern across Databricks. Looking forward to seeing the real-world integrations in Part 2.

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AngelShrestha
by • Databricks Partner
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Getting Certified as a Databricks Generative AI Engineer Associate: Key Takeaways and Insights

I just earned my Databricks Certified Generative AI Engineer Associate Certification, and in this post, I’m sharing the key tips, resources, and including what confused me, what actually worked, and the traps I nearly fell into. Why I Took This ExamI...

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Mahesh18
New Contributor II
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Thanks for sharing,do you know what is the passing score to clear the exam?

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Tushar_Parekar
by • Databricks Employee
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Learning Series | Machine Learning at Scale

Databricks Academy offers the free Machine Learning at Scale course to help machine learning practitioners understand how Apache Spark supports ML workloads on Databricks. As the first course in the Advanced Machine Learning series, it focuses on pra...

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Tushar_Parekar
by • Databricks Employee
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Solution Accelerator Series | Building Common Sense Product Recommendations With LLMs

Product recommendations help guide customers through their shopping journey. The Building Common Sense Product Recommendations With LLMs Solution Accelerator shows how retailers can use LLMs to develop recommendations for new-to-market products by tu...

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Brahmareddy
by • Esteemed Contributor II
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The Lakehouse Is the Trust Boundary

Dear Databricks Community,I would like to share a few thoughts on how the role of data platforms may evolve in the agentic AI era. Inspired by Satya Nadella’s recent article on the “Reverse Information Paradox,” I started thinking about a deeper ques...

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ericka-lorenz
by • New Contributor III
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Questions for Choosing a Databricks Partner, and what I'd add after living with the platform

I came across this checklist for hiring a Databricks implementation partner, and it turned out to be the best in-house build checklist I've read in a while. 27 Questions to Choose a Databricks Implementation Partner looks like procurement filler at f...

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sagarpgowda7777
by • New Contributor II
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Building a Custom FastMCP Server on Databricks - What the Managed Genie Can't Do.

I Built a Custom MCP Server on Databricks — Here’s What the Managed Version Can’t DoPart 2 of the MCP on Databricks seriesIn Part 1, I covered what Genie MCP and DBSQL MCP give you out of the box — and where they stop.The short version: both are stat...

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AmitDECopilot
by • Contributor II
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AI Technical Debt in Databricks: Why Generated Spark SQL and PySpark Still Need Metadata, Review

 AI-assisted coding is changing how data engineers build on Databricks.A developer can now generate Spark SQL, PySpark transformations, Delta table DDL, pipeline logic, data-quality checks, documentation, and test scenarios much faster than before. W...

Community Articles
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Tushar_Parekar
by • Databricks Employee
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Solution Accelerator Series | Identify Fraud With Geospatial Analytics and AI

Fraud detection becomes more effective when organizations can understand where and how customers normally spend. The Identify Fraud With Geospatial Analytics and AI Solution Accelerator shows how geospatial data, machine learning and a lakehouse arch...

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Tushar_Parekar
by • Databricks Employee
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Learning Series | Databricks Performance Optimization

Databricks Academy offers the free Databricks Performance Optimization course to help data engineers improve workload performance on the Databricks Data Intelligence Platform. As part of the Advanced Data Engineering with Databricks series, it focuse...

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