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Engage in vibrant discussions covering diverse learning topics within the Databricks Community. Explore learning resources, share insights, and collaborate with peers to enhance your skills in data engineering, machine learning, and more.
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Certifications

Join dynamic discussions on Databricks certifications within the Community. Exchange insights, tips,...

1170 Posts

Training offerings

Explore discussions on Databricks training programs and offerings within the Community. Get insights...

252 Posts

Get Started Discussions

Start your journey with Databricks by joining discussions on getting started guides, tutorials, and ...

2874 Posts

Activity in Community Discussions

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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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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ShekiAngel
by > • New Contributor
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Built my AngelHack Quest 4 App with Databricks Apps + Lakebase

Hello Databricks Community!  I am participating in AngelHack x Databricks Quest 4. I have built a simple dashboard app using Databricks Apps and Lakebase Postgres. My app stores user feedback in Lakebase and shows analytics. It was amazing how easy i...

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luisconcha
by > • New Contributor III
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Databricks Free Edition – HTTP 400 "Unable to determine workspace context" (browser and CLI)

Hi everyone!I'm having trouble accessing my Databricks Free Edition workspace on AWS, and I'm hoping someone here might have experienced something similarThe workspace was working normally on October 29, 2026, until approximately 20:45 UTC. I had suc...

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luisconcha
New Contributor III
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Hi @LingeshK ,That's great news! Thank you so much for following up with the Free Edition team and helping investigate this.I'll leave everything as it is for now and won't create another workspace with the same Google account while the team looks in...

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TastefullyJade
by > • New Contributor
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Data Engineer Associate exam expired after proctor rescheduled me to a date I couldn’t make.

Hi @Cert-Team @Cert-TeamOPS,I’m hoping someone on the Certification team can take a look at my case, because I’ve gone between Kryterion and Databricks support and the tickets keep getting closed.On Oct 13 my internet dropped during my Data Engineer ...

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cert-ops
Databricks Employee
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Hello @TastefullyJade,Thank you for filing a ticket with our support team, support team will respond shortly. Please note that we cannot provide support or handle exam suspensions via community. Thanks & Regards,@cert-ops

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Cert-Team
by • Databricks Employee
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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...

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Latest Reply
emma74
New Contributor
  • 46 kudos

Hello @Cert-Team @cert-ops,My exam was suspended during the initial checks, before the exam started.I submitted an appeal (#01053519) on 23 October after my original request (#01052483) was closed. It has been a week since my scheduled exam, and I ha...

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Gaz
by > • New Contributor III
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Resolved! Dashboard embed: dashboard id is missing in token claim

We're trying to embed a dashboard following the example at https://learn.microsoft.com/en-us/azure/databricks/dashboards/embedding/external-embed#step-4-use-the-example-app-to-authenticate-and-generate-tokens The embed is displayed but with an error ...

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AjayKumarM
New Contributor
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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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Mukesh1337
by > • New Contributor
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Quest 4 Completed – Building and Deploying My First Databricks App with Lakebase

I have successfully completed Quest 4 by building and deploying a Todo application using Databricks Apps, AppKit, and Lakebase PostgreSQL.The application supports creating, editing, and deleting Todo items, with data persistence across page refreshes...

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jimcarre
New Contributor
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Great work congrats

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Brahmareddy
by > • Esteemed Contributor II
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English Is Becoming a Powerful Programming Language in Databricks!

I have been working with Python, PySpark, and SQL for years. But recently, while experimenting with Databricks Genie Code, I had a moment where I thought, "Are we entering a world where simple English becomes one of the most powerful programming lang...

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davidlaid
New Contributor
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Use automation

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Daniel_B
by > • Contributor
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DevOps Fundamentals: 11 - Performing Integration Tests: Replace bronze with silver

ingest-bronze-silver_sdp.pyChange {"quality": "bronze"} to {"quality": "silver"} ###################################################################################### B. Silver Table ##################################################################...

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Aravind_Reddy
Databricks Partner
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Hello @Daniel_B Good catch! The health_silver() definition should use table_properties={"quality": "silver"} to keep the table metadata consistent with the intended medallion layer.It would also be useful to include an integration-test assertion that...

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mohan91prasad
by > • New Contributor
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Databricks Learning Festival – Certificate Voucher Not Received | Case #01058205

Dear Jim Anderson,I hope you are doing well.I am reaching out regarding my participation in the Databricks Learning Festival. I successfully completed the course; however, I have not yet received the certificate voucher associated with the course com...

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data_pulse
by > • Contributor
  • 247 Views
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Governed Tag Propagation (Beta) in Unity Catalog - How It Works and What to Consider

Databricks' Governed Tag Propagation (Beta) is an interesting addition to Unity Catalog, helping automatically carry governed tags across downstream tables and views using data lineage.As data moves across medallion layers, this could significantly r...

Governed Tag Propagation Flow Diagram.png
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data_pulse
Contributor
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@DoTA Thanks for highlighting the asynchronous propagation aspect, that's an important consideration, particularly when propagated tags are tied to ABAC policies. It's a useful reminder to account for the propagation delay rather than assuming govern...

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pradeep_singh
by > • Honored Contributor III
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Why External Secrets in Unity Catalog Matter

Modern data and AI workloads rarely operate in isolation. Pipelines connect to operational databases. Notebooks call third-party APIs. Agents invoke external tools. Applications use tokens, passwords, certificates, and API keys to reach the systems a...

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pradeep_singh
Honored Contributor III
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data_pulse
by > • Contributor
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Unity AI Gateway Observability: Models, MCP Tools, and Coding Agents

Databricks Unity AI Gateway provides a unified way to monitor and understand AI activity through its built-in Workspace AI Gateway Usage Analytics dashboard and the underlying system.ai_gateway.usage system table.Some useful capabilities include:Mode...

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soumya_kumari
by > • New Contributor
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Not received my Databricks certified Data Engineer Professional certification

Hello Support Team,I successfully completed and passed my Databricks certification exam on 15th October 2026. However, as of 28th October 2026, I have not yet received my certificate, though it is visible in my Webassessor/Credentials portal.It's alr...

Certifications
@cert-ops
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NinaThoni
Databricks Employee
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Hi @soumya_kumari, Congratulations on passing, and thanks for reaching out. Certificates aren't sent as a separate file. You download your certificate and badge yourself from the Databricks Credentials portal. Sign in at https://credentials.databrick...

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