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Level Up Your Databricks Skills: Learning Paths & Free Live Training

FOR DATABRICKS LEARNERS Two free ways to grow yourDatabricks skills Both are free and live in the Databricks Community. Bookmark the one that fits where you are right now - or use both. 01 LEARNING PATHS Your Path to Certification What it is:...

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a week ago
Community BrickTalk | Databricks Certification: Did You Know?, What's New, and Where We're Going

Hey Databricks Community! Join us for a free, community-sponsored BrickTalk on Thursday, October 8, 2026! Bricktalks is a community event series where Databricks experts share real-world use cases, demos, and practical insights for building with Data...

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Monday
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
Join the Live AI/BI + Genie Launchpad (Oct 6–8)

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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Thursday
Databricks Advanced Learning Festival: September 16 - October 14 2026

Databricks Advanced Learning Festival September 16 – October 14, 2026 Join us for a four-week event dedicated to learning, upskilling, and advancing your career in data engineering, analytics, machine learning, and generative AI. Whether you are...

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08-21-2026
Databricks Community Champion - August 2026 - Shamen Paris

Community Champion • Our Community Champion Program celebrates members who consistently contribute their expertise, support fellow practitioners, and help shape a stronger and more collaborative Databricks Community. Every month, we recognize individ...

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3 weeks ago
Solution Accelerator Series | Incident Investigation Using Graphistry

Cybersecurity investigations often require sifting through large volumes of log and telemetry data to uncover the patterns and relationships behind threat activity. The Incident Investigation Using Graphistry Solution Accelerator shows how to query i...

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Tuesday
🌟 Community Pulse: Your Weekly Roundup! September 07 – 13, 2026

The Weekly Digest • September 7 – September 13 Community Pulse A new week, a fresh wave of articles, answers, and discussions. Here's your weekly catch-up. This Week's Community Stars   The members who showed up and made a difference this week ...

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2 weeks ago

Community Activity

ram_11
by > • Visitor
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Lakeflow connect

Spoiler  What is extractor_sql-server-conn_cdc_sink in the Ingestion gateway pipeline in lakeflow connect and is it crreated by deafualta and how does it work?

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K_Anudeep
Databricks Employee
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Hi @ram_11 ! The extractor_sql-server-conn_cdc_sink is the shared CDC sink that the SQL Server CDC extractor job inside the IG pipeline writes to.Example screenshot below:     What actually happens: The IG extractor (the job/process) reads change ro...

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Noxivamkapslar
by > • Visitor
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Noxivam – En enkel kapselrutin för vuxnas dagliga välbefinnande

Noxivam är ett kapselbaserat kosttillskott med en tydligt specificerad formula bestående av fyra deklarerade ingredienser. Den dagliga portionen på två kapslar innehåller enligt tillgänglig produktinformation 250 mg berberin HCl, 360 mg inulin, 160 m...

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jduran9987
by > • New Contributor II
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Serverless compute is not available in my account/workspaces

I've been going back and forth with Databricks support for some time regarding serverless compute. None of my workspaces offer Serverless as a compute option; I only see Pro and Classic, despite my account and workspaces meeting the documented requir...

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priya9896
by > • New Contributor
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Azure to AWS

Hi everyone,We're evaluating an architecture pattern and would appreciate any guidance or recommendations. Has anyone implemented a similar cross-cloud pattern? Specifically:Can AWS Glue be used to access Azure Databricks data without copying it?Are ...

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Louis_Frolio
Databricks Employee
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Hello @priya9896, I took a look at both internal and external documentation and here is what I found. Straight answer: don't plan on the Glue Data Catalog as a federation layer over Azure Databricks. Glue's Delta integration and the Glue Catalog itse...

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dbernstein_tp
by > • Contributor
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Lakeflow connect SQL server ingestion can be made elastic?

Hi Everyone, One of our big ingestion tasks is lakeflow connect CDC ingestion of ERP data from a SQL server database. I am deploying the pipelines and jobs for this via DABs. We are ingesting about 80 tables from the database, a handful of which are ...

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Latest Reply
lmcorreahdb
New Contributor III
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Great discussion. I think there is another architectural consideration worth exploring before changing the gateway configuration.Does the 15-minute freshness requirement apply to all 80 tables, or only to a subset of business-critical tables?If only ...

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Kirankumarbs
by > • Valued Contributor III
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Python logger.info() not showing inside applyInPandas (but print() works) — why?

Problem: In Databricks, logs from an external binary (via os.system) show up, but Python logger.info() inside groupBy(...).applyInPandas(...) does not. print(..., flush=True) does show up.Why: applyInPandas runs your function as a pandas UDF.  That c...

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Latest Reply
SteveOstrowski
Databricks Employee
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Hi Ben, The stdout logging-handler trick works on a classic/standard cluster, but on serverless it will not surface in the notebook cell, and that is expected rather than a problem with the helper. Here is what is going on. applyInPandas runs your Py...

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wschoi
by > • New Contributor III
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How to fix plots and image color rendering on Notebooks?

I am currently running dark mode for my Databricks Notebooks, and am using the "new UI" released a few days ago (May 2023) and the "New notebook editor."Currently all plots (like matplotlib) are showing wrong colors. For example, denoting:```... p...

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Latest Reply
DavidLin
Databricks Employee
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HTML outputs in dark mode was recently improved. Please see https://docs.databricks.com/aws/en/notebooks/notebook-ui#html-outputs-in-dark-mode and try it out!

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dbrixr
by > • New Contributor II
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Reverse colors in dark mode

It seems that Databricks implements its dark mode by applying the invert filter so that all colors are reversed. This is problematic if one wants to create some sort of html widget or rich output since this filter is passed down to the result of disp...

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Latest Reply
DavidLin
Databricks Employee
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HTML outputs in dark mode was recently improved. Please see https://docs.databricks.com/aws/en/notebooks/notebook-ui#html-outputs-in-dark-mode and try it out!

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Nivethan_Venkat
by • Databricks MVP
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[PARTNER BLOG] Building an Agent-Native Data Quality Manager with Databricks Apps and DQX

Introduction: The Data Quality ParadoxWhat We BuiltThe Technology StackArchitecture Deep DiveThe Four-Layer ArchitectureLayer 1: UsersLayer 2: Databricks Apps PlatformLayer 3: Compute LayerLayer 4: Data LayerWhy This Design?The User Experience: A Com...

Nivethan_Venkat_0-1767562092725.png Nivethan_Venkat_0-1767563087238.png Nivethan_Venkat_0-1767563749696.png Nivethan_Venkat_2-1767563989250.png
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Rob7six
New Contributor
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Great post !We are currently evaluating a similar pattern using DQX as a quality gate in a Databricks data engineering workflow.Our use case involves several SharePoint Lists ingested through the native Databricks SharePoint connector into a RAW laye...

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AnhPT
by > • New Contributor III
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Resource limits

Hi forks,I see page https://docs.databricks.com/aws/en/resources/limitsDoes Databricks have dashboard concurrent limits and resource limits ? I am wondering whether these limits are calculated over a time window of 1 day, 1 hour, or 1 minute. Please ...

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Louis_Frolio
Databricks Employee
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Hello @AnhPT, I took a look at both internal and external documentation and here is what I found. @Satyasai pointed you at the right page for dashboards; the reason it felt thin is that the time-window question doesn't apply to most of what's on it. ...

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Capri
by > • New Contributor
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Dashboard DAB Deployment: default_catalog and default_schema do not work for metric views anymore

We deploy Dashboards using DAB. We set default_catalog and default_schema for the dashboard, so in the `dashboard.lvdash.json` we only need the last part of table and metric names. Starting yesterday (Sep 29th, 2026), this does not work anymore and w...

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Latest Reply
Louis_Frolio
Databricks Employee
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Hello @Capri, I took a look at both internal and external documentation and here is what I found. You're not alone, and nothing on your side caused this. @SamuelHarris reported the identical failure on Sep 30 on this thread (https://community.databri...

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Brahmareddy
by > • Esteemed Contributor II
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Future of Movie Discovery: How I Built an AI Movie Recommendation Agent on Databricks Free Edition

As a data engineer deeply passionate about how data and AI can come together to create real-world impact, I’m excited to share my project for the Databricks Free Edition Hackathon 2025 — Future of Movie Discovery (FMD). Built entirely on Databricks F...

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Latest Reply
juanlozadab
New Contributor III
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@Brahmareddy I haven't used this exact pattern at multi-million-row scale, but I agree that the tradeoffs start to change as the dataset and query volume grow.I would probably keep Delta as the source of truth and separate the serving layer based on ...

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25Tabs
by > • New Contributor II
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Automate AI comment generation for columns

Hello, I have a question regarding the new AI Comment generation feature. Is it possbile to use this feature without using the UI. Currently i have to accept every suggested comment one-by-one. Is there a feature / SQL or Phython Statement that i can...

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Latest Reply
juanlozadab
New Contributor III
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The ai_query route is the way to go, nothing to add there. Just a few thingsthat will bite you once you point it at a whole catalog.The big one is in the docs for the AI comments feature itself: saving a commentfires an ALTER, and that can disrupt ru...

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carl3one
by > • New Contributor III
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Certification Voucher Partner Academy

Hi TeamAre there any certification vouchers for learners from the partner academy?RegardsCarl 

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Latest Reply
juanlozadab
New Contributor III
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Hi Carl,Short answer: yes, but it is a discount rather than a free voucher, and it doesnot come from the Partner Academy portal itself. The documented partner benefitis free access to Databricks Academy courses plus a 50% discount oncertification exa...

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alexgfowler_ld
by > • New Contributor
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Serverless compute returns 403 on S3 buckets in the account-regional namespace

SUMMARYServerless SQL warehouses and serverless notebook/jobs compute cannot read S3 buckets created in the AWS account-regional namespace (names ending -{accountId}-{region}-an). Classic compute reads the same buckets through the same IAM role witho...

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Latest Reply
Louis_Frolio
Databricks Employee
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Greetings @alexgfowler_ld, I did some digging and here is what I found. First, this is one of the most carefully built-out reports I've seen on this forum. Your A/B test already rules out the usual suspects: same role, credential, data, and region wo...

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Multi-region model serving on Databricks with OpenSharing

Introduction Enterprises today serve customers across continents, from New York to Singapore, London to São Paulo. For these organizations, delivering fast, reliable user experiences is a business req...

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