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Community Discussions
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,...

1092 Posts

Training offerings

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

244 Posts

Get Started Discussions

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

2813 Posts

Activity in Community Discussions

EllieFarrell
by > New Contributor III
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Resolved! Unexpected Script Execution Differences on databricks.com vs Mobile-Triggered Runtimes

I’m noticing some unusual inconsistencies in how scripts execute on databricks.com compared to when the same workflow is triggered through a mobile-based API. On Databricks, the script runs perfectly when executed directly inside a cluster notebook. ...

  • 1826 Views
  • 3 replies
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Latest Reply
jamshgr
Visitor
  • 4 kudos

The first thing I’d check is whether both executions are actually running under the same conditions. API-triggered jobs can have different initialization timing, environment variables, dependencies, permissions, or cluster state compared with a noteb...

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varun_babu
by > New Contributor II
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  • 5 replies
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Support Ticket Unanswered – Reschedule Issue Due to Delayed Support Response

I am looking for assistance or escalation regarding an open support request (Ticket #00977505) that has gone unanswered for nearly a week.Here is a brief summary of the timeline and issue:July 28, 2026: I submitted a High Priority support ticket beca...

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  • 212 Views
  • 5 replies
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Latest Reply
Advika
Community Manager
  • 2 kudos

Hello @varun_babu, We understand your concern and apologize for the inconvenience. The relevant team will follow up with you on support ticket [#00977505] regarding this matter. Please refer to the ticket for further updates. Thank you for your under...

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tomodachilifero
by > New Contributor
  • 303 Views
  • 5 replies
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How Can I Analyze Gaming Website Traffic and Search Trends with Databricks?

I'm learning Databricks, and I'm interested in using it to analyze data from a gaming website focused on Tomodachi Life ROM .I'd like to understand the best approach for building a simple analytics workflow.Some questions I have are:How can I import ...

  • 303 Views
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Latest Reply
JamesBennett
New Contributor
  • 0 kudos

Databricks has a lot of useful material for getting started, especially if you’re new to the platform. I’d recommend beginning with the basic workspace and notebook concepts, then moving on to Spark, SQL, and Delta Lake once you’re comfortable with t...

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Niyojit
by > Databricks Partner
  • 225 Views
  • 1 replies
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Resolved! Databricks Delivery expert badge

Hi Team,I recently learned that there are Delivery Expert badges available, and I'm interested in earning them. Could someone please guide me on where I can find the information or links to get started?Thanks in advance!

  • 225 Views
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Latest Reply
Sumit_7
Esteemed Contributor
  • 1 kudos

@Niyojit Delivery Expert Program is Partner only exclusive. If your organisation is one, login the Partner Dashboard and you'll find it there.

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Salam7
by > New Contributor
  • 149 Views
  • 1 replies
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Ticket Escalation: Request for Certificate & Webassessor Name Correction (Case #00980951)

Hi Certifications Team,I am writing to request an internal escalation for my support ticket, which has been open since August 1, 2026 without a resolution.Case Number: #00980951Issue: I need a Webassessor name correction to properly align with my leg...

  • 149 Views
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Latest Reply
Sumit_7
Esteemed Contributor
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@Salam7 Check with Webassessor team. Login to your profile and rename. Though this doesn't impact much as far as you could proof the owner and skiils.

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JohanVM
by > New Contributor
  • 130 Views
  • 1 replies
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Haven't received a project expert badge

I recently completed the Data Governance & Security learning plan, and one prerequisite is having the Data Engineer Associate certification. I recently renewed it, but I still haven't gotten a project expert badge for this learning plan.

  • 130 Views
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Latest Reply
Sumit_7
Esteemed Contributor
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@JohanVM Please check at https://www.credential.net/. Sometimes its added in the wallet but no email.

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woodymo
by > New Contributor
  • 158 Views
  • 1 replies
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today is Aug 7th, are there databricks certificate exam vouchers available?

I have used the databricks for long time, I have finished databricks online trainings, I want to take a exam. 

  • 158 Views
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Latest Reply
Sumit_7
Esteemed Contributor
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@woodymo Vouchers are distributed to the eligible participants after the Learning Festival. Lookout for the next one in October. Or if your organisation is a partner of Databricks, then check with your admin.

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Rutu_Patil
by > New Contributor
  • 102 Views
  • 1 replies
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Wrong Exam Selection – Request to Change from Data Analyst Associate to Data Engineer Associate

Hi Databricks Team,I recently scheduled my certification exam for 16 August 2026. Unfortunately, due to a mistake while booking the exam, I selected the Databricks Certified Data Analyst Associate instead of the Databricks Certified Data Engineer Ass...

  • 102 Views
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Latest Reply
Sumit_7
Esteemed Contributor
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@Rutu_Patil Please raise a support ticket at https://help.databricks.com/s/contact-us 

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RohithChippa
by > New Contributor III
  • 6459 Views
  • 8 replies
  • 1 kudos

Resolved! Databricks cleanroom functionality and billing

I'm new to Databricks and have been tasked with exploring Databricks Clean Rooms. I'm a bit confused about how billing works for Clean Rooms and their overall functionality. Specifically, I'm curious about the following:Environment Hosting: Are Clean...

  • 6459 Views
  • 8 replies
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Latest Reply
kabeerthockchom
Databricks Employee
  • 1 kudos

Databricks no longer charges a per-collaborator fee for Clean Rooms as of Jan 2026. The earlier replies in this thread that reference a per-collaborator daily charge are outdated and should not be used for current billing decisions. Lower cost: No mo...

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pj-celebal-tech
by > New Contributor
  • 328 Views
  • 2 replies
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Best Practices and Questions for Configuring High QPS AI Search Endpoints in Databricks

Hello Databricks Community,I am exploring the configuration and scaling of high QPS (Queries Per Second) endpoints for Databricks AI Search, as described in the official documentation. I have several questions and would appreciate insights from anyon...

  • 328 Views
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Latest Reply
Brodybenson
New Contributor
  • 1 kudos

For high-QPS AI Search endpoints in Databricks, I’d start by separating the problem into latency, throughput, scaling, and cost. Make sure you know your target QPS, acceptable p95/p99 latency, query size, embedding/model latency, and whether traffic ...

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Cert-Team
by Databricks Employee
  • 158099 Views
  • 239 replies
  • 24 kudos

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...

  • 158099 Views
  • 239 replies
  • 24 kudos
Latest Reply
SiddharthPorwal
New Contributor
  • 24 kudos

Hi @Cert-Team and @cert-ops I am seeking help regarding an issue I faced with my Databricks Certified Data Engineer Associate certification exam and would appreciate any guidance or assistance from the Databricks team. I had scheduled my exam for 2nd...

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Vasu9
by > New Contributor
  • 149 Views
  • 1 replies
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Request for Databricks Associate Engineering Exam Voucher

Hello,I have completed all four modules of the Databricks Associate Engineering course, but I have not received the exam voucher yet.Could you please check and let me know if the voucher has been issued? I have also checked my email inbox, spam, and ...

  • 149 Views
  • 1 replies
  • 0 kudos
Latest Reply
Niyojit
Databricks Partner
  • 0 kudos

Hi @Vasu9 ,The exam voucher is not issued automatically. You'll need to contact Databricks Support to request it.Please use the link below, fill in the required details, and the voucher will be issued to you.How do I request a certification voucher? ...

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Daniel_B
by > New Contributor II
  • 393 Views
  • 11 replies
  • 1 kudos

Feedback on Deploy Workloads with Lakeflow Jobs SPL

Hi,I cannot find a feedback option in the course itself so I'll share here;Section: Creating and Scheduling JobsThis section confuses the parameter hierarchy which is not good as understanding the parameter hierarchy is crucial for effective job desi...

  • 393 Views
  • 11 replies
  • 1 kudos
Latest Reply
masonreed11
New Contributor III
  • 1 kudos

Good feedback. Parameter hierarchy can be confusing, especially when job and task parameters overlap. A simple example showing the inheritance and precedence rules would make this section much clearer.

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ArshveerSingh78
by > New Contributor II
  • 3606 Views
  • 4 replies
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Resolved! Certification Coupons

I’m planning to take the Databricks Data Engineer Associate certification and wanted to check if there are any official discounts, student offers, or promotional coupons available to reduce the exam fee.As managing certification costs is important fo...

  • 3606 Views
  • 4 replies
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Latest Reply
7eja_Databricks
New Contributor II
  • 4 kudos

I still haven't received the "Certification Voucher" for the June-July advance learning festival. Has anyone received?

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3 More Replies
rkhand14_ltm
by > Databricks Partner
  • 264 Views
  • 2 replies
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Do you see a future where enterprise MDM platforms like Informatica MDM could be fully replaced ?

Do you see a future where enterprise MDM platforms like Informatica MDM could be fully replaced or reimagined on Databricks? Databricks has evolved far beyond a data engineering platform. With its growing ecosystem of connectors, governance capabilit...

  • 264 Views
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  • 1 kudos
Latest Reply
ShamenParis
Contributor
  • 1 kudos

Hi @rkhand14_ltm ,We are moving quickly toward a world where Databricks can handle almost the entire MDM workload natively through a Composable MDM approach.Instead of buying a monolithic, black-box MDM, you can build it right where your data already...

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