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✈️ 9 Cities, 1 Epic November: The Data + AI World Tour is Here!

NOVEMBER · THE TOUR IS ON THE MOVE Nine stops. Three regions.One epic November. THIS MONTH'S ROUTE Munich → Atlanta → Amsterdam → London → Toronto → Los Angeles (Anaheim) → New York City → Milan → Tokyo A free, one-day event on how organizations...

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2 weeks ago
DATA + AI LIVE | Context Is Just the Beginning: Meet your data smart AI coworker

DATA + AI LIVE Time: AMER Nov 11 / 9 AM PT / 12 PM ET APAC Nov 12 / 9:30 AM IST / 12 PM SGT / 1 PM JST-KST / 3 PM AEDT EMEA Nov 17 / 9 AM GMT / 10 AM CET Register for the Workshop Note: Marking RSVP on this Community event does not register you fo...

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3 weeks ago
DATA + AI World Tour 2026

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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09-01-2026
AI/BI + Genie Launchpad (Nov 3-5) | Free Hands-On Training

Free · Hands-on · Instructor-led AI/BI + Genie Launchpad From dashboards your team can trust to answers in plain language with Genie. A three-day arc of live, hands-on sessions, each built for a different role. Join only the day or days that fit you...

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2 weeks ago
Solution Accelerator Series | Responsible Gaming

Responsible gaming initiatives are becoming increasingly important as regulation, gameplay experiences and the betting and gaming industry continue to expand. The Responsible Gaming Solution Accelerator, developed in partnership with AWS, shows how t...

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3 weeks ago
🌟 Community Pulse: Your Community Roundup! September 14 – October 11, 2026

Recap • September 14 – October 11 Community Pulse Four weeks of articles, learning content, and conversations – the highlights, all in one read. Community Stars   The members who showed up and made a real difference : @ivanvyd @data_pulse @Tho...

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4 weeks ago

Community Activity

billpchie
by > • New Contributor II
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Databricks Unity Catalog JDBC Connection: Can properties reference Databricks Secrets

I'm creating a JDBC connection in Databricks Unity Catalog to connect to Trino.The connection requires SSL configuration, including a client keystore and truststore.When creating the connection through the Databricks UI, I enter these as key-value pa...

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Latest Reply
Kirankumarbs
Honored Contributor
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The working pattern in our jobs while syncing views from Postgres! We didn't put credentials in a UC connection at all. Probably, can you explain more why are creating connection directly at UC level?ad question 1:as per this documentation, it says t...

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MuntahaAsghar
by > • New Contributor
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material

How do I access to all the material after November 19 2026

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faruk
by > • Contributor II
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Lakeflow Connect (Oracle): backfill a single new column without a full refresh of the table

Hi everyone,We ingest Oracle tables into a Bronze layer with Lakeflow Connect, and our Silver layer is a Lakeflow Spark Declarative Pipeline made of materialized views that read the Bronze tables and apply types and comments from our data dictionary....

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pradeep_singh
Honored Contributor III
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Oracle stores the default of a NOT NULL DEFAULT column added this way as metadata. Existing rows aren't physically rewritten, so there's no redo for LogMiner (CDC) and no cursor change for the query-based connector. Either way, the connector correctl...

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SrinuB
by > • New Contributor III
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One Bundle, Three Environments: CICD for Databricks with Declarative Automation Bundles

DevOps · CICD · Deploy the same definition to dev, staging and prod, and never edit a job in the UI againBy @SrinuB  in collaboration with @sridharplv Somebody "just fixed" a production job in the UI on Friday evening. By Monday it no longer matches ...

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Tushar_Parekar
by • Databricks Employee
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Recording | Bricktalk: Zerobus Ingest & CDC Workflows

Explore Zerobus CDC with @Vicky_Bukta_DB , @OmkarMehta , @WagnerSantos and @Giselle_Go_DB 

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WagnerSantos
Databricks Employee
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Hey @ThomazNeto, PR #349 has already been merged. I'm waiting for the doc (#8411), but the main branch already has the improvement. You can follow this issue https://github.com/debezium/dbz/issues/3026. Probably, it will be closed today!

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suranga
by > • Databricks Partner
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Do Genie agents use Unity Catalog wikis as context?

Hi all,I tried the new Unity Catalog wikis (Beta) in my own Azure Databricks sandbox, with the public TPC-H sample data. The banner in Catalog Explorer calls the wiki rich documentation "for your team and agents", so I wanted to see if a Genie agent ...

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Valeria_Koz_DBX
Databricks Employee
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@suranga, thanks for the detailed test. What you're seeing matches the current documentation, so I don't think you missed a setting.  Is this expected in the Beta? Yes. Unity Catalog wikis are in Beta, and the docs don't say that Genie Agents use wik...

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Ritikapatidar
by > • Visitor
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Unable to Reschedule Databricks Generative AI Associate Exam

I have scheduled my Databricks Generative AI Associate exam for 14th Nov. However, as I am not fully prepared, I would like to postpone the exam to December.Unfortunately, when I try to reschedule, the available options only allow me to prepone the e...

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Kirankumarbs
by > • Honored Contributor
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Memory Profiling

How do you debug OOM on long-running streaming jobs?Hi All,One of my Structured Streaming jobs has started dying with OutOfMemoryError. Runs fine for about approx 40 hours, then falls over, restarts, and does the same thing again. I had introduced fe...

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Kirankumarbs
by > • Honored Contributor
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Resolved! How to actually get job_id and run_id in a Databricks Python wheel task (Avoid Hallucinations)

We needed job_id and run_id in a custom metrics Delta table so we could join to `system.lakeflow.job_run_timeline`. Tried four approaches before finding the one that works on serverless compute.What doesn't workspark.conf.get("spark.databricks.job.id...

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Latest Reply
Kirankumarbs
Honored Contributor
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If some one just looking for solution, here you goJob-level parameters with dynamic value references, piped into task named_parameters:parameters: - name: job_id default: "{{job.id}}" - name: run_id default: "{{job.run_id}}" tasks: - python_wheel_ta...

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asfcorporation
by > • New Contributor
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ASF Corporation

Hello Databricks Community,I'm representing ASF CORPORATION, a piling, foundation engineering and construction company established in 2017 and based in Dhaka, Bangladesh.Our company specializes in hydraulic rotary piling, rotary drilling, auger borin...

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saurabh18cs
Honored Contributor III
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Hi @asfcorporation see if you can gain some inspiration from here :1) https://www.databricks.com/solutions/accelerators?industry=Manufacturing2)https://www.databricks.com/resources/demos/tutorials/lakehouse-platform/iot-and-predictive-maintenance3) h...

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krishgarikipati
by > • Databricks Partner
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Delta Tables: Is there any possibility on Delta tables Data file formats other than Parquet

Hi Team,Since Parquet files are immutable and Delta tables framework writes data changes into new data files, Is there any option to specify any other file format and try to use same data file for minor data changes.(Below 10 Record transaction chang...

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saurabh18cs
Honored Contributor III
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Hi @krishgarikipati Could you clarify what specific issue you are facing with the current Parquet-based Delta implementation that makes you want to explore a different file format? Is the concern primarily the amount of data being rewritten for a ver...

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saurabh18cs
by > • Honored Contributor III
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Databricks Exclusive Access

I’m exploring how to set up exclusive access for separate use cases implementation within a shared Databricks workspace, using Microsoft Entra groups and Unity Catalog. I’d love to hear from anyone who has implemented something similar, or is current...

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Latest Reply
balajij8
Esteemed Contributor II
  • 2 kudos

You can start by granting privileges strictly to synced Entra groups and use automatic identity management to structure Unity Catalog privileges for use case isolation while keeping central oversight intact. Dont use legacy SCIM connector as automati...

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turagittech
by > • Contributor II
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guidance on cleainig up after long cdc failure

Hi All,We had a CDC failure which took far to long to resolve. A conversation with vendors on that.Does anyone have any guidance on the process steps to identifying the missed changes and applying them to the tables.I have so far run a query to ident...

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Latest Reply
turagittech
Contributor II
  • 2 kudos

Checked the full refresh.I can easily control pauses as we only update end user tables one a dayIt is SQL Server CDC. Full refresh completed Ok

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Akash_Murade
by > • New Contributor III
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AI/BI Dashboard metric views: cross-filter returns no rows when value contains CRLF

SummaryIn an AI/BI Dashboard with a semantic model, selecting a row in a table widget cross-filters a related table through the relationship. This works for normal values. When the selected row has a text value containing a carriage return followed b...

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Latest Reply
suranga
Databricks Partner
  • 1 kudos

Hi @Akash_Murade,Thanks for the clean repro, it makes this really easy to follow. It looks like a bug in how the selected value gets turned into the filter literal, so I'd raise it with Databricks support as well so it gets tracked properly.Until it'...

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suranga
by > • Databricks Partner
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Resolved! Unity Catalog secrets: GRANT READ SECRET ON SCHEMA fails with PRIVILEGE_NOT_APPLICABLE_TO_ENTITY

Hi,I've been testing Unity Catalog secrets in my own sandbox workspace (Azure Databricks, serverless, environment version 6). READ SECRET can't be granted on a schema there, even though the docs say it can.What I ranGRANT READ SECRET ON SCHEMA secret...

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Latest Reply
Louis_Frolio
Databricks Employee
  • 1 kudos

Hello @suranga, I took a look at both internal and external documentation and here is what I found. Thanks for the clear writeup, especially the privilege-by-privilege ladder. Thanks also to @Yougasundar for jumping in, though that reply looks like i...

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