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Community [Industry BrickTalk #4] Transforming Commercial Real Estate Portfolio Management with AI

Please note this event has been rescheduled for April 16 at 9 am PT! Your registration will automatically update and send an updated calendar invitation. Registration will be open for 2 more weeks!    Are you ready for another BrickTalk?  Finance fri...

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2 weeks ago
Databricks Learning Festival - Business Edition (Instructor-Led): Global

Turn AI hype into everyday business decisions Join us for the Databricks Learning Festival – Business Edition, a free, global virtual event designed specifically for business professionals looking to unlock the power of data and AI — no deep technica...

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3 weeks ago
How agentic software development will change databases

Software development is shifting from a slow, linear process to a rapid, evolutionary one driven by AI agents. Instead of building a single application over time, developers and agents now generate, test, and iterate on multiple versions in parallel...

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2 weeks ago
A New Era of Databases: Lakebase

Databases have powered software for decades, but their underlying architecture hasn’t kept pace with modern application needs—especially in the era of AI and rapid development. Lakebase introduces a new approach by separating compute from storage an...

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2 weeks ago
Ending the Developer Struggle: The Future of Fast App Development - Virtual Event (May 5–7)

Developers want to write code, not provision databases. Learn how to create and deploy apps directly on the Databricks Platform. Join us on May 5-7. In this webinar, code comes first. Watch experts from Databricks and Cursor demonstrate how to get ...

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2 weeks ago
Databricks Learning Festival (Instructor-Led): APAC & EMEA

 We are back with instructor-led Databricks Learning Festivals for APAC & EMEA!  Both Udemy and LinkedIn recognized Databricks as one of the top fastest growing skills for 2026 — Udemy's The 100 Fastest-Growing Global Skills for 2026 and LinkedIn's T...

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  • 5 replies
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03-03-2026
Data + AI Summit 2026: Registration Now Open - Early Bird Pricing!

June 15–18, 2026 Register Now! Join thousands of data analytics and AI professionals at Data+ AI Summit 2026, the world’s largest conference for data, analytics and AI in San Francisco and virtually. Don’t miss early-bird pricing! Early-bird discoun...

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02-19-2026
Solution Accelerator Series | Understanding Price Transparency Data

Price transparency data from health plans in the U.S. holds the key to truly understanding healthcare costs – but it comes as massive, complex machine‑readable files (MRFs) that are tough to parse at scale.  What this solves The Databricks Lakehouse ...

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Wednesday
🌟 Community Pulse: Your Weekly Roundup! March 30 – April 05, 2026

The Weekly Digest • March 30 – April 05 Community Pulse Fresh insights, top contributors, and technical deep-dives – curated for you.   Spotlight Contributors   Shoutout to the voices driving the most impactful conversations: @edonaire @Sumit_7...

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Wednesday

Community Activity

IM_01
by > Contributor II
  • 207 Views
  • 6 replies
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Lakeflow SDP expectations

Hi, Is there a way to get number of warned records, dropped records , failed records for each expectation I see currently it gives aggregated count

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  • 6 replies
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Latest Reply
IM_01
Contributor II
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Thanks Ashwin 

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5 More Replies
BabyM
by > New Contributor II
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Regarding Databricks Associate voucher @Jim Anderson

Dear Databricks Community Admin @Jim AndersonI hope you are doing well.Request regarding the 50% certification coupon for the recent learning event which I had completed the learning pathsIt was mentioned that the coupon would be shared on 9th April,...

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Sujitha
by Databricks Employee
  • 22347 Views
  • 9 replies
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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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Announcements
conference
dataaisummit
  • 22347 Views
  • 9 replies
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Latest Reply
preetmdata
New Contributor III
  • 13 kudos

I am interested. I understand the link is not working. I am going to attend this in person. Is there any way I can contribute?

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8 More Replies
sandy4v
by > New Contributor
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  • 2 replies
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Databricks Platform Administrator

I am an Informatica Administrator. Want to become Databricks Administrator. Would like to connect with people who are working as Databricks platform admins and understand the path to become a successful Admin.

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Latest Reply
pradeep_singh
Contributor III
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You can take the platform admin course on partner academy - It covers the topic needed for a platform admin quite well .https://partner-academy.databricks.com/learn/courses/1230/databricks-platform-administration-fundamentalsyou might also want to lo...

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1 More Replies
Hubert-Dudek
by Databricks MVP
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Dashboards - ask Genie

We can ask Genie to explain the chart or its changes, such as spikes. There is a new button directly in the chart corner to start a conversation. more news https://databrickster.medium.com/

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DineshOjha
by > New Contributor III
  • 542 Views
  • 6 replies
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Resolved! Service Principal access notebooks created under /Workspace/Users

What permissions does a Service Principal need to run Databricks jobs that reference notebooks created by a user and stored in Git?Hi everyone,We are exploring the notebooks‑first development approach with Databricks Bundles, and we’ve run into a wor...

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Latest Reply
DineshOjha
New Contributor III
  • 3 kudos

Thank you so much Ashwin, this provides a lot of clarity.1. Where to deploy Bundles in the workspaceWe plan to deploy the bundle using a service principal , so the bundle we plan to deploy under /Workspace/<service_principal>1. Create notebooks under...

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5 More Replies
SantiNath_Dey
by > New Contributor III
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  • 1 replies
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Decimal Precision Loss While Reading Parquet Files in Databricks

We are extracting data from SQL Server/Oracle using ADF and storing it in Parquet format. When reading the files in Databricks using spark.read.parquet, decimal values are getting truncated—for example, 1245.1111111189979 becomes 1245.111111118. This...

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Latest Reply
Ashwin_DSA
Databricks Employee
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Hi @SantiNath_Dey, When ADF writes the Parquet, it truncates (or rounds) to that scale. Databricks just reads whatever is stored. There is no way for spark.read.parquet to recreate the lost digits.This behaviour is almost certainly coming from how AD...

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prakharsachan
by > New Contributor
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  • 1 replies
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Resolved! Databricks Database synced tables

When I am deploying synced tables and the pipelines which create the source tables(used by synced tables) using DABs for the first time, the error occurs that the source tables doesnt exist (yes because the pipeline hasnt ran yet), then whats the wor...

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Latest Reply
Ashwin_DSA
Databricks Employee
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Hi @prakharsachan, synced_database_table creation assumes the Unity Catalog source table referenced in spec.source_table_full_name already exists and is readable. The API treats this as the source table to sync from, and if it can’t be read, you’ll s...

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EduardoLomonaco
by Databricks Employee
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Databricks Unity Catalog Tags: Governance Best Practices & Patterns

Overview In Databricks Unity Catalog, tags are the primary mechanism for scaling data discovery and attribute-based access control (ABAC). However, without a clear strategy, tag usage often becomes inconsistent, leading to "metadata swamps" where pol...

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Latest Reply
EduardoLomonaco
Databricks Employee
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Hey @juan_maedo — awesome question, and thanks again for the thoughtful feedback! Today Unity Catalog intentionally enforces one value per governed tag key per object, which is why the Boolean pattern (one key per “selectable” option) is the recommen...

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sonakshipandey
by Databricks Employee
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How to Connect Sigma to Databricks SQL with OAuth: Step-by-Step Guide

Integrating your data warehouse with a modern business intelligence (BI) platform is vital in today's data-centric landscape. Connecting a user-friendly tool like Sigma to Databricks SQL warehouse unlocks fast, scalable analytics on even the largest ...

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Latest Reply
rvakr
New Contributor II
  • 2 kudos

Hi @sonakshipandey my use case is muti tenent/customer systemi want create mutiple sevice principle and mutiple sigma connetion can you help this 

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1 More Replies
Nidhig631
by > Databricks MVP
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Databricks Metric Views

What is a Metric View? (Think of it as a virtual report definition)Metric Views are a first-class object in Databricks Unity Catalog that allow you to define reusable, governed business metrics on top of your existing tables and views.Think of them a...

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megha_rai1
by > New Contributor II
  • 410 Views
  • 6 replies
  • 1 kudos

Voucher Eligibility Query

Hi Team,I participated in the Databricks Learning Festival in October 2025 for the Data Engineer Associate certification. I completed the Learning Pathway 1: Associate Data Engineering and received the exam voucher, but I couldn’t take the exam due t...

  • 410 Views
  • 6 replies
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Latest Reply
Sharad_Panigrah
New Contributor II
  • 1 kudos

Hi, I have completed the Associate Data Engineering learning path, but I haven’t received any vouchers or coupons yet

  • 1 kudos
5 More Replies
pevodek
by > New Contributor
  • 49 Views
  • 1 replies
  • 0 kudos

Nurafix Reviews (Official Retailer) ~2026 - Is It Worth It?

Nurafix ist ein fortschrittliches Nano-Autospray, das eine einfache und kostengünstige Lösung bietet, um das makellose Erscheinungsbild Ihres Fahrzeugs zu erhalten. Dank moderner Nanotechnologie werden Kratzer, Schrammen und leichte Abnutzungen effek...

  • 49 Views
  • 1 replies
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Latest Reply
pevodek
New Contributor
  • 0 kudos

https://nurafix.de

  • 0 kudos
martkev
by > New Contributor III
  • 92 Views
  • 1 replies
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Error: "Invalid model name" in Databricks AI Gateway when setting up Vertex AI endpoint

Hi everyone,I'm trying to set up a new serving endpoint in Databricks using Google Cloud Vertex AI as the provider. I want to route it to claude-opus-4-6.However, as soon as I try to create it, I get the following UI error (see screenshot):"Invalid m...

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  • 92 Views
  • 1 replies
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Latest Reply
anuj_lathi
Databricks Employee
  • 0 kudos

Hi @martkev -- good news: your model name is correct. The Vertex AI model ID for Claude Opus 4.6 is indeed claude-opus-4-6 (per Anthropic's official documentation). The issue is on the Databricks side -- the UI enforces an internal allowlist of recog...

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pfzoz
by > New Contributor
  • 91 Views
  • 1 replies
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Using Qwen with vLLM

There are many conflict and dependency issues when trying to install VLLM and use the Qwen models (on serverless), even the v2 families.I tried following this guide https://docs.databricks.com/aws/en/machine-learning/sgc-examples/tutorials/sgc-raydat...

  • 91 Views
  • 1 replies
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Latest Reply
anuj_lathi
Databricks Employee
  • 0 kudos

Hi @pfzoz -- the "Model architectures failed to be inspected" error you are hitting is a well-known compatibility issue between vLLM, the transformers library, and the Qwen2/2.5-VL model family. The root cause is that vLLM's model registry subprocess...

  • 0 kudos
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From 19 Hours to 80 Milliseconds: A Geospatial Cheesecake

I think the base is the best bit of a cheesecake, always have and always will, and when I started looking at geospatial data in Databricks, I was eating a cheesecake.  Government agencies dealing with...

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