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Self-Paced Learning Festival: 09 January - 30 January 2026

Grow Your Skills and Earn Rewards! Mark your calendar: January 09 – January 30, 2026 Join us for a three-week event dedicated to learning, upskilling, and advancing your career in data engineering, analytics, machine learning, and generative AI. ...

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12-09-2025
🎤 Call for Presentations: Data + AI Summit 2026 is Open!

June 15–18, 2026 Are you building the future with data and AI? Then this is your moment. The Call for Proposals for Data + AI Summit 2026 is officially open, and we want to hear from builders, practitioners, and innovators across the data and AI com...

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12-15-2025
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...

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  • 2 replies
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10-02-2025
Solution Accelerator Series | Scale cybersecurity analytics with Splunk and Databricks

Strengthening cybersecurity isn’t a one-time project — it’s an ongoing process of adapting to new and complex threats. The focus is on modernizing your data infrastructure and analytics capabilities to make security operations smarter, faster, and mo...

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2 weeks ago

Community Activity

jpradeepkumar
by > Visitor
  • 34 Views
  • 2 replies
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multi agent Genie AI app in serving endpoint fails with PERMISSION ERROR on Databricks tabls.

I have deployed simple multi agent genie app on serving endpoint and it always fails PERMISSION error on tables accessed by Genie agent, however the same app works perfectly when tested from notebook. not sure what am i missing here. I checked all th...

  • 34 Views
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Latest Reply
jpradeepkumar
  • 0 kudos

hi @davidmorton thanks for responding, I am only using databricks_token for my authentication when tested via notebook. Can you help what changes needs to be done as per below notebook to enable access to tables when model deployed in serving endpoin...

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1 More Replies
spjti
by > Visitor
  • 7 Views
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Manager hierarchy

for employee manager hierarchy some employees are not having correct manager mapping, what can be the reason?

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greengil
by > New Contributor III
  • 22 Views
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Databricks database

In Oracle, I create schemas and tables and link tables together via the primary/foreign key to do SQL queries.In Databricks, I notice that I can create tables, but how do I link tables together for querying?  Does Databricks queries need the key in t...

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Latest Reply
dbxdev
New Contributor II
  • 0 kudos

Databricks supports primary and foreign key constraints on Unity Catalog Delta tables, but these are informational and not enforced; queries do not depend on them to be able to join tables .To query all related data from multiple tables you will need...

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1 More Replies
Harish_Kumar_M
by > Visitor
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Table level data masking issue

Hi,We are seeing this error and does anyone know the ways to fix it?[RequestId=6cf95ee8-f312-47cd-846c-dcd87158c939 ErrorClass=INVALID_PARAMETER_VALUE.ROW_COLUMN_ACCESS_POLICIES_NOT_SUPPORTED_ON_ASSIGNED_CLUSTERS] Query on table with row filter or co...

  • 14 Views
  • 0 replies
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lewissolarin
by > New Contributor
  • 62 Views
  • 1 replies
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Databricks app calling Genie API has empty data array

I have a Databricks app that makes calls to Genie API, it successfully returns a response containing the text response and the generated SQL query. However, the actual result of the SQL query is missing, in the result object, there is the metadata fo...

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  • 1 replies
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Latest Reply
dbxdev
New Contributor II
  • 0 kudos

Can you inspect data_typed_array if data_array is None.

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batch_bender
by > New Contributor
  • 49 Views
  • 1 replies
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create_auto_cdc_from_snapshot_flow vs create_auto_cdc_flow – when is snapshot CDC actually worth it?

I am deciding between create_auto_cdc_from_snapshot_flow() and create_auto_cdc_flow() in a pipeline.My source is a daily full snapshot table:No operation column (no insert/update/delete flags)Order can be derived from snapshot_date (sequence by)Rows ...

  • 49 Views
  • 1 replies
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Latest Reply
dbxdev
New Contributor II
  • 0 kudos

If your source only emits full daily snapshots, create_auto_cdc_from_snapshot_flow() is purpose-built for this and will likely be simpler and safer to operate than synthesizing CDC events for create_auto_cdc_flow(). It automatically computes inserts/...

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_its_akshaye
by > Visitor
  • 26 Views
  • 1 replies
  • 0 kudos

Create Cascading Dropdown in Dashboard

I am creating a dashboard, and I am looking to implement the scenario below.How do I create a cascading dropdown where selecting one field filters the available values in another dropdown?In a dropdown, how do I show a description for each option for...

  • 26 Views
  • 1 replies
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Latest Reply
dbxdev
New Contributor II
  • 0 kudos

Create a dataset that returns the “parent” values . Add filter A and connect it to that dataset field. Create a dataset for “child” values whose query is parameterized by the parent selection, or simply filters on the parent field: Configure the filt...

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Fox19
by > New Contributor
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  • 2 replies
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DELTA_FEATURES_REQUIRE_MANUAL_ENABLEMENT DLT Streaming Table as Variant

I am attempting to ingest csv files from an S3 bucket with Autoloader. Since the schema of the data is inconsistent (each csv may have different headers), I was hoping to ingest the data as Variant following this: https://docs.databricks.com/aws/en/i...

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  • 2 replies
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Latest Reply
dbxdev
New Contributor II
  • 0 kudos

Can you also share the exact code you are running to ingest 

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1 More Replies
AJ270990
by > Contributor II
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  • 1 replies
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All purpose cluster, SQL Warehouse and Job Cluster are not executing the code

All purpose cluster, SQL Warehouse and Job Cluster are not executing the spark code in Pro and Classic mode. When switched to Serverless mode they are able to execute the code. When checked with Networking team there were no subnet changes recently. ...

AJ270990_0-1768207712912.png
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  • 1 replies
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Latest Reply
MoJaMa
Databricks Employee
  • 0 kudos

Can you share the actual commands and error messages? Screenshots if you have them.

  • 0 kudos
ikhwan
by > Visitor
  • 44 Views
  • 1 replies
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INVALID_PARAMETER_VALUE: DBR version 16.4 or higher is required to query table

We are encountering issue lately around 17 January 2026.We make a Pipeline using DLT and RLS for filtering rows based on user's email. Previously our Row Level Security (RLS) is working fine. Until 3 days ago the dashboard is got into problem said:  ...

Data Governance
abac
Databricks Runtime
DBR
Row Level Security
  • 44 Views
  • 1 replies
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Latest Reply
ikhwan
Visitor
  • 0 kudos

Adding more information:Region: Singapore (ap-southeast-1)Warehouse type: ServerlessChannel: Both Current (v 2025.35) and Preview (v 2025.35)The error occurred on two separate Databricks accounts in the same region.

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Punit_Prajapati
by > New Contributor III
  • 150 Views
  • 1 replies
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Long-lived authentication for Databricks Apps / FastAPI when using Service Principal (IoT use case)

Hi Community,I’m working with Databricks Apps (FastAPI) and invoking the API from external IoT devices.Currently, the recommended approach is to authenticate using a Bearer token generated via a Databricks Apps Service Principal (Client ID + Client S...

Punit_Prajapati_1-1767935971292.png
  • 150 Views
  • 1 replies
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Latest Reply
MoJaMa
Databricks Employee
  • 0 kudos

So from your IoT device you don't have a way to use any of the Unified Authentication mechanisms? https://docs.databricks.com/aws/en/dev-tools/auth/unified-auth

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fintech_latency
by > Visitor
  • 62 Views
  • 4 replies
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How to guarantee “always-warm” serverless compute for low-latency Jobs workloads?

We’re building a low-latency processing pipeline on Databricks and are running into serverless cold-start constraints.We ingest events (calls) continuously via a Spark Structured Streaming listener.For each event, we trigger a serverlesss compute tha...

  • 62 Views
  • 4 replies
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Latest Reply
Raman_Unifeye
Contributor III
  • 0 kudos

There is no such option of always-warm. Your latency-senstive use-case qualifies more for a dedicated cluster.

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3 More Replies
Advika
by Community Manager
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  • 1 replies
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🌟 Community Pulse: Your Weekly Roundup! January 12 – 18, 2026

Another week powered by sharp questions, thoughtful solutions, and meaningful knowledge sharing .From technical deep dives to insightful reads, here’s what shaped the community this week   This Week’s Contributors      These members helped move c...

Screenshot 2025-11-07 at 8.12.47 PM.png Screenshot 2025-11-07 at 8.12.47 PM.png
  • 75 Views
  • 1 replies
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Latest Reply
Raman_Unifeye
Contributor III
  • 0 kudos

@Advika - Thanks for the mention  Great discussions and articles as always.

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Hubert-Dudek
by Databricks MVP
  • 32 Views
  • 0 replies
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for Pivot Lovers

All pivot table lovers can now export a pivot table from Dashboards to Excel #databricks More Databricks news: https://databrickster.medium.com/databricks-news-2026-week-2-5-january-2026-to-11-january-2026-0bfc6c592051

pivot.jpg
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Rubys
by > New Contributor II
  • 88 Views
  • 1 replies
  • 1 kudos

Currently Preparing for Databricks Generative AI Engineer Associate Any Mock Exams?

Hi everyoneI’m currently preparing for the Databricks Generative AI Engineer Associate exam and wanted to connect with others who are on the same journey or have already passed it. I’ve been studying the official Databricks learning materials and pra...

  • 88 Views
  • 1 replies
  • 1 kudos
Latest Reply
dbxdev
New Contributor II
  • 1 kudos

Take the course on partner academy . Go through it twice . Do the assignment and quiz . You should be good . Not a hard exam.

  • 1 kudos
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