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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 ...

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a week 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...

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Monday
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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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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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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a week 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...

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a week 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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2 weeks ago

Community Activity

Raman_Unifeye
by > • Honored Contributor III
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TCO calculator for Databricks Analytics

Similar to the cloud infra calculators, is there a TCO calculator exist for Databricks?Lets say we have the inputs such as Number of source tables, data pipelines (estimated number), data growth per day, transfromation complexity and target reports a...

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robert7878
Visitor
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For a more realistic TCO estimate, I’d suggest building a model around data ingestion, daily growth, pipeline complexity, DBU consumption, storage, and expected query workloads. It may also help to create low, medium, and high usage scenarios so stak...

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suryaprayaga
by > • Contributor II
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Document Parsing - Use Cases

Dear Databricker'sWhat are some of the most common use cases you have used Document Parsing in Databricks? How is the success rate measured in the same? What are some of the lessons learnt?

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Amar_Naik
by > • New Contributor
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Databricks Apps gives you the app you wanted, without the React plumbing or the Power Apps limits

Most teams think they have to pick one. Build it in React and own the API, auth, hosting, and audit trail. Orbuild it in Power Apps and hit the limits when the app gets complex. With Databricks Apps, you don't have tochoose. You keep your React UI an...

Genie Hub
Databricks Apps
DELTA SHARING
Genie
Unity Catalog
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DoTA
Valued Contributor III
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One thing I'd add to the list is identity, because it decides whether the governance point actually holds. By default an app runs as its own service principal, and every user of the app shares whatever that principal can see. Unity Catalog row filter...

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Brahmareddy
by > • Esteemed Contributor II
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AI Agents Should Not Start Every Conversation From Zero

Databricks Agent Memory brings an interesting new direction to building AI agents that can learn from past interactions.Recently, Databricks introduced Agent Memory, and I think this is an interesting step toward making AI agents more useful in every...

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DoTA
Valued Contributor III
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Worth knowing before anyone builds on it: the docs now mark the earlier managed memory store as deprecated and point new agents at the newer agent memory plus agent sessions, which Databricks runs on Lakebase for you. The self-managed Lakebase route ...

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margarita_shir
by > • New Contributor III
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Private Route53 hosted zone for cloud.databricks.com

We have Tailscale deployed on the same VPC as our Databricks workspaces. To enable PrivateLink for some workspaces, we created a private Route53 hosted zone for cloud.databricks.com with CNAME records pointing workspace hostnames to the PrivateLink e...

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suranga
Databricks Partner
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Hi @margarita_shir,I don't think this follow-up got an answer, so jumping back in. Yes, keep the Tailscale split DNS on cloud.databricks.com pointing at your VPC resolver.Here's why switching it to privatelink.cloud.databricks.com breaks things. Tail...

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vkondepati
by > • Databricks Partner
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Databricks Unity Catalog Foreign Catalog – Timezone Mismatch with AWS RDS PostgreSQL Affecting Query

Hi Databricks Community,I'm facing a timezone-related issue with a Unity Catalog Foreign Catalog connected to AWS RDS PostgreSQL and would appreciate some guidance on the best way to handle it centrally.Current Setup:Source: AWS RDS PostgreSQL (confi...

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suranga
Databricks Partner
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Hi @vkondepati,Quick follow-up on my view above, because data_pulse's tests made me double-check one line and it needs a fix.CAST(created_at AS TIMESTAMP_NTZ) is evaluated in the session time zone of whoever queries the view. The Databricks docs say ...

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Aviral-Bhardwaj
by > • Esteemed Contributor III
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floating precision error in databricks

Hey team,I ran into this issue back in 2019, but I don't recall how we resolved it. I'm looking for guidance from experienced Spark/Databricks engineers.Our source system contains values like: source in-databricks source in-databricks 24.563824.56000...

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indradbxlearn
New Contributor III
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Hi @Aviral-Bhardwaj  - From your sample it looks like the values are losing everything past the 2nd decimal place (e.g. 24.5638 → 24.56 / 24.57), which usually points to the scale of the target column or a cast in the pipeline, not a Databricks displ...

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RaulTovar
by > • New Contributor II
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How to extract data from SAP to Databricks?

Hey everyone, I'm working through a project where I need to get data out of SAP S4Hana and into Databricks, and I'd love to pick the brains of anyone who's done this before.A few things I'm trying to figure out:How are you actually pulling the data o...

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anksaini
New Contributor II
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Easiest would be to use SAP BDC

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anksaini
by > • New Contributor II
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Building a Practical Cost Governance Model on Databricks

This article focuses mainly on cost management which has become ever more important with advent of fast-pace AI. A rise in total spend tells a platform administrator that something changed, but not necessarily which workload caused it or what action ...

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ShivaPolusani
by > • New Contributor II
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Claude Desktop connect to Databricks MCP

How do I connect Claude desktop to Databricks connector (available in connectors)What are the steps involved in it,  Can any one provide detailed step by step implementation for this so that I can query the data using Claude desktop please?

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indradbxlearn
New Contributor III
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Hi @ShivaPolusani  - NOT sure whether you got your answer already or NOT....... but generally I followed the below steps for this activity - Path A: workspace with an account console (paid or trial)In the Databricks account console, go to Settings > ...

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suranga
by > • Databricks Partner
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Do non-ASCII characters in file names break document indexing over a Unity Catalog volume?

I spent a few days on a document retrieval problem that turned out to have nothing to do with the retrieval setup, and I want to check whether anyone else has hit the same thing.Setup: around 40 internal PDF documents in a managed Unity Catalog volum...

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data_pulse
Contributor
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Thanks for the write-up @suranga. I investigated this using managed UC volumes in Databricks. I couldn't reproduce a non-ASCII filename issue, but the tests surfaced a few other ways documents can appear processed successfully while retrieval returns...

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johnb1
by > • Contributor II
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Materialized Views - Strange Difference in Refresh Performance

I have built the same materialized view twice with only one difference: mv01 does incremental refresh and mv02 does full refresh.The mv reads from 7 tables and 1 mv, performs unions, joins, anti-joins as well as filters, and calculates columns on the...

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data_pulse
Contributor
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@johnb1  Thanks for running these additional tests and the efforts. The results help narrow down the issue considerably.current_date() wasn’t the cause: Removing it eliminated PLAN_NOT_DETERMINISTIC, but the refresh still took 199 minutes. So, while ...

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nikeslovesdata
by > • New Contributor II
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Requesting voucher as part of databricks leaning festival Sept-Oct 2026

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 19th Octob...

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nikeslovesdata
New Contributor II
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Hi @anshul2528   I saw your reply in another query regarding the 50% voucher question. I also did not receive it till now. I finished the Data Engineering Pathway. Could you kindly look into it and make sure that I get the voucher as soon as possible...

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yanchr
by > • New Contributor III
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Databricks dashboard email with attachment

I'm trying to manage a scheduled AI/BI dashboard email entirely through Terraform and the API. The goal is to send a monthly PDF snapshot of the dashboard, with specific filter values already applied, to a list of subscribers and specified attachment...

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data_pulse
Contributor
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@yanchr I validated this using Lakeflow Jobs Dashboard tasks, the Jobs REST API and the Databricks Terraform provider. Here are the options I have tried and the findings:1: Lakeflow Jobs Dashboard task (simplest approach)Option A : Configure through ...

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AjayKumarM
by > • New Contributor
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Resolved! Dashboard id is missing in token claim

When I pass multiple filters using "external_value" while embedding the Databricks dashboard, I encounter an error stating that the dashboard ID is missing. For example, passing a single filter works fine, but when I pass multiple filter values (such...

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Latest Reply
Isaac_18
Contributor
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Hi @AjayKumarM, adding to what @data_pulse found. Since /tokeninfo accepts the JSON fine, I'd look at the next call, where you swap the response for the scoped token. That's usually where a JSON-shaped value goes wrong.In the documented flow, step 3 ...

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