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Upcoming Community BrickTalk | Sports Analytics: Turning Tracking Data into Real-Time AI Decisions

Hey Community! Join us for a free Databricks Community sponsored BrickTalk on Thursday, July 30! BrickTalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with data and AI, ...

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  • 4 kudos
Wednesday
📌‌ Complete Your Profile – Help Others Get to Know You

Community Ask   Hey Community!  Your Databricks Community profile is often the first thing other members see when they come across your posts, solutions, blogs, or event participation. A complete profile helps other members understand who you are,...

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2 weeks ago
How to Optimize Your Content for GEO: Best Practices for Writing Discoverable Community Content

Help Your Knowledge Reach More People Every Technical Blog, Community Article, MVP article, or answer you share can help someone beyond the Databricks Community. Small improvements in how you write can make your content easier to discover through C...

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Wednesday
The Next Wave of Enterprise AI | Webinar

WEBINARTime: July 21 / 8:00 AM PT Whether you’re building an agentic AI roadmap or pressure-testing your current approach, you’ll gain a clearer view of how leading enterprises are approaching agentic AI, and where the biggest opportunities lie ahead...

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  • 0 replies
  • 1 kudos
a week ago
Databricks Community Fellows – June 2026 Recap

  Monthly Recap • June 2026 Community Fellows Community Fellows are Bricksters who show up – in the forums, for customers, and for the community. Some months, that means going beyond the forums. June was one of them – Fellows brought their energy t...

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a week ago
Solution Accelerator Series | Building Common Sense Product Recommendations With LLMs

Product recommendations help guide customers through their shopping journey. The Building Common Sense Product Recommendations With LLMs Solution Accelerator shows how retailers can use LLMs to develop recommendations for new-to-market products by tu...

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  • 0 replies
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Tuesday
🌟 Community Pulse: Your Weekly Roundup! July 06 – 12, 2026

The Weekly Digest • July 6 – July 12 Community Pulse From hot takes to resolved threads – here's everything you need to catch up. This Week's Community Stars   The members who showed up and made a difference this week: @balajij8 @Sumit_7 + To...

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  • 1 replies
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Wednesday

Community Activity

yashwanve7
by > New Contributor
  • 21 Views
  • 0 replies
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Second Databricks Data Engineer Associate Exam Suspension – Looking for Advice

@Cert-Team @Cert-TeamOPS My Databricks Data Engineer Associate exam was suspended for the second time while taking it online. During this attempt, I had reached approximately question 40 out of 55. The only warning I received from the proctor was tha...

  • 21 Views
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MPD2
by > New Contributor
  • 214 Views
  • 6 replies
  • 4 kudos

Serverless egress - public internet access issues

I've just setup a new Databricks account on AWS with a workspace with "Serverless compute and default storage" and I am unable to access the public internet from notebooks and jobs for all but a handful of domains.A subset works fine, I've identified...

  • 214 Views
  • 6 replies
  • 4 kudos
Latest Reply
binlogreader
  • 4 kudos

Hi there, from your note and comments, I couldn't gather if you have tried standard compute. Did you experience the same issues with standard compute? With serverless, you might experience some snags since the infrastructure is owned by Databricks an...

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5 More Replies
animeshjain
by > New Contributor II
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  • 5 replies
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Bundle Validation Error: Volume lifecycle Field Rejected Despite Being in Schema

Environment:Bundle engine: directResource type: Volume (Unity Catalog)Problem:I'm trying to use the lifecycle field with prevent_destroy: true on a Unity Catalog volume resource in my Declarative Automation Bundle (DAB). the validation fails with:Err...

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Latest Reply
binlogreader
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@animeshjain What's happening is that two different components are checking your config, and they are at different versions.databricks bundle schema is generated from the CLI binary itself, and your CLI is latest enough enough to know about lifecycle...

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ChristianRRL
by > Honored Contributor
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  • 1 replies
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Run failed due to STORAGE_DOWNLOAD_FAILURE_SLOW → BOOTSTRAP_TIMEOUT

Hi there,We're recently being seeing issues with both classic all-purpose compute clusters (multi node specifically) and job clusters (also multi node) failing due to STORAGE_DOWNLOAD_FAILURE_SLOW → BOOTSTRAP_TIMEOUT.Our understanding is that this is...

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  • 97 Views
  • 1 replies
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Latest Reply
binlogreader
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We hit this exact failure mode a few months ago, so I can share how it played out for us and where I think your situation differs.Observations: Every cluster in one of our environments started failing with BOOTSTRAP_TIMEOUT. The instances themselves ...

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Brahmareddy
by > Esteemed Contributor II
  • 1170 Views
  • 6 replies
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Resolved! Databricks Free Edition Suddenly Not Working and unable to login

Hi Databricks Community,I have been using Databricks Free Edition for learning and practice, but suddenly it is not working as expected. I am unable to continue my notebooks and practice work.I wanted to check if anyone else is facing a similar issue...

  • 1170 Views
  • 6 replies
  • 2 kudos
Latest Reply
lmirkovic
New Contributor II
  • 2 kudos

I am facing similar issue, not able to access Free Edition for last 12 hrs or so. 

  • 2 kudos
5 More Replies
Cert-Team
by Databricks Employee
  • 146951 Views
  • 237 replies
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Resolved! Databricks Certification Exam Suspended? Our Support Team Can Help

Taking exams is so stressful already, and if your exam gets suspended it is extra stressful. Don't worry! Our support team is awesome and will help you get back on track. The most important step is to file a ticket in our Help Center. Be sure to inc...

  • 146951 Views
  • 237 replies
  • 24 kudos
Latest Reply
cuong_denotvip
Databricks Partner
  • 24 kudos

Hi Support Team and Community,I am writing this post to request a status update on my ticket, as I am currently unable to track its progress via the Help Center.Here are the details of my request:Ticket ID: #00966239Submission Time: 23:27, Wednesday,...

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236 More Replies
AmitDECopilot
by > New Contributor III
  • 78 Views
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Databricks Performance Optimization: What Changed, What Still Matters, and What Should Be Automated

Performance optimization in Databricks used to follow a familiar playbook:Partition large Delta tables.Compact small files with OPTIMIZE.apply ZORDER BY on frequently filtered columns.Run VACUUM.Collect statistics.Increase cluster size when queries r...

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arijitsam
by > New Contributor
  • 126 Views
  • 1 replies
  • 2 kudos

Hello from a new member!

Hello Databricks CommunityI finally jumped in and set up my profile this week. I wanted to drop a quick note to introduce myself and say hello to the fellow data minds here.I've spent the last 13+ years operating as a Data Architect and Engineer, wit...

  • 126 Views
  • 1 replies
  • 2 kudos
Latest Reply
davidwarner344
New Contributor
  • 2 kudos

Welcome to the community! Your experience will be a great addition here. Auto Loader, Delta tables, and Unity Catalog have been solid choices for scalable ingestion in my projects. Looking forward to your insights and discussions.

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asher_ayal_123
by > New Contributor III
  • 636 Views
  • 3 replies
  • 5 kudos

Requesting for assistance in creating a user group for my region

Hello wonderful people . I am currently in the process of applying to create a Databricks user group for my region and would like some assistance in the process. It might will be first in my country and I am optimistic but a bit nervous Below are som...

  • 636 Views
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Latest Reply
DanielHarris
New Contributor
  • 5 kudos

@asher_ayal_123 wrote:Hello wonderful people . I am currently in the process of applying to create a Databricks user group for my region and would like some assistance in the process. It might will be first in my country and I am optimistic but a bit...

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2 More Replies
yanchr
by > New Contributor III
  • 207 Views
  • 4 replies
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DLT pipeline cloning to another workspace.

I know about the clone API:<databricks-instance>/api/2.0/pipelines/<pipeline-id>/clonebut it only works within the same workspace.Is it possible to achieve the same result manually?As I understand:I can't choose where checkpoints are migrated to in U...

  • 207 Views
  • 4 replies
  • 4 kudos
Latest Reply
henry_collins
New Contributor III
  • 4 kudos

From what I've seen, there isn't a supported manual way to migrate a DLT pipeline with its checkpoints across workspaces. The checkpoint location is managed by the platform, so you don't get control over moving or reusing it. If preserving streaming ...

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3 More Replies
Hubert-Dudek
by Databricks MVP
  • 85 Views
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Full-text search

Full-text search index on Databricks. I managed to search 400 times faster! Read more about CREATE SEARCH INDEX #databricks https://www.sunnydata.ai/blog/databricks-full-text-search-index-benchmark https://medium.com/databrickscommunity/full-text-sea...

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phanvy5403
by > New Contributor II
  • 163 Views
  • 2 replies
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AnalysisException: [UNRESOLVED_ROUTINE] Cannot resolve routine `=`

Hi all,We are experiencing an AnalysisException when migrating our Databricks cluster runtime from 13.3 LTS to 16.4 LTS (Scala 2.13), and would appreciate your help in identifying the root cause.**Error:**```AnalysisException: [UNRESOLVED_ROUTINE] Ca...

  • 163 Views
  • 2 replies
  • 2 kudos
Latest Reply
henry_collins
New Contributor III
  • 2 kudos

It doesn't sound like the === operator itself is the issue, since it should compile into a normal Catalyst expression rather than a SQL function call. The fact that Spark is trying to resolve = as a routine makes me suspect a catalog or analyzer beha...

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1 More Replies
KarthikRK
by > New Contributor
  • 337 Views
  • 4 replies
  • 5 kudos

Resolved! Request to Enable Foundation Model Endpoint Rate Limits

Hi,I'm working on a trade surveillance agent and need access to foundation model endpoints.Currently getting this error when calling any LLM endpoint:Error: "The endpoint is temporarily disabled due to a Databricks-set rate limit of 0"Could you pleas...

Generative AI
workspace administration
  • 337 Views
  • 4 replies
  • 5 kudos
Latest Reply
balajij8
Contributor III
  • 5 kudos

@KarthikRK Free edition may not be used for commercial purposes. You can create a new Databricks account by starting a free trial or create a paid workspace if you would like access to key features like best models.

  • 5 kudos
3 More Replies
rjcrystal786
by > New Contributor II
  • 355 Views
  • 2 replies
  • 0 kudos

Advanced Learning Festival (15 June - 06 July 2026) - Voucher Eligibility Confirmation

Hello @Jim ,I completed all four modules of Learning Pathway 1 (Associate Data Engineering) for the Advanced Learning Festival on July 6, 2026, the published end date of the event. My Academy account email is [datasci.patel.rupesh@gmail.com]. Screens...

  • 355 Views
  • 2 replies
  • 0 kudos
Latest Reply
rjcrystal786
New Contributor II
  • 0 kudos

Hi @Ashwin_DSA ,Thank you for the confirmation. Following up as it's now July 17 and I haven't yet received the voucher at the email address associated with my Academy account (I've checked spam/promotions folders as well).For reference, I completed ...

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1 More Replies
Himanshu_Singh
by > New Contributor II
  • 451 Views
  • 5 replies
  • 0 kudos

Error while installing lakebridge

Hi All,As part of my Databricks learning journey, I am trying installing the Lakebridge in my system but getting below error.Traceback (most recent call last):File "C:\Users\himan\.databricks\labs\lakebridge\state\venv\Lib\site-packages\databricks\sd...

  • 451 Views
  • 5 replies
  • 0 kudos
Latest Reply
DanielHarris
New Contributor
  • 0 kudos

@Himanshu_Singh wrote:Hi All,As part of my Databricks learning journey, I am trying installing the Lakebridge in my system but getting below error.Traceback (most recent call last):File "C:\Users\himan\.databricks\labs\lakebridge\state\venv\Lib\site-...

  • 0 kudos
4 More Replies
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