REGISTRATION IS NOW OPEN The Data + AI World Tour is heading your way A free, one-day event on how organizations are building AI they can trust to deliver real outcomes - by grounding models in their own enterprise data and business context. THE...
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15 hours ago
Databricks Advanced Learning Festival September 16 – October 14, 2026 Join us for a four-week event dedicated to learning, upskilling, and advancing your career in data engineering, analytics, machine learning, and generative AI. Whether you are...
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2 weeks ago
Databricks EMEA Learning Festival Hands On Virtual Training 29–30 September 2026 · 09:00 BST / 10:00 CEST · Fully virtual · Free to join Ready to accelerate your journey on Data & AI? Join us for the EMEA Learning Festival. A two-day, hands-on vir...
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3 weeks ago
Congratulations to all members who have received the new Databricks Partner badge! Your badge recognizes your affiliation with the Databricks Partner ecosystem and helps community members quickly identify trusted partner professionals across discuss...
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07-30-2026
Our Community Champion Program has always been about recognizing individuals who consistently show up to support others, share their expertise, and strengthen the Databricks Community. Alongside our customers, we’re equally proud to recognize the inc...
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3 weeks ago
Subscriber attrition can be difficult to anticipate. The Subscriber Churn Prediction Solution Accelerator shows how to analyze behavioral data, identify subscribers at increased risk of cancellation, and use machine learning to estimate churn likelih...
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17 hours ago
The Weekly Digest • August 17 – 23 Community Pulse Big ideas, sharp answers, and the threads everyone's talking about. Let's dig in. This Week's Community Stars The folks who showed up, pitched in, and made it count this week : @ShamenParis...
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a week ago
Community Activity
- 22 Views
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Lakebase Postgre updating Delta Table.
I am using Postgre for OLTP processing for POS application.Lag is reduced a lot, however when there is updation on Postgre table, I need to sync back to delta table. There is one way from delta table sync table (read only). Any design pattern sas to ...
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- 1 replies
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Latest Reply
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@rkhbo3003 You can use Lakebase Change Data Feed (CDF) for it. It is the pattern for this Postgres to Delta ingestion path. It continuously streams every INSERT, UPDATE and DELETE from the Lakebase Postgres write-ahead log (WAL) directly into Unity C...
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- 46 Views
- 1 replies
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Partitioning vs Liquid Clustering (per-table):
Can PARTITION BY and CLUSTER BY (Liquid Clustering) be used simultaneously on the same table? If we use only PARTITION BY, is there a negative performance impact on materialized-view refreshes in Silver/Gold? Since materialized views read only increm...
- 46 Views
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Latest Reply
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@AshokB PARTITION BY and CLUSTER BY cannot be used simultaneously on the same table. You can pick one strategy as Liquid Clustering cannot be combined with PARTITIONED BY. You can use CLUSTER BY over legacy partitioning for Silver and Gold layers. Li...
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- 132 Views
- 3 replies
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Resolved! MuleGraph Investigator: Uncovering Money Mule Networks with Databricks Genie
MuleGraph Investigator: Uncovering Money Mule Networks with Databricks Genie
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- 3 replies
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Latest Reply
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MuleGraph Investigator video demo MuleGraph Investigator Documentation
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- 1072 Views
- 5 replies
- 5 kudos
FAQ for Advanced Learning Festival September 16 - October 14 2026
Frequently Asked Questions Databricks Advanced Learning Festival | September 16 - October 14 2026 General Where can I ask questions while going through the self-paced material? The Databricks Academy Learners Group page is a forum within the Data...
- 1072 Views
- 5 replies
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Latest Reply
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Am I eligible to receive the voucher if I complete the free, self-paced courses in the chosen learning pathway, or is completing an instructor-led course required?
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All 18 Lakeflow AUTO CDC configurations went green. Five failed my ship check
Paper event slips trace 18 Lakeflow AUTO CDC configurations: 13 stay on the main sequence while five branch into production stop signs. Change data capture (CDC) keeps a downstream table in step with row-level inserts, updates, and deletes instead of...
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From Semantic Similarity to Business Authority: Why Genie Ontology and OntoRank Matter
Enterprise AI does not usually fail because the model lacks intelligence.It fails because the model does not understand what the organization means.Consider a simple question:“What is our current exposure to active customer?”Behind this question are ...
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- 126 Views
- 2 replies
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Unable to change password on Webassesor
The form on Databricks Webassesor doesn't permit me to change my password, meaning I am unable to log in. Is anyone else having this issue?
- 126 Views
- 2 replies
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- 129 Views
- 1 replies
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Building a Databricks Solutions Architect Genie Agent
IntroductionMost architecture work starts with a request and a blank canvas. That is fine for early brainstorming, but it becomes risky when a proposed design ignores existing data products, ownership boundaries, workload constraints, cost signals, o...
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Latest Reply
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- 58 Views
- 1 replies
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Research It!
When Fresh Research Becomes Enterprise IntelligenceMost research systems can collect papers. The useful ones can explain what a paper actually claims, what evidence supports it, and where the evidence stops. That is the job of this Research Discovery...
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- 1 replies
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Latest Reply
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- 130 Views
- 4 replies
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Streaming tables fail with DELTA_STREAMING_INCOMPATIBLE_SCHEMA_CHANGE_USE_SCHEMA_LOG after adding a
Environment:Databricks Runtime: Current channel, Photon enabledEdition: ProPlatform: AzureDescription:My setup consists of:A managed ingestion pipeline for a SQL Server database that ingests raw data into bronze Delta tables (SCD Type 1), consisting ...
- 130 Views
- 4 replies
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The error confirms that the silver Delta stream encountered a schema transition it considers read-incompatible. It does not identify the original SQL Server DDL, so I would verify the sequence before assigning a root cause. Lakeflow Connect normally ...
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- 48 Views
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Making Databricks Genie Spaces Actually Work: A Practical Framework for Client and Data Teams
IntroductionOver the past year, I've had quite a few conversations with teams exploring Databricks Genie Spaces. The pattern is usually the same. Someone sees a demo, watches a business user ask a question in plain English, and within seconds Genie r...
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CUSTOMER STORY | Kraken governs utility data at scale with Unity Catalog
"Unity Catalog allows us to deliver data in the safest and most compliant way for our customers. Given the liability involved, that is not something we take lightly." ...
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Webassesor last name change
Hi, anyone knows how to contact databricks support? Or how long it takes to get any response from them?I need to change my last name in webassesor, can't do this my self. Already had to move my exam 4 times becasue support is not responsive. I've tri...
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- 31 Views
- 0 replies
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Como aprender correctamente en el entorno de DataBricks y aprovecharlo al 100%
Hola a todos, soy ingeneriero en sistemas y deseo aprender a utilizar esta grandiosa herramienta para poder sacarle el mejor provecho posible.
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- 64 Views
- 1 replies
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Building Agentic Applications on Databricks - file not found for ./Includes/Classroom-Setup-2
I enrolled in the "Building Agentic Applications on Databricks" e-learning course, and while following the demo "Building Agentic Applications on Databricks," I couldn't find the resource material for the files in ./Includes/Classroom-Setup-2. Where ...
- 64 Views
- 1 replies
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Latest Reply
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I hope you have not cloned course repository to clone use this urlhttps://github.com/databricks-academy/building-agentic-applications-on-databricks
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