cancel
Showing results for 
Search instead for 
Did you mean: 
Community Articles
Dive into a collaborative space where members like YOU can exchange knowledge, tips, and best practices. Join the conversation today and unlock a wealth of collective wisdom to enhance your experience and drive success.
cancel
Showing results for 
Search instead for 
Did you mean: 

Forum Posts

Tushar_Parekar
by • Databricks Employee
  • 345 Views
  • 1 replies
  • 3 kudos

Solution Accelerator Series | Entity Resolution for Public Sector

Public sector agencies need well-informed decisions to support the livelihood and security of citizens. The Entity Resolution for Public Sector Solution Accelerator shows how entity resolution can connect disparate data sources, reveal relationships ...

entity-resolution-for-public-sector-inbody-graphics.png
  • 345 Views
  • 1 replies
  • 3 kudos
Latest Reply
AnhPT
New Contributor III
  • 3 kudos

great

  • 3 kudos
Brahmareddy
by • Esteemed Contributor II
  • 2745 Views
  • 4 replies
  • 4 kudos

What Does “Full Stack Development” Mean in the World of Databricks

Hi All, Many teams using Databricks today are referring to their work as “full stack development,” which can be a bit confusing at first. In the Databricks context, this doesn't mean a new framework — it simply means handling everything from raw data...

  • 2745 Views
  • 4 replies
  • 4 kudos
Latest Reply
ryanlawrence
New Contributor
  • 4 kudos

In Databricks, full stack development means building the complete solution around the data platform—from data ingestion and processing with Spark/Delta Lake to APIs, AI/ML models, dashboards, and user-facing applications. It connects Databricks’ data...

  • 4 kudos
3 More Replies
Khasim_1
by • New Contributor III
  • 98 Views
  • 0 replies
  • 1 kudos

Architecting a Medallion Lakehouse

Hi Everyone,Recently, I led an end-to-end Lakehouse project for a client that was struggling with manual, error-prone reporting and disconnected data silos. Their core business problem was simple yet critical: the business could not trust its own num...

  • 98 Views
  • 0 replies
  • 1 kudos
Tushar_Parekar
by • Databricks Employee
  • 165 Views
  • 1 replies
  • 1 kudos

Learn Databricks AI Agents | Build, Deploy & Evaluate on Databricks Platform

Databricks Training & Certifications Learn Databricks AI Agents                              Systems that reason, call tools, and take action - built on the Databricks Platform. Agentic AI Mosaic AI & Agent Bricks 易 Persistent memory AI agents...

DAT_Stacked_Lock_up_Full_Color_White@2x.png ai_agents_training_cover_800x800.png
  • 165 Views
  • 1 replies
  • 1 kudos
Latest Reply
cooperjames1183
New Contributor
  • 1 kudos

Just cleared my Databricks exam on the first try. I used this resource while preparing, and it was pretty helpful for getting some extra practice in. https://tinyurl.com/5c6r8e4b

  • 1 kudos
devipriya
by • New Contributor III
  • 16747 Views
  • 5 replies
  • 9 kudos

Getting Databricks Generative AI Engineer Associate (and What I Learned)

I just earned my Databricks Certified Generative AI Engineer Associate Certification, and in this post, I’m sharing the key tips, resources, and personal insights that helped me succeed. My certiticate from DatabricksNavigation:PreludeAbout the certR...

devipriya_0-1755492307055.png devipriya_1-1755492307055.png devipriya_2-1755492307056.png devipriya_3-1755492307056.png
  • 16747 Views
  • 5 replies
  • 9 kudos
Latest Reply
jhonalbert
New Contributor II
  • 9 kudos

Congratulations on your achievement! Your tips are really helpful. I also found this resource useful during my preparation: https://ln.run/-c8lD. It worked well alongside the official learning materials.

  • 9 kudos
4 More Replies
DPatil
by • Contributor
  • 137 Views
  • 1 replies
  • 3 kudos

Tech summit FY 2027

Just wrapped Partner Tech Summit: four days across Genie & Agents, the Lakehouse Platform, Lakebase and Governance. The big lesson? AI doesn’t have an intelligence problem. It has a context problem. Well-governed, well-organised data is what turns it...

  • 137 Views
  • 1 replies
  • 3 kudos
Latest Reply
DPatil
Contributor
  • 3 kudos

 

  • 3 kudos
KeerthiItigimat
by • New Contributor III
  • 230 Views
  • 4 replies
  • 3 kudos

Databricks Data Quality - Agent Proposes, DQX Disposes

Every serious data platform grows a dead-letter table, and it always becomes a graveyard. Here is how we turned one into a self-healing queue — without letting a language model anywhere near the warehouse.Every data platform that takes quality seriou...

KeerthiItigimat_0-1790129785984.png KeerthiItigimat_1-1790129900413.png KeerthiItigimat_2-1790129972242.png KeerthiItigimat_3-1790130132909.png
  • 230 Views
  • 4 replies
  • 3 kudos
Latest Reply
ivanvyd
New Contributor III
  • 3 kudos

Thanks for sharing, @KeerthiItigimat, what a great breakdown. How do you handle rules changing while rows are waiting in quarantine? Does remediation keep the original checks, use the latest approved rules, or run both?

  • 3 kudos
3 More Replies
aayush_410
by • New Contributor II
  • 165 Views
  • 1 replies
  • 1 kudos

Spark Internals on Databricks

Every Spark engineer eventually hits the same wall: the query works, but you don't know why it's slow, or why it suddenly got fast after a one-line config change. The gap between "I can write Spark SQL" and "I can reason about Spark's execution" is a...

  • 165 Views
  • 1 replies
  • 1 kudos
Latest Reply
ivanvyd
New Contributor III
  • 1 kudos

Thanks for sharing this, @aayush_410 - really useful breakdown and important topic.One small nuance that might be worth mentioning around "EXPLAIN FORMATTED": with AQE, SQL "EXPLAIN" doesn't execute the query, so it only shows the initial plan rather...

  • 1 kudos
ThomazNeto
by • Databricks Partner
  • 81 Views
  • 0 replies
  • 0 kudos

Tags no Databricks: Governança, FinOps e MLOps

Tags no DatabricksVocê acha que tags no Databricks são só para billing?Em 2026, uma estratégia de tags fraca não é apenas ineficiente — é uma falha de arquitetura. Custos que explodem, dados sensíveis expostos e um MLOps caótico são apenas alguns dos...

  • 81 Views
  • 0 replies
  • 0 kudos
MouR
by • Databricks Partner
  • 6371 Views
  • 4 replies
  • 5 kudos

I Took the Databricks Context Engineer Associate Beta Exam. Here Is How I Would Prepare.

The new Databricks Certified Context Engineer Associate beta exam is not a typical certification exam.I took it during Data + AI Summit 2026, and my first reaction was simple: this is a serious exam.I have completed seven Databricks certifications so...

  • 6371 Views
  • 4 replies
  • 5 kudos
Latest Reply
DoraLomon
New Contributor III
  • 5 kudos

I agree that this exam requires more than memorization. I used Pass4exams prep material during my preparation, mainly to practice applying the concepts to different scenarios. It helped me feel more prepared for questions involving AI Search, MCP, me...

  • 5 kudos
3 More Replies
Ashwin_DSA
by • Databricks Employee
  • 301 Views
  • 3 replies
  • 8 kudos

Row-level security when the filter column is not on your table

A common question when setting up row-level security in Unity Catalog is what to do when the column that decides who can see a row is not on the table you want to protect. The value lives in a related table, one join away. This comes up often in ins...

diagram_1_setup.png shot_schema.png diagram_2_nested.png shot_sql_error.png
  • 301 Views
  • 3 replies
  • 8 kudos
Latest Reply
data_pulse
New Contributor III
  • 8 kudos

@Ashwin_DSA Good to see this post here as we landed on the same pattern a few months back after testing a few approaches and looping in the Databricks team to sense-check whether we were missing anything.Here's what we observed:Started with a direct ...

  • 8 kudos
2 More Replies
Labels