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🎤 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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yesterday
Last Chance: Help Shape the 2026 Data + AI Summit | Win a Full Conference Pass

Your voice matters to us. We are planning the 2026 Data + AI Summit, and we’d love your input on what would make the experience even more valuable for you. Take a few minutes to share your feedback through our quick survey — your insights directly in...

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  • 3 kudos
yesterday
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
  • 9 kudos
10-02-2025
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...

  • 746 Views
  • 1 replies
  • 3 kudos
2 weeks 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...

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2 weeks ago
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...

  • 1068 Views
  • 6 replies
  • 13 kudos
4 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...

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11-12-2025
🌟 Community Pulse: Your Weekly Roundup! December 05 – 11, 2025

We’re inching toward year-end, And the Community just dropped another week packed with sharp questions and standout wins.If you missed the action, here’s the pulse of everything that made the feed light up   Week’s Power Players      Spotlight on t...

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Friday

Community Activity

yashojha
by > New Contributor II
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Issues while running SYNC SCHEMA (HIVE-6384)

Hi All, We are in a process of migrating to UC from HMS and also changing the DBR from 11.3 to 16.4 LTS. When i am running sync schema from HMS to UC i am getting "Parquet does not support date. See HIVE-6384" error. Trying to resolve this, i have di...

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alesventus
by > Contributor
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Power BI refresh job task

I have tried Databricks job task to refresh power bi dataset and I have found 2 issues.1. I set up tables in Power BI Desktop using Import mode. After deploying the model to Power BI Service, I was able to download it as an Import mode model. However...

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Shimon
by > New Contributor
  • 93 Views
  • 2 replies
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Jackson version conflict

Hi,I am trying to implement the Spark TableProvider api and i am experiencing a jar conflict (I am using the 17.3 runtime). com.fasterxml.jackson.databind.JsonMappingException: Scala module 2.15.2 requires Jackson Databind version >= 2.15.0 and < 2.1...

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Latest Reply
Shimon
New Contributor
  • 0 kudos

For now we are trying to contact Databricks, In worst case scenario we were planning to shade the dependencies we need.would love to hear what has worked for you.Best,Shimon

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1 More Replies
Suheb
by > New Contributor III
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How do you organize ML projects in Databricks workspaces?

How do you keep your machine-learning files, notebooks, and code properly organized in Databricks?

  • 7 Views
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Ritesh-Dhumne
by > New Contributor III
  • 10 Views
  • 0 replies
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certification

i want to do certification in  Databricks Certified Data Engineer Associate is there any discount ? and what will it cost in India .

  • 10 Views
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nulltype
by > New Contributor II
  • 46 Views
  • 1 replies
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Managing Spark Declarative Pipelines Permissions

We are currently managing our permissions via Terraform (including cluster creation, UC governance, etc.). We have a specific `data_engineer` role, and we need everyone with this role to be able to view and manage all of our SDPs.The Issue: Currently...

  • 46 Views
  • 1 replies
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Latest Reply
Abeshek
New Contributor
  • 1 kudos

This is a common governance challenge when teams move to Terraform-driven Databricks environments, trying to balance least-privilege access with operational efficiency. We see this frequently as platforms scale beyond a small admin group.At Kanerika,...

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Gaganmjain_012
by > Visitor
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AI/BI Genie

I was working with genie and started using Research agent, and now I want to make the genie as a sharable Infrastructure as Code where I can manage all the changes through GitHub and so does anyone have any suggestions how to do this in a best optimi...

  • 14 Views
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dgahram
by > Visitor
  • 40 Views
  • 1 replies
  • 0 kudos

DLT File Level Deduplication

I want to create a DLT pipeline that incrementally processes csv files arriving daily. However, some of those files are duplicate - they have the same names and data but are in different directories. What is the best way to handle this? I'm assuming ...

  • 40 Views
  • 1 replies
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Latest Reply
K_Anudeep
Databricks Employee
  • 0 kudos

Hello @dgahram ,   Auto Loader tracks ingestion progress by persisting discovered file metadata in a RocksDB store within the checkpoint, which provides “exactly-once” processing for discovered files.Doc: https://docs.databricks.com/aws/en/ingestion...

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abhijit007
by > New Contributor II
  • 81 Views
  • 2 replies
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AI/BI Dashboard embed issue in Databricks App

Hi everyone,I’ve created an AI/BI Dashboard in Azure Databricks and successfully published it, generated an embed link. My goal is to embed this dashboard inside a Databricks App (Streamlit) using an iframe.However, when I try to render the dashboard...

Administration & Architecture
AIBI Dashboard
Databricks Apps
  • 81 Views
  • 2 replies
  • 2 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 2 kudos

Greetings @abhijit007 , I did a little resarch and have come up with some hints/guidance to help you: Hey @abhijit007 — I did a little digging on this and pulled together some concrete guidance that should help you unblock things. Thanks for sharing ...

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1 More Replies
Sujitha
by Databricks Employee
  • 106 Views
  • 2 replies
  • 3 kudos

🎤 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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  • 106 Views
  • 2 replies
  • 3 kudos
Latest Reply
Brahmareddy
Esteemed Contributor
  • 3 kudos

Hi Sujitha, Thanks for brining this. I'm interested.

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1 More Replies
amekojc
by > Visitor
  • 33 Views
  • 0 replies
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Show values as rows instead of columns in pivot table Databricks AI/BI

Is there a way to show values in columns instead of rows in pivot table function?I have fields I want to show as rows, and when I want to add multiple fields under values, they show as rows instead of columns.I want each values field to show as colum...

  • 33 Views
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KiranAnand
by Databricks Employee
  • 2629 Views
  • 2 replies
  • 7 kudos

Azure Databricks — Upgrade Managed Workspace to VNet Injected Workspace

Managed Workspace in Azure Databricks Azure Databricks, a first-party service on Microsoft Azure, seamlessly integrates with other Azure services and is easily deployed through the Azure portal with a few clicks. This simplified deployment wi...

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  • 2 replies
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Latest Reply
sigmanudude
  • 7 kudos

does the redeployment delete or remove any of the catalogs or notebooks in the databricks environment?

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1 More Replies
rc10000
by > Visitor
  • 35 Views
  • 0 replies
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Databricks Data Engineer Associate Exam Dec 2025

Hi, I am prepping for the Databricks DEA exam. I am seeing some conflicts with DLT/DP or declarative pipeline syntax. I am trying to see if the most up to date syntax is going to be on the exam as opposed to the legacy DLT. For example, current DP sy...

  • 35 Views
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Louis_Frolio
by Databricks Employee
  • 56 Views
  • 0 replies
  • 4 kudos

Training That Scales: How Databricks Adoption Really Takes Hold

I teach Databricks to all sorts of folks, coders, managers—everyone. What’s wild is how two companies with the same setup can have totally different experiences. Usually, it’s not the tech itself that’s the issue, but how people see it. Databricks tr...

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  • 56 Views
  • 0 replies
  • 4 kudos
ndw
by > New Contributor II
  • 56 Views
  • 4 replies
  • 0 kudos

Extract Snowflake data based on environment

Hi all, In the development workspace, I need to extract data from a table/view in Snowflake development environment. Example table is called as VD_DWH.SALES.SALES_DETAILWhen we deploy the code into production, it needs to extract data from a table/vi...

  • 56 Views
  • 4 replies
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Latest Reply
nayan_wylde
Esteemed Contributor
  • 0 kudos

Option 1 — Notebook widgets (simple & reliable)Use a Databricks widget to pass the environment (e.g., via Jobs/Workflows parameter), then build the table name dynamically.# Databricks notebook dbutils.widgets.dropdown("env", "dev", ["dev", "prod"], "...

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3 More Replies
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How to perform Semantic Search in Databricks Lakebase

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