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Lakehouse, Lagers & Legends — Bangalore Meetup | December 13

Governing the Full Data Lifecycle: From Ingestion to Insight with Unity Catalog Date: Saturday, December 13 Time: 12:00 PM – 3:00 PM Location: Bengaluru, Karnataka (Register to see address) Registration: Approval required Register Here! About Thi...

  • 494 Views
  • 1 replies
  • 2 kudos
a week ago
Jaipur Usergroup First Virtual Meetup: AI/BI Genie + Data Science Careers — 19 Dec | 6 PM IST

Event Details Date: 19 December 2025Time: 6:00 PM – 7:30 PM ISTFormat: Virtual (Online) Marking RSVP on this page will not register your interest for the event. Please use the button below. Unlimited seats — but registration is recommended to recei...

  • 225 Views
  • 0 replies
  • 5 kudos
Thursday
Celebrating Our First Brickster Champion: Louis Frolio

Our Champion program has always celebrated the customers who go above and beyond to engage, help others, and uplift the Community. Recently, we have seen remarkable participation from Bricksters as well—and their impact deserves recognition too. Begi...

  • 875 Views
  • 6 replies
  • 12 kudos
3 weeks ago
Big Book of Data Engineering - Get how-tos, code snippets and real-world examples

As data volume and complexity increase, engineers are left figuring out how to manage, monitor and maintain fragile pipelines while also handling fragmented tools. The Big Book of Data Engineering equips you with cutting-edge methods for building pip...

  • 1230 Views
  • 5 replies
  • 9 kudos
4 weeks ago
Level Up with Databricks Specialist Sessions

How to Register & Prepare If you're interested in advancing your skills with Databricks through a Specialist Session, here's a clear guide on how to register and what free courses you can take to prepare effectively. How to Begin Your Learning Path S...

  • 2807 Views
  • 2 replies
  • 8 kudos
10-02-2025
⭐ Setup Spark with Hadoop Anywhere : A DBR aligned local Spark+HDFS+Hive stack on Docker⭐

Hello Community, Let me start off with a quick question: Have you ever... Migrated your workloads from on-prem Spark to Databricks and encountered a bug and thought, “I wish I could repro this locally to debug the issue without burning cluster hours...

  • 2209 Views
  • 12 replies
  • 17 kudos
4 weeks ago
🌟 Community Pulse: Your Weekly Roundup! November 28 – December 04, 2025

A bright and buzzing start to December in the Databricks Community! Even as the year winds down, the conversations here only get sharper – packed with smart solutions, solid wins, and a flow of ideas that kept the community glowing.Here’s everything ...

  • 343 Views
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Friday

Community Activity

srkam
by > New Contributor
  • 4 Views
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UC Model Deployment across data bricks instances

Hello, We have multiple data bricks instances each represents an environment dev,qa,rel,prod etc.. We developed a  model in the dev workspace and registered in the UC model registry using mlflow. Now, we are trying to find a best way to deploy this r...

  • 4 Views
  • 0 replies
  • 0 kudos
Brahmareddy
by > Esteemed Contributor
  • 13 Views
  • 2 replies
  • 4 kudos

The quietest data mistakes create the loudest business problems

Hello everyone,How are you all doing? I wanted to share something really inspiring with the Databricks Community today. In my experience working across data engineering and analytics, the biggest challenges are never the loud ones. When a query fails...

  • 13 Views
  • 2 replies
  • 4 kudos
Latest Reply
Brahmareddy
Esteemed Contributor
  • 4 kudos

Thank you so much for your kind words — I really appreciate it @Louis_Frolio I share posts like this in the community because I want to learn, share my experiences, and help others avoid the mistakes I’ve seen in projects. If my posts make even one p...

  • 4 kudos
1 More Replies
Sleiny
by > New Contributor
  • 27 Views
  • 1 replies
  • 0 kudos

Updating projects created from Databricks Asset Bundles

Hi allWe are using Databricks Asset Bundles for our data science / ML projects. The asset bundle we have, have spawned quite a few projects by now, but now we need to make some updates to the asset bundle. The updates should also be added to the spaw...

  • 27 Views
  • 1 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

Greetings @Sleiny ,  Here’s what’s really going on, plus a pragmatic, field-tested plan you can actually execute without tearing up your repo strategy. Let’s dig in. What’s happening Databricks Asset Bundles templates are used at initialization time ...

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PNC
by > New Contributor II
  • 28 Views
  • 1 replies
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Model serving with provisioned throughput fails

I'm trying to serve a model with provisioned throughput but I'm getting this error:Build could not start due to an internal error. If you are serving a model from UC and Azure storage firewall or Private Link is configured on your storage account, pl...

  • 28 Views
  • 1 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

Hey @PNC ,  Thanks for sharing the error and the surrounding context—this one is a very common networking and Private Link gotcha when serving models on serverless. You’re definitely not alone here. Here’s what’s really going on under the hood. Why p...

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D4F
by > Visitor
  • 13 Views
  • 1 replies
  • 0 kudos

Issue Genie API - different responses in UI and via API

Hi community,I created an agent with a genie tool, a wrapper around a GenieAgent connected to my Genie space (GENIE_SPACE_ID) that sends user questions and returns Genie’s textual response. I noticed I get 02 different responses when I post a questio...

  • 13 Views
  • 1 replies
  • 0 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

Hey @D4F ,  What you’re seeing is normal behavior—and the good news is there are very real, very practical ways to make your Genie-based agent more consistent without resorting to a giant, brittle prompt. Let’s dig in. First, why the UI and API can r...

  • 0 kudos
fabian564
by > Visitor
  • 63 Views
  • 5 replies
  • 6 kudos

AbfsRestOperationException when adding privatelink.dfs.core.windows.net

Hey Databricks forum,Have been searching a lot, but can't find a solution. I have the following setup:- a vnet connected to the databricks workspace with   - public-subnet (deligated to Microsoft.Databricks/workspaces) and a NSG   - private-subnet (d...

  • 63 Views
  • 5 replies
  • 6 kudos
Latest Reply
fabian564
Visitor
  • 6 kudos

Yes, that's the solution! I thought I had tested this (maybe some caching..)When I changed it to abfss://metastore@<storageaccount>.dfs.core.windows.net it still failed with:Failed to access cloud storage: [AbfsRestOperationException]The storage publ...

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4 More Replies
GiriSreerangam
by > New Contributor III
  • 131 Views
  • 5 replies
  • 2 kudos

ai_parse_document + Genie with ai_query

Hi EveryoneI have used ai_parse_document to process multiple PDFs and store the parsed data in a table (one PDF per row). Later, I ran ai_query in natural language, which correctly scans all rows and returns answers from each PDF.However, when I use ...

  • 131 Views
  • 5 replies
  • 2 kudos
Latest Reply
Hubert-Dudek
Esteemed Contributor III
  • 2 kudos

I think Genie is not optimized for this use case. Please run some experiments - chunk pdf to use multi-agent supervisor from agent bricks to combine Genie with Knowledge Base (although I haven't yet it yet)

  • 2 kudos
4 More Replies
gsouza
by > New Contributor II
  • 3070 Views
  • 4 replies
  • 3 kudos

Databricks asset bundle occasionally duplicating jobs

Since last year, we have adopted Databricks Asset Bundles for deploying our workflows to the production and staging environments. The tool has proven to be quite effective, and we currently use Azure DevOps Pipelines to automate bundle deployment, tr...

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  • 3070 Views
  • 4 replies
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Latest Reply
cmantilla
Visitor
  • 3 kudos

This is a recurring issue for my org as well.

  • 3 kudos
3 More Replies
Hubert-Dudek
by Esteemed Contributor III
  • 15 Views
  • 0 replies
  • 2 kudos

Databricks Advent Calendar 2025 #10

Databricks goes native on Excel. You can now ingest + query .xls/.xlsx directly in Databricks (SQL + PySpark, batch and streaming), with auto schema/type inference, sheet + cell-range targeting, and evaluated formulas, no extra libraries anymore.

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  • 15 Views
  • 0 replies
  • 2 kudos
fbs342
by > Visitor
  • 39 Views
  • 2 replies
  • 0 kudos

Migrated model to Unity catalog not seeing referenced serving endpoint

There was a model which was migrated from workspace model registry to unity catalog. At the time of initial creation of that model, dependencies to other databricks serving endpoints were configured using "DatabricksServiceEndpoint" config in mlflow....

  • 39 Views
  • 2 replies
  • 0 kudos
Latest Reply
fbs342
Visitor
  • 0 kudos

The registry URI was already "databricks-uc" when workspace model registry was used. When I update the serving_a to reference UC model it works, its when I redeploy that the error I previously mentioned appears 

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1 More Replies
PatHua
by > New Contributor
  • 65 Views
  • 3 replies
  • 7 kudos

Issue when creating Salesforce Connector

HiI'm  trying to create a Salesforce Connector in Lakeflow.In the "salesforce authentication step", I'm entering my Salesforce Username and Password and then I get stucked with the following error message : "OAUTH_APPROVAL_ERROR_GENERIC"My Salesforce...

  • 65 Views
  • 3 replies
  • 7 kudos
Latest Reply
PatHua
New Contributor
  • 7 kudos

Hi guysThank you so much for these pre-requisites to check !Whatever he likes it or not, my salesforce adm will some tasks to do

  • 7 kudos
2 More Replies
Jarno
by > Visitor
  • 34 Views
  • 1 replies
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Dangerous implicit type conversions on 17.3 LTS.

Starting with DBR 17 running Spark 4.0, spark.sql.ansi.enabled is set to true by default. With the flag enabled, strings are implicitly converted to numbers in a very dangerous manner. ConsiderSELECT 123='123';SELECT 123='123X';The first one is succe...

  • 34 Views
  • 1 replies
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Latest Reply
Hubert-Dudek
Esteemed Contributor III
  • 0 kudos

Under ANSI rules, INT + STRING resolves to BIGINT (Long) that's why it crashes https://spark.apache.org/docs/latest/sql-ref-ansi-compliance.html. There are some examples when it works like 1Y or 1L. Regarding 4.0.1, can you double-check ansi.enabled ...

  • 0 kudos
bianca_unifeye
by > Contributor
  • 19 Views
  • 1 replies
  • 1 kudos

Webinar: From PoC to Production: Delivering with Confidence with Databricks

  Our final webinar of December is here and we are closing the year with a powerhouse session!SpeakersAs many organisations still get stuck in the PoC phase, we’re bringing clarity, structure, and real delivery practices to help teams move from promi...

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  • 19 Views
  • 1 replies
  • 1 kudos
Latest Reply
Advika
Databricks Employee
  • 1 kudos

Appreciate you sharing this with the community, @bianca_unifeye!

  • 1 kudos
Jim_Anderson
by Databricks Employee
  • 21744 Views
  • 67 replies
  • 27 kudos

FAQ for Databricks Learning Festival (Virtual): 10 October - 31 October 2025

General   Q: Where can I ask questions if I have questions while going through the self-paced material? The Databricks Academy Learners Group page is a forum within the Databricks Community where you can ask questions and get them answered by your fe...

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  • 21744 Views
  • 67 replies
  • 27 kudos
Latest Reply
LeoRickli
New Contributor II
  • 27 kudos

I finished the course but haven't received any voucher in my email. I guess the reason is that I have general notifications disabled. Is there a way that I could receive my voucher now?

  • 27 kudos
66 More Replies
lance-gliser
by > New Contributor
  • 4323 Views
  • 8 replies
  • 0 kudos

Databricks apps - Volumes and Workspace - FileNotFound issues

I have a Databricks App I need to integrate with volumes using local python os functions. I've setup a simple test:  def __init__(self, config: ObjectStoreConfig): self.config = config # Ensure our required paths are created ...

  • 4323 Views
  • 8 replies
  • 0 kudos
Latest Reply
ksboli
New Contributor II
  • 0 kudos

I also cannot read from a Volume from a databricks app and would be interested in a solution

  • 0 kudos
7 More Replies
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