- 278 Views
- 1 replies
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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...
- 278 Views
- 1 replies
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- 3 kudos
- 242 Views
- 0 replies
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USE CONNECTION bypasses your MCP Service's Tool Selection and Policies
I registered a mock MCP server in Unity Catalog, exposed only its read tool, attached a deny policy, and then called the delete tool anyway. What decided the outcome was access to the underlying connection, and it came from grants on the schema, not ...
- 242 Views
- 0 replies
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- 447 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...
- 447 Views
- 4 replies
- 3 kudos
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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
- 282 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...
- 282 Views
- 1 replies
- 1 kudos
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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
- 135 Views
- 0 replies
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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...
- 135 Views
- 0 replies
- 0 kudos
- 6711 Views
- 4 replies
- 6 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...
- 6711 Views
- 4 replies
- 6 kudos
- 6 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...
- 6 kudos
- 442 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...
- 442 Views
- 3 replies
- 8 kudos
- 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
- 269 Views
- 0 replies
- 0 kudos
Real-Time SAP Accounts Receivable on Databricks Lakeflow Declarative Pipelines
One way to keep your accounts receivable information current in real time on Databricks, with the change semantics written into the pipeline definition instead of reconstructed by whoever reads the table. Here is how the data product behind it is str...
- 269 Views
- 0 replies
- 0 kudos
- 317 Views
- 1 replies
- 1 kudos
Enterprise AI Has a Serious Context Problem
After coming back from the Databricks Data + AI Summit this year, one thought has stayed with me. I keep hearing Databricks co-founder and CEO Ali Ghodsi talk about something that I am also starting to see in my own Data + AI POCs.For most enterprise...
- 317 Views
- 1 replies
- 1 kudos
- 1 kudos
Great post. I agree with the diagnosis, but I'm not sure the problem is new. I think agents are just making it visible.We've always had this gap. It was the gap between a junior and a senior engineer. A junior can know the tools very well. But a seni...
- 1 kudos
- 1260 Views
- 5 replies
- 6 kudos
5 Minute Features - a new video series
I have spent the past couple of months building up a small hobby YouTube project where I run through Databricks Features in an easy to digest format.I am for a very hands-on and demo heavy approach so you can actually see what is going on, and how th...
- 1260 Views
- 5 replies
- 6 kudos
- 6 kudos
I have neglected to update this feed - but lots of new 5 Minute Features have been released since the last post - along with an updated visual identity!Check them out here!https://www.youtube.com/watch?v=a9K8zTYS3_E&list=PLgYSYYgV-q4GgL-djRTC_2HFV5nc...
- 6 kudos
- 151 Views
- 0 replies
- 0 kudos
Check my blog on Databricks Unity Catalog
Struggling with a legacy Hive Metastore? I published a deep dive on modernizing your Data Governance on Databricks. Read how we executed a Unity Catalog migration for a complex, multi-tenant enterprise without disrupting daily business operations.htt...
- 151 Views
- 0 replies
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- 283 Views
- 1 replies
- 1 kudos
Building Custom Agents on Databricks:LangGraph, Atlan-Grounded Routing, and Per-Run Cost with MLflow
The problem: rethinking routing in multi-agent systems on DatabricksDatabricks native supervisor agent pattern is a solid default for orchestrating multiple Genie spaces and tools but it comes with a routing constraint worth examining. The superviso...
- 283 Views
- 1 replies
- 1 kudos
- 1 kudos
@lina6556563 thank you, really interesting approach. Especially the combination of metadata-grounded routing with MLflow tracing.One thing I'd be curious to explore further is how routing behaves when the conversation gradually shifts domain. It migh...
- 1 kudos
- 4755 Views
- 1 replies
- 2 kudos
Databricks CustomerLake
Databricks CustomerLake: Inside the Agentic CDP Built for the Age of AIA deep dive into what CustomerLake actually is, how it works, and what it looks like in practice.At Data + AI Summit 2026, Databricks announced CustomerLake — an Agentic Customer ...
- 4755 Views
- 1 replies
- 2 kudos
- 2 kudos
can I get hands-on with this platform?
- 2 kudos
- 139 Views
- 0 replies
- 0 kudos
Genie Ontology na prática
Databricks - Genie Ontology 吏 Se "receita" significa uma coisa para Vendas, outra para o Financeiro e uma terceira no ERP, o seu agente de IA vai escolher uma sozinho. E vai responder com a mesma confiança nos três casos.É esse o problema que o Geni...
- 139 Views
- 0 replies
- 0 kudos
- 200 Views
- 0 replies
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Property & Casualty Insurance Lakehouse
When building a Property & Casualty Insurance Lakehouse, one of the first things to understand is:A Claim is not just a Claim Amount.Consider a simple auto claim.At different points in the lifecycle, the same claim might have:Indemnity Reserve = $15,...
- 200 Views
- 0 replies
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