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Upcoming Community BrickTalk | Zerobus Ingest & CDC Workflows

Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, November 5! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and ...

  • 614 Views
  • 1 replies
  • 2 kudos
2 weeks ago
✈️ 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...

  • 1373 Views
  • 1 replies
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a week 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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  • 0 replies
  • 2 kudos
2 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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  • 0 replies
  • 4 kudos
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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  • 1 kudos
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...

  • 559 Views
  • 1 replies
  • 5 kudos
2 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 kudos
3 weeks ago

Community Activity

mabedi
by > • Databricks Partner
  • 7553 Views
  • 17 replies
  • 14 kudos

Resolved! SCORM problem

I’m taking a course on the Databricks Academy, and the SCORM parts that are text-based don’t get completed. I read all the content until the end, but the lesson stays “in progress,” and because of that I can’t complete the course

  • 7553 Views
  • 17 replies
  • 14 kudos
Latest Reply
ShrutiSalian
New Contributor III
  • 14 kudos

When done with a SCORM document, instead of clicking on 'Next Lesson' click the 'Close' button. This fixed the issue for me.

  • 14 kudos
16 More Replies
Andrew_Barlow
by > • New Contributor
  • 22 Views
  • 0 replies
  • 0 kudos

AIM configuration on Databricks (AWS)

Hello,We want to manage our users and groups (not service principals) via AIM on our databricks platform which sits on AWS. This is an existing platform with manually created users and groupsIn the documentation it refers to the externalID of both th...

  • 22 Views
  • 0 replies
  • 0 kudos
i4ata
by > • New Contributor II
  • 420 Views
  • 2 replies
  • 1 kudos

Mismatch of spark.catalog.tableExists and SHOW TABLES in streams

Consider this minimal example of a streaming workflow:import os from pyspark.sql import functions as F, DataFrame from typing import Literal # Change these if you want to replicate CATALOG, SCHEMA = 'partner_demo_catalog', 'ad_sales_demo' spark.sql...

  • 420 Views
  • 2 replies
  • 1 kudos
Latest Reply
LingeshK
Databricks Employee
  • 1 kudos

Hello @i4ata , Following up on the answer above by @balajij8  with a test run of your script and one detail on where the lookup happens. Thank you for posting a complete script with its log output. I could rerun it almost as written. Short answer: I ...

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1 More Replies
AbiolaDavid
by > • Databricks MVP
  • 26 Views
  • 0 replies
  • 1 kudos

One SQL statement for a self-refreshing reporting table in Databricks

Many reporting tables need more setup than they should: a transformation script, a scheduled job, maybe a separate pipeline, and documentation kept in a wiki that's soon out of date. For a straightforward daily summary, Databricks SQL can handle all ...

Screenshot 2026-11-04 095014.png
  • 26 Views
  • 0 replies
  • 1 kudos
faruk
by > • Contributor
  • 109 Views
  • 3 replies
  • 3 kudos

Lakeflow Connect – Hard Deletion Sync: GA Timeline and Production Readiness

Hello Databricks Community,We are using a Lakeflow Connect managed ingestion pipeline with the query-based connector to ingest Oracle tables via Unity Catalog foreign catalogs (Lakehouse Federation) on Azure Databricks.One of our requirements is to c...

  • 109 Views
  • 3 replies
  • 3 kudos
Latest Reply
faruk
Contributor
  • 3 kudos

@NinaThoni Thank you for your response.I believe the best approach would be to implement a custom primary key reconciliation mechanism and optimize its performance by limiting the comparison to the last two months of data. In our case, older data can...

  • 3 kudos
2 More Replies
dans-vander
by > • New Contributor II
  • 491 Views
  • 2 replies
  • 0 kudos

[FGAC_ON_DEDICATED_COMPUTE_FAILED] Fine-grained access control (FGAC) on dedicated compute failed

Hi everyone, Starting this thread to check if anyone else has seen a similar issue, and sharing the solution because in our case, it was a detail we hadn't noticed it in the documentation. https://docs.databricks.com/aws/en/compute/single-user-fgac P...

dansvander_0-1789651121627.png dansvander_1-1789652090146.png dansvander_2-1789652099168.png
Administration & Architecture
Databricks Administration
serverless
  • 491 Views
  • 2 replies
  • 0 kudos
Latest Reply
saurabh18cs
Honored Contributor III
  • 0 kudos

Hi @dans-vander  By default Databricks Serverless generic compute cannot reach any of private Azure resources. To enable connectivity a private endpoint is needed. Unfortunately setup does not have unlimited private endpoints that can be used with th...

  • 0 kudos
1 More Replies
Tushar_Parekar
by • Databricks Employee
  • 614 Views
  • 1 replies
  • 2 kudos

Upcoming Community BrickTalk | Zerobus Ingest & CDC Workflows

Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, November 5! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and ...

Bricktalk_final.png
  • 614 Views
  • 1 replies
  • 2 kudos
Latest Reply
Tushar_Parekar
Databricks Employee
  • 2 kudos

Last chance to lock in your spot! Don't miss out on tomorrow's BrickTalk! If you're looking to streamline your Change Data Capture (CDC) ingestion through Debezium to Zerobus Ingest and bypass intermediate streaming systems like Kafka, this is the s...

  • 2 kudos
xavi-albert
by > • Visitor
  • 106 Views
  • 1 replies
  • 0 kudos

"account users" system group has the Account admin role. Can it be removed, and how do we get a per-

We manage Databricks on AWS with Terraform (databricks provider 1.x), using one Unity Catalog metastore shared by several workspaces. Each customer gets its own workspace, an ISOLATED catalog, an ISOLATED storage credential, and an ISOLATED external ...

  • 106 Views
  • 1 replies
  • 0 kudos
Latest Reply
saurabh18cs
Honored Contributor III
  • 0 kudos

Hi @xavi-albert it is possible that users group at account level has been granted account admin entitlement switched on. This looks like a manual intervention. Otherwise grant this account admin entitlement to few chosen one users.below is example fr...

  • 0 kudos
KrisJohannesen
by > • Valued Contributor II
  • 27 Views
  • 0 replies
  • 0 kudos

Certification Transfer - no repsonse

HiMe (and a few of my colleagues) have requested a transfer of our Partner Labs accounts to our new company. We have followed the official process of placing a ticket with the necessary information for each of us and received a reply that they are ve...

  • 27 Views
  • 0 replies
  • 0 kudos
turagittech
by > • Contributor
  • 39 Views
  • 0 replies
  • 0 kudos

Update Ingestion pipleline to use pager duty with API

Hi,I have been working to update a cdc ingestion pipeline to add a notification to it on failure. We have had two instances where a maintenance task by vendor as tripped up CDC with some grief.I reviewed all the information and I am getting an error ...

  • 39 Views
  • 0 replies
  • 0 kudos
gokkul
by > • Databricks Partner
  • 5220 Views
  • 5 replies
  • 1 kudos

How to access a delta table in UC from lakebase postgres ?

Hi DB Community ,Is there any way to access/write to delta table in UC from lakebase postgres ? There's a way using "Sync Table" - but it is recommended only to read data from Sync Table . Databricks recommends against writing to sync table . Or else...

  • 5220 Views
  • 5 replies
  • 1 kudos
Latest Reply
AbhilashNagilla
Databricks Employee
  • 1 kudos

For the Postgres-to-Delta direction, Lakebase Change Data Feed captures every insert, update, and delete on a Lakebase Postgres table and appends each change to a Unity Catalog managed Delta table named lb_<table_name>_history, flushed about every 15...

  • 1 kudos
4 More Replies
skarpeck
by > • Databricks Partner
  • 3472 Views
  • 4 replies
  • 1 kudos

Lakebase not accessible in Private Network

We have a VNET Injected workspace in Azure. There are multiple SQL Warehouse which are easily accessible from Private Network - both directly from VM and via VPN on client's machine. We deployed Lakebase. Inside the Workspace, connectivity is working...

  • 3472 Views
  • 4 replies
  • 1 kudos
Latest Reply
AbhilashNagilla
Databricks Employee
  • 1 kudos

If your Lakebase connection string uses a regional host (*.database.<region>.azuredatabricks.net), Postgres clients connecting from outside the workspace need inbound Private Link for performance-intensive services on port 5432 alongside the workspac...

  • 1 kudos
3 More Replies
kapil_dua
by > • Databricks Partner
  • 107 Views
  • 1 replies
  • 0 kudos

Data Ingestion Lakeflow UI Bug - Does not allow to create streaming table with BINARY data type

Data Ingestion (Lakeflow) Feature Bug:While creating Data Ingestion streaming table for ingesting pdf files, so that it can store into Binary format, it doesn't allow to select for BINARY data type for a column like (content), but it chose default da...

  • 107 Views
  • 1 replies
  • 0 kudos
Latest Reply
AbhilashNagilla
Databricks Employee
  • 0 kudos

Reading the PDFs with the binaryFile format returns a fixed schema (path, modificationTime, length, content) with content already typed as BINARY, so there's no column type to set (binary file data source, read_files). You can run this in the SQL edi...

  • 0 kudos
Ignacio_Soler
by > • Visitor
  • 83 Views
  • 1 replies
  • 0 kudos

Private network gateway (ALL_TRAFFIC): serverless can't reach on-prem by raw IPv4, only by hostname

Hi all,We're testing the private network gateway (Beta) on Azure Databricks so that serverless compute egresses through a subnet in our VNet and reaches on-prem resources (through a hub firewall + ExpressRoute/VPN) from a predictable IP range.Setup- ...

  • 83 Views
  • 1 replies
  • 0 kudos
Latest Reply
sumitPanda
Databricks Partner
  • 0 kudos

Your tests show that DNS64/NAT64-addressed connections use the gateway, while a raw IPv4 connection can use Databricks’ default egress. That behavior is not described as an exception in the current docs. They say ALL_TRAFFIC routes all outbound traff...

  • 0 kudos
nrajkumarf3
by > • Visitor
  • 86 Views
  • 1 replies
  • 1 kudos

Cluster Creation Failed

Hi Everyone, I am encountering an issue with Databricks cluster creation and would appreciate your support in resolving it.During cluster launch, the creation fails with the following network health check error:Error Details:  - Error Code: X_NHC_CON...

  • 86 Views
  • 1 replies
  • 1 kudos
Latest Reply
ThomazNeto
Databricks Partner
  • 1 kudos

Hi,Both checks timing out, the control plane (centralindia.azuredatabricks.net) and www.databricks.com, usually means the cluster subnets have no outbound path at all, not a problem with one specific endpoint. The error codes doc says the same: when ...

  • 1 kudos
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Assume, don't inherit. Putting Databricks RBAC to work.

Access problems in Databricks are rarely about missing permissions. More often they are about people carrying every permission they have ever been given into every session. Someone gets added to a fin...

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