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FLASH SALE: Save 50% on Summit Training ⚡

Ready to level up your skills before the biggest data and AI event of the year?  From May 27 through June 3, we are cutting prices in half. Expert-led training courses are just $212.50 each! Register for Data + AI Summit today and pick from 20+ hands...

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2 weeks ago
Advanced Learning Festival: 15 June - 06 July 2026

Grow Your Skills and Earn Rewards! Mark your calendar: June 15 – July 6, 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. Whethe...

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4 weeks ago
Data Detective Series | Ready to crack a case with data? 🕵️‍♀️

We’re getting ready to pilot the Databricks Detective Series ahead of its launch at Data + AI Summit 2026, and we’re looking for Community members to help test it.  Databricks Detective Series is a free, gamified, hands-on experience where you become...

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4 weeks ago
FREE TRAINING: Databricks Business Impact Accelerator

Join Our Business Impact Accelerator Sessions! We are thrilled to invite you to the Business Impact Accelerator, a specialized single-session program designed specifically for business professionals, executives, and non-technical teams. If yo...

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Friday
DAIS registrants: apply for the Apps & Agents for Good Hackathon 2026

Already registered for Data + AI Summit 2026? Join us on Monday, June 15 for the Databricks Apps & Agents for Good Hackathon 2026, hosted in partnership with OpenAI. Secure your spot and apply by Sunday May, 31 Note: Marking RSVP on this Community ...

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4 weeks ago
DAIS 2026 Speaker Spotlight Series #17 | Kent Marten

  DAIS 2026 · Speaker Spotlight A conversationwith Kent Marten On how the Agentic era is finally making geospatial data first class — and why every business question has a location hiding inside it. Catch Kent at DAIS — two sessions Session...

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9 hours ago
Solution Accelerator Series | Large Language Models (LLMs) for Customer Service Analytics

Customer service teams often need to work with large volumes of unstructured data such as call transcripts, chat messages and other text. The Large Language Models (LLMs) for Customer Service Analytics Solution Accelerator shows how NLP, transformers...

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4 hours ago
🌟 Community Pulse: Your Weekly Roundup! June 01 – 07, 2026

The Weekly Digest • June 1 – June 7 Community Pulse Miss something this week? We've got you covered.. This Week's Community Stars   The members who showed up and made a difference this week: @szymon_dybczak @balajij8 @ShamenParis + Top Bricks...

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5 hours ago

Community Activity

jeffreyaven
by Databricks Employee
  • 3508 Views
  • 1 replies
  • 2 kudos

Fine-Grained Access Control in Delta Sharing: Dynamic Views vs Partition Filtering

The Challenge: Sharing Data While Maintaining Privacy Boundaries Imagine you're a global retail company with customer order data spanning multiple regions—North America, Europe, and Asia Pacific. You need to share this data with regional sales partne...

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Latest Reply
chadbaldwinhchb
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I think it would also be helpful to note a couple other items as well that I've run into when trying to make this decision.This may sound obvious, but it's worth stating - partition filtering does not work with Liquid Clustering. In order to configur...

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yit337
by > Contributor
  • 21 Views
  • 1 replies
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How to change a field when instancing cluster defined as variable?

I define all clusters as variable in separate files, so I can re-use them. Then I am accessing them in jobs as: The issue is that I want to change just the custom_tags in the cluster when instancing it for a job, cause my tags are different for each ...

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Latest Reply
ShamenParis
New Contributor II
  • 0 kudos

Yes, you can achieve this seamlessly, but not by overriding the custom_tags inside the cluster variable. Instead, you define your specific tags at the Job level, and Databricks automatically merges them with your cluster variable's tags.Because compl...

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TheOC
by > Databricks Partner
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Upcoming webinar (16th June 2026): using Databricks in a practical invoice automation workflow

Hi everyone,Hopefully this is the right place to share!Myself and a colleague @Pilsner are running a webinar next week (Tuesday 16th June, 4pm UK time), which should be useful for people working in finance, data engineering, analytics or automation.W...

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PabloCSD
by > Valued Contributor II
  • 201 Views
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Pricing of Genie Space ChatBot

How much is the cost associated for making a ChatBot using this tool? Where can I find a source for the pricing of the tool?Thanks in advance

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Latest Reply
Lu_Wang_ENB_DBX
Databricks Employee
  • 0 kudos

Databricks recently published a new pricing model for all Genie products that will begin on July 6. Each user receives 150 DBUs of free large language model (LLM) usage every month, usage beyond the free amount is billed in DBUs, reflecting the under...

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1 More Replies
Kirankumarbs
by > Contributor III
  • 179 Views
  • 1 replies
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How to download Course Invoice from Databricks Academy

I recently bought an Instructor-Led Databricks Academy Course, but i am unable to see the option to download an invoice for my Corporate Reimbursement!Anyone aware of how to download or facing the same issue? I checked/skimmed all over Databricks Aca...

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Latest Reply
MoJaMa
Databricks Employee
  • 0 kudos

Can you try these? Check your email for the purchase confirmation (from learning@databricks.com or a Stripe receipt). That email usually has a "View receipt / Download invoice" link — that link is your reimbursable invoice.Email training@databricks.c...

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Daniel-Liden
by Databricks Employee
  • 535 Views
  • 2 replies
  • 3 kudos

Multi-Agent Supervisor for Hybrid Retrieval with Agent Bricks and MLflow

California beekeepers lost 21% of their honey bee colonies in the first quarter of 2024, the worst quarter for the state in at least a decade, according to the United States Department of Agriculture National Agricultural Statistics Service (USDA NAS...

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Latest Reply
Daniel-Liden
Databricks Employee
  • 3 kudos

Hey @SalmanJafferCFA ! Can you clarify what you are asking? This example did use fully open source/public data (you can find sources in the repo). Are you asking about the difference between using an approach like this and just asking an LLM model an...

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1 More Replies
bi_123
by > New Contributor III
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Best practice to log Autoloader UNKNOWN_FIELD_EXCEPTION

Hi, When schema evolution is detected, Auto Loader throws an UNKNOWN_FIELD_EXCEPTION, and the error message includes schema information along with other related details. However, when I log the full message, it is too long and contains information th...

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Latest Reply
Ashwin_DSA
Databricks Employee
  • 1 kudos

Hi @bi_123, I would avoid parsing the full rendered UNKNOWN_FIELD_EXCEPTION message. Databricks explicitly notes in the error-handling documentation that the rendered and parameterised messages are not stable across releases, so any logic that depend...

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2 More Replies
unidevel
by > New Contributor II
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Resolved! Got error when access delta sharing table with iceberg endpoint

I created an iceberg table within databricks and shared it via delta sharing with tokenThen I use curl command to access it with iceberg endpoint like this:curl -X GET \-H "Authorization: Bearer ***"\-H "Accept: application/json" \"https://ohio.cloud...

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Latest Reply
unidevel
New Contributor II
  • 1 kudos

Thank you @rdokala , @aleksandra_ch BTW, can I share managed uniformed delta table to external Iceberg clients? I tried this but get the same error, my friend tried, seems fine. I don't know what's the difference.Best regards,Li

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3 More Replies
Arijit14
by > Databricks Partner
  • 1133 Views
  • 8 replies
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Resolved! Not sure how to get access to lab tutorials / notebook demonstrated in lecture

I am preparing for Databricks Certified Data Engineer Associate/Professional Certifications but not sure how to get access to lab tutorials / notebook demonstrated in lecture, any help would be greatly appreciated.   Thanks in advance.Arijit

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Latest Reply
olivier-2018
New Contributor III
  • 12 kudos

Hi guys, There seems to be quite a bit of interest for practical Databricks tutorials and demos.Apart for the MS-learn Lab exercises I pointed out above, did you know that Databricks published the dbdemo package with lots of practical tutorials? Here...

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7 More Replies
sd1700092
by > New Contributor
  • 38 Views
  • 1 replies
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ANALYZE TABLE ... COMPUTE STATISTICS FOR ALL COLUMNS silently does not update column stats on DBR 15

Hi Databricks Support,We need help confirming whether this is a known DBR 15.4 LTS bug or an unsupported/configuration-specific behavior.SummaryOn a Databricks Runtime 15.4.40 Photon job cluster, `ANALYZE TABLE <catalog>.<schema>.<table> COMPUTE STAT...

  • 38 Views
  • 1 replies
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Latest Reply
Ashwin_DSA
Databricks Employee
  • 0 kudos

Hi @sd1700092, From what I can verify, this looks more like a DBR 15.4 job-cluster issue than expected behaviour. The public ANALYZE TABLE documentation is clear that ANALYZE TABLE ... COMPUTE STATISTICS FOR ALL COLUMNS applies to both Databricks Run...

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Tushar_Parekar
by Databricks Employee
  • 60 Views
  • 0 replies
  • 0 kudos

Solution Accelerator Series | Large Language Models (LLMs) for Customer Service Analytics

Customer service teams often need to work with large volumes of unstructured data such as call transcripts, chat messages and other text. The Large Language Models (LLMs) for Customer Service Analytics Solution Accelerator shows how NLP, transformers...

LLM CSA.png
  • 60 Views
  • 0 replies
  • 0 kudos
giuseppe_esq
by > Contributor
  • 2329 Views
  • 8 replies
  • 0 kudos

Error when executing spark.readStream Script

Hi all,When I try to execute the script (as per the screenshot below), in a Notebook cell, I get an error message.  I am using Databricks Free Edition, and am not sure if the error relates to the compute cluster that I am using?Any guidance would be ...

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  • 2329 Views
  • 8 replies
  • 0 kudos
Latest Reply
roma
Visitor
  • 0 kudos

FONE es un portal educativo diseñado para apoyar el aprendizaje mediante el acceso fácil a recursos educativos de calidad, herramientas e información. Ayuda a estudiantes y aprendices a fortalecer sus conocimientos, read more

  • 0 kudos
7 More Replies
Jyoti492
by > Visitor
  • 38 Views
  • 2 replies
  • 0 kudos

Certificate not received for Data Engineer Associate completed on 15th May

I passed my certificate on 15th May still no credentials received yet , even checked on credentialsI even submitted a support ticket but no response at all can someone take a look to it as I have to submit the certificate in my company.

  • 38 Views
  • 2 replies
  • 0 kudos
Latest Reply
cert-ops
Databricks Employee
  • 0 kudos

Hello @Jyoti492 ,Thank you for filing a ticket with our support team, Support team will respond shortly. Please note that we cannot provide support via community.Thanks & Regards,@cert-ops

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1 More Replies
Advika
by Community Manager
  • 92 Views
  • 0 replies
  • 1 kudos

🌟 Community Pulse: Your Weekly Roundup! June 01 – 07, 2026

The Weekly Digest • June 1 – June 7 Community Pulse Miss something this week? We've got you covered.. This Week's Community Stars   The members who showed up and made a difference this week: @szymon_dybczak @balajij8 @ShamenParis + Top Bricks...

Untitled design (12).png rfm-segmentation-inbody-graphics.png Learning Series (800 x 800 px) (6).png Screenshot 2026-06-09 at 4.37.17 PM.png
  • 92 Views
  • 0 replies
  • 1 kudos
yashprtkul
by > New Contributor
  • 50 Views
  • 1 replies
  • 0 kudos

Exam Reschedule Request – Databricks Data Analyst Associate – Technical Failure (Linux/Respondus)

@Cert-Team @Cert-TeamOPS Hi team,I was scheduled to take the Data bricks Data Analyst Associate exam today via Web assessor, provided through a voucher from partner company Thoughts win Systems. Unfortunately, I was unable to launch the exam due to a...

  • 50 Views
  • 1 replies
  • 0 kudos
Latest Reply
cert-ops
Databricks Employee
  • 0 kudos

Hello @yashprtkul ,Sorry to hear you missed your exam window. Please file a ticket with our support team so they can review the case and determine next steps (it is not advised that you post your email address here in community). Please note that we ...

  • 0 kudos
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