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Community Bricktalk | Master Multi-Cloud Data Sharing with OpenSharing & Global Distribution

Hey Databricks Community! Join us for a free community-sponsored BrickTalk where we’ll explore Multi-Cloud Data Sharing with OpenSharing SecureConnect & Global Distribution. BrickTalks is a community event series where Databricks experts share real-w...

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yesterday
✈️ 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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  • 1 replies
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2 weeks ago
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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3 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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3 weeks ago
Solution Accelerator Series | Predict Patient Disease Risk & Measure Quality

Predicting patient disease risk and measuring quality of care are important to precision health. This Solution Accelerator demonstrates a machine learning workflow using healthcare data to identify clinical and demographic factors associated with dis...

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yesterday
🌟 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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a month ago

Community Activity

Jack17
by > • Visitor
  • 71 Views
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Lakebase Data API

We need to bring the json data from external API and need to load it into lakebase API tables.Please suggest in connecting this.

  • 71 Views
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Latest Reply
DoTA
Honored Contributor
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Adding to the notebook approach above, two things to plan for. The Data API wants an OAuth bearer token on every request, and those tokens are short lived (about an hour per the docs), so a scheduled job should fetch a fresh one at the start of each ...

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julien_inquipus
by > • Visitor
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Serverless egress blocked (DNS REFUSED) on a Premium AWS workspace created via Express – only pypi/g

Hello,We run our platform on Databricks on AWS (eu-central-1). The workspace was created through the Express sign-up in early November 2026, then upgraded to Premium, and a credit card has been added to the account (pay-as-you-go). Compute is serverl...

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Latest Reply
ThomazNeto
Databricks Partner
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Hi @julien_inquipus ,Short version: there's no documented setting a Premium account can change for this, and I couldn't find a Databricks statement on how this restriction gets lifted. What the docs do say at least explains why nothing on the network...

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Valeria_Koz_DBX
by • Databricks Employee
  • 382 Views
  • 2 replies
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How to size your Genie bill (Genie Agent, Genie Code) before the free period ends (31 January 2027)

31 January 2027 is closer than it looks. Until then, every question your people ask Genie One or a Genie Agent is free. From 1 February, it's billed like the rest of Genie: a free monthly allowance per person, then pay-as-you-go. If nobody has worked...

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Latest Reply
Valeria_Koz_DBX
Databricks Employee
  • 3 kudos

Thanks @DoTA  this is exactly the kind of review a cost post needs, and all three points were right. I've updated the post:1. NULL price: step 4 no longer borrows a billed SKU. The step 3 query multiplies by your own price per DBU, so a free-only wor...

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1 More Replies
Tushar_Parekar
by • Databricks Employee
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CUSTOMER STORY | Aurasell powers AI sales agents 5x faster, at 7x lower cost with Lakehouse//RT

“Our AI agents query hundreds of times per second — they can’t run on data copied to a separate serving layer such as ClickHouse, where it’s inconsistent and harder to work with. Lakehouse//RT runs 5x faster, costs 7x less, and the data never leaves ...

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SPatel_5
by > • Visitor
  • 20 Views
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Enagement Manager and Technical ProgramManager

Can someone throw inputs on the Interview process of databricks ? what sites are there for preparation ? like for Amazon they say its Loop on Leadership principles and there are sites which guide...are there any such for Databricks ?Anyone has experi...

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faruk
by > • Contributor II
  • 217 Views
  • 5 replies
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Lakeflow Connect (Oracle): backfill a single new column without a full refresh of the table

Hi everyone,We ingest Oracle tables into a Bronze layer with Lakeflow Connect, and our Silver layer is a Lakeflow Spark Declarative Pipeline made of materialized views that read the Bronze tables and apply types and comments from our data dictionary....

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Latest Reply
faruk
Contributor II
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@pradeep_singhThanks for the explanation, that makes sense. Let me give a bit more context on my case, because I think it's slightly different.The data has already been corrected in Oracle. The problem is that Lakeflow Connect resumes ingestion from ...

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Hubert-Dudek
by • Databricks MVP
  • 601 Views
  • 1 replies
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Lakebase experience

In regions in which new Lakebase autoscaling is available, from Lakebase, you can access both autoscaling and older provisioned Lakebase instances. #databricks https://databrickster.medium.com/databricks-news-2026-week-2-12-january-2026-to-18-january...

lakebaseexp.jpg
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Latest Reply
Kirankumarbs
Honored Contributor
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Autoscaling is going to be default going forward and provisioned going to be deprecated

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natsuno1116
by > • New Contributor II
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Can you please give me my certificate???????????

Hi,Can you please give me my certificate?????????? It's been 10 days since I took the data engineer associate exam on 1November 2026 and I haven'r received my certificate. I logged in on accredible.com everyday and there's nothing. Trying to submit h...

natsuno1116_0-1794478986654.png
Certifications
data engineer associate certificate
no certificates received 10 days after exam
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Tushar_Parekar
by • Databricks Employee
  • 69 Views
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Announcement | Real-Time Mode for Spark Declarative Pipelines is Now GA on Databricks

Real-Time Mode (RTM) is now Generally Available for Spark Declarative Pipelines, bringing millisecond-range end-to-end processing to operational streaming workloads. Teams can build low-latency pipelines with the declarative framework they already us...

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Seanperry
by > • Visitor
  • 86 Views
  • 1 replies
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Exam was suspended, Databricks support tickets aren't helping

hello! nearing a month ago now, my exam was suspended. All I was told by databricks support in my 3 support tickets I submitted was that there was either malware (there was not, I did like 20 scans) on my computer. Or software, (assuming remote deskt...

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Latest Reply
Madhuri-tadem
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Did you get any help 

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Miguel_Cabrera1
by > • New Contributor
  • 71 Views
  • 1 replies
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Certification Exam Suspended Again

Hello teamI would like to ask for some help about my examination, just when i'm about to submit my examination I got hit be sus Exam name: Databricks Data Engineering AssociateUsername: Miguel_Cabrera1Ticket Number: #01069678Ref:  ref:!00D610JGc4.!50...

  • 71 Views
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Latest Reply
Madhuri-tadem
  • 0 kudos

Hi Miguel have you received any help from them and also did you raise the ticket 

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rjmcbride
by > • Visitor
  • 71 Views
  • 1 replies
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Serverless declarative pipeline ingestion from ADLS is running x4 SLOWER randomly

 Hi all,A full refresh of one Auto Loader streaming table in a serverless #Lakeflow (Declarative) pipeline has become about 4x slower (all to do with a single streaming table), and I'd like help understanding why. Nothing on our side changed. The onl...

  • 71 Views
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Latest Reply
ashishshivatare
Databricks Partner
  • 0 kudos

Your metrics already narrow this down significantly. Per-file processing time (~21–24 ms), storage latency, retries, and tasks per batch are all unchanged, yet concurrent running tasks dropped from ~21–24 down to ~7–8 while the backlog stayed above 1...

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Office_Solution
by > • New Contributor III
  • 167 Views
  • 3 replies
  • 2 kudos

Resolved! Best approach for migrating SAP BW to Databricks?

Hey folks,We are scoping out a migration to move our legacy SAP BW setup over to Databricks.Our main concern is the amout of logic tied up in old ADSOs, infpCubes and custom ABAP transformations routines. Manually rewriting everything into PySpark se...

  • 167 Views
  • 3 replies
  • 2 kudos
Latest Reply
Abhishek20
New Contributor II
  • 2 kudos

We did a similar BW to Databricks move recently. Here's what worked for us:1) Data models: Dont copy InfoCube star schemas 1 to 1. Land raw Adso data in Bronze and flatten the business logic into Silver/Gold Delta tables.2) ABAP & metadata: Rewriting...

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2 More Replies
Debu-Sinha
by • Databricks Employee
  • 306668 Views
  • 6 replies
  • 11 kudos

The Ultimate Guide to Chunking Strategies for RAG Applications with Databricks

Over the years, I have collaborated closely with ML engineering leaders across various industries, guiding them on how to make the right chunking strategy decisions for their Retrieval-Augmented Generation (RAG) use cases. One of the biggest challeng...

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  • 306668 Views
  • 6 replies
  • 11 kudos
Latest Reply
Abinesh2003
  • 11 kudos

Nice explanation   

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5 More Replies
vikneshwara_rb
by > • New Contributor II
  • 141 Views
  • 1 replies
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Community article marked as spam incorrectly

Hi team,My article "What It Takes to Read Lakeflow Pipeline Tables from Snowflake: A Unity Catalog Walkthrough" in Community Articles was marked as spam right after I published it. It is an original technical write-up on reading Lakeflow Declarative ...

  • 141 Views
  • 1 replies
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Latest Reply
vikneshwara_rb
New Contributor II
  • 0 kudos

Hi team, tagging @Advika, @Rishabh_Tiwari, and @Sujitha here as my account/article is still stuck in the spam queue. Could someone please manually clear it? Thank you!" (Even if the dropdown mention box doesn't pop up, the text will still alert human...

  • 0 kudos
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