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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,...

982 Posts

Training offerings

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

224 Posts

Get Started Discussions

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

2781 Posts

Activity in Community Discussions

richcruzchicago
by > Visitor
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My credentials aren't showing...

I took and passed the DataBricks Fundamentals Course. I have the DataBricks Academy certificate and the emails showing that I completed this on 4/3/2026. However, I do not find the credential or the compeleted course in my account.

  • 7 Views
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yashikab
by > Visitor
  • 35 Views
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Resolved! Accidentally submitted my exam

Hey @Cert-Team @Cert-TeamOPS Don't know where to go at this point, so writing here. I was giving my exam today and accidentally clicked on Submit instead of next. There was no confirmation, just the next screen which asked for feedback. Is there anyt...

  • 35 Views
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Latest Reply
yashikab
Visitor
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So, I reached out to kryterion and they were able to help me out. Thanks for hearing me out!

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DynDe
by > New Contributor
  • 39 Views
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Lakeflow jobs file trigger thru overwritten files

Is there any way a job can be triggered with overwritten files through a file trigger?I knew the limitations, but I just want to have other opinions or solutions.LimitationsOnly new files trigger runs. Overwriting an existing file with a file of the ...

  • 39 Views
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Latest Reply
Ashwin_DSA
Databricks Employee
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Hi @DynDe, Unfortunately, you can't do that as of today. Is there a specific reason you want to maintain the same name for the triggers? Instead of linking to a static file name, could you point to a root path so that any new files will trigger the j...

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shiva109649
by > New Contributor
  • 63 Views
  • 1 replies
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Urgent: Need to Switch Exam Format from Onsite to Online Proctored Within 48 Hours

Hi @Cert-Team @Cert-TeamOPS,I need urgent help regarding my upcoming Databricks certification exam scheduled within the next 48 hours at an offline proctored testing center.I want to switch the exam format from onsite to online proctored, but the sys...

  • 63 Views
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Latest Reply
cert-ops
Databricks Employee
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Hello @shiva109649 , Thank you for filing a ticket with our support team, Please note that we cannot provide support via community. Thanks & Regards,@cert-ops

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Shubham_1994
by > Databricks Partner
  • 67 Views
  • 1 replies
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Kind request to reschedule my Databricks Data Engineer Professional Exam

Hi Team @Cert-Team, Kind request to reschedule my Databricks Data Engineer Professional Exam due to demise of my close relative, I forgot to reschedule exam within 48 hours window due to above incidence. Please reschedule team Exam Reschedule Date: 2...

  • 67 Views
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Latest Reply
cert-ops
Databricks Employee
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Hello @Shubham_1994 ,Please file a ticket with our support team so they can review the case and determine next steps. Please note that we cannot provide support via community. Thanks & Regards,@cert-ops

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Andrew_I
by > New Contributor
  • 70 Views
  • 1 replies
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$200 per year lab subscription

What is the point of only having the lab subscription? You can only access the labs if you have the instructor led courses? This does not make sense to me? What are you paying for? 

  • 70 Views
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Latest Reply
szymon_dybczak
Esteemed Contributor III
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Hi @Andrew_I ,For the Databricks Academy Labs ($200), you'll get access to most of the self-paced courses listed in the catalog, along with their corresponding labs.

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visharad
by > New Contributor
  • 68 Views
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databricks x openui

Hey everyone! I’m Visharad, one of the maintainers for openui. We are doing some really fun stuff with generative UI. Would love to connect and collaborate with folks here and contribute to the community! https://www.openui.com/

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SantiNath_Dey
by > New Contributor III
  • 352 Views
  • 9 replies
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Handling New Columns Using Auto Loader Rescue Mode but how will get newly added column

Schema evolution (rescue mode) is being triggered for a complex JSON file. However, when a new column is added in the source, it does not appear in the target table automatically for multi-level nested JSON. How can we add newly added nested columns ...

  • 352 Views
  • 9 replies
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Latest Reply
SantiNath_Dey
New Contributor III
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Thank you quick response. We will check and get back you ...

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8 More Replies
arunkumarm-db
by > New Contributor
  • 123 Views
  • 1 replies
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Inquiry Regarding Discount Vouchers for Databricks Data Engineer Associate Exam

I am preparing to take the Databricks Data Engineer Associate certification and wanted to check if there are any active promotional codes, student offers, or official discounts available.Managing certification costs is a priority for me right now, so...

  • 123 Views
  • 1 replies
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Latest Reply
Sumit_7
Honored Contributor III
  • 1 kudos

@arunkumarm-db - Global Learning festival provides a chance to get 50% off Vouchers --- next one will be in July and then again in October. It takes place quarterly.Thanks.

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luckydatabricks
by > New Contributor
  • 71 Views
  • 1 replies
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Error while reading file deletion_vector_5274904e-d64e-44e9-9a4b-1d7e93dfdc0b.bin

org.apache.spark.sql.streaming.StreamingQueryException: [STREAM_FAILED] Query [id = c981c01f-d84b-4f2b-8b78-c7324cd7e752, runId = 7bdd53a0-0d2b-4456-aad8-734e82116c1d] terminated with exception: [FAILED_READ_FILE.NO_HINT] Error while reading file abf...

  • 71 Views
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Latest Reply
MoJaMa
Databricks Employee
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Tough to say from just this. You should create a support ticket with MSFT. Possible the deletion vector file was deleted out from under Auto Loader mid-read. Which might be a bug or it could be that you have some separate cleanup running at the same ...

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jgonzalesdones
by > New Contributor II
  • 332 Views
  • 2 replies
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Resolved! Data Engineer Associate Exam Guide May 2025 - Recommended Training

Hi,I'm currently studying for the Databricks Certified Data Engineer Associate exam. The official exam guide lists the following self-study courses as recommended training as of May 4, 2026:Data Ingestion with Lakeflow ConnectDeploy Workloads with La...

  • 332 Views
  • 2 replies
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Latest Reply
jgonzalesdones
New Contributor II
  • 2 kudos

Hi Advika, thank you for clarifying!

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1 More Replies
genz
by > New Contributor II
  • 95 Views
  • 1 replies
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Platform to practice databricks associate data engineer exam

Hi all,Can anyone recommend me a free platform to practice databricks associate data engineer exam?

  • 95 Views
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Latest Reply
Sumit_7
Honored Contributor III
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@genz The very best content is available on Databricks in form of Academy courses or Documentation. Though to practice you may check this - https://dojo.dataengineer.wiki/

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Cleberz
by > New Contributor II
  • 363 Views
  • 5 replies
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Request for 50% Certification Voucher Discount

Hello,I hope you are doing well.I have completed the following courses, which were advertised as eligible for a 50% discount on the certification exam voucher:AI/BI for Data AnalystsSQL Analytics on DatabricksBoth courses are marked as completed in m...

  • 363 Views
  • 5 replies
  • 2 kudos
Latest Reply
SohamMukherjee
New Contributor II
  • 2 kudos

Hello,My Coupon expires 2nd of May. I am not fully prepared to take the exam. Is there any way the expiry can be extended by a week?Thanks

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4 More Replies
DynDe
by > New Contributor
  • 102 Views
  • 1 replies
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Resolved! Best practices for using autoloader

I’m looking to follow best practices with Databricks Auto Loader. When ingesting different file formats, is it considered good practice to always read data as strings first, or is it better to use format-specific readers (e.g., JSON, CSV, binary) fro...

  • 102 Views
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Latest Reply
DivyaandData
Databricks Employee
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Hey @DynDe , Use the format-specific readers from the start and let Auto Loader handle schema, rather than reading everything as generic strings/text yourself. Key points: Always set cloudFiles.format to the real file format (json, csv, xml, parquet,...

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genz
by > New Contributor II
  • 139 Views
  • 1 replies
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Passing Score for Databricks associate data engineer

hi all,Can anyone confirm that what is the passing criteria for the databricks associate data engineer certified exam as of April 2026?

  • 139 Views
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Latest Reply
szymon_dybczak
Esteemed Contributor III
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Hi,Databricks does not clearly publish a fixed passing % anymore (they often say scoring is scaled or subject to change).For current (2025–2026) exam I would say you should target at ~80% Databricks Certification and Badging FAQ | DatabricksIf my ans...

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