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🚀 Monthly Databricks Get Started Days – Accelerate Your Learning Journey! 🚀

We’re excited to invite you to our MONTHLY Databricks Get Started Days, a half-day virtual learning experience designed to jumpstart your journey with Databricks. This global event is tailored to equip you with essential data engineering and analysi...

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Thursday
Business Intelligence in the Era of AI

AI is transforming BI by changing the way organizations manage, analyze and get insights from their data. Everyone is rushing to democratize access to data through LLMs. But without the right foundation, you can’t get the most from AI. Our new appro...

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Thursday
Virtual Learning Festival: 9 April - 30 April

Join us for the return of the Virtual Learning Festival! Mark your calendars from 9 April - 30 April 2025! Upskill across data engineering, data analysis, machine learning, and generative AI. Join the thousands who have elevated their career with...

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  • 55 replies
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03-03-2025
Intelligent Data Warehousing: AI/BI for Self-service Analytics

 Date & Time:8 April (Tuesday), 11 AM – 3 PM SGT Registration Page:Register Here: https://events.databricks.com/FY260408-SD-AIBIforSelf-ServiceAnalytics  What You'll Learn:In this training session, you will learn how to self-serve business insights ...

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2 weeks ago
Get Started With Lakehouse Architecture | Pass a quiz to earn your certificate completion.

Learn the foundational principles of the lakehouse architecture with three short self-paced videos The architecture of your data platform directly affects the reliability, performance and scalability of your data and AI initiatives. The lakehouse arc...

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a month ago
Data + AI Summit 2025 — registration now open!

Be part of a global movement! Connect with 22,000 data enthusiasts at 700+ sessions, keynotes, and hands-on training at this year’s Data + AI Summit. Whether you’re into data intelligence, governance, AI, or data warehousing, this is your chance to l...

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02-19-2025
Databricks Community Champion - March 2025 - Takuya Omi

Meet Takuya Omi (尾美拓哉), a passionate Data Engineer at NS Solutions and a valuable member of the Databricks Community. Takuya's career journey began in the marketing division of a financial institution, where his early work with SQL and machine learni...

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Monday

Community Activity

minhhung0507
by > Contributor II
  • 148 Views
  • 2 replies
  • 1 kudos

Optimizing Spark Read Performance on Delta Tables with Deletion Vectors Enabled

 Hi Databricks Experts,I'm currently using Delta Live Table to generate master data managed within Unity Catalog, with the data stored directly in Google Cloud Storage. I then utilize Spark to read these master data from the GCS bucket. However, I’m ...

  • 148 Views
  • 2 replies
  • 1 kudos
Latest Reply
BigRoux
Databricks Employee
  • 1 kudos

Hi Hung, The performance issues you're experiencing with Delta tables and deletion vectors are common challenges when working with Delta Live Tables. Let me address your questions: How to Optimize Spark Read Performance with Deletion Vectors Deletion...

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1 More Replies
nagini_sitarama
by > New Contributor III
  • 87 Views
  • 1 replies
  • 0 kudos

Urgent Issue - Databricks Data Engineer Professional Exam Suspended

Hello Databricks Community - @Cert-TeamOPS ,I am writing with significant concern and frustration regarding my Databricks Data Engineer Professional exam that was scheduled for today, April 4, 2025, at 3:30 PM EDT.I started the exam on time, having p...

  • 87 Views
  • 1 replies
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Latest Reply
nagini_sitarama
New Contributor III
  • 0 kudos

@Cert-Team  , @Cert-TeamOPS , @DB_Paul - adding for attention and help

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abelian-grape
by > New Contributor III
  • 197 Views
  • 2 replies
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Build a streaming table on top of a snowflake table

Is it possible to create a streaming table on top of a snowflake tablel accessible via the Lakehouse Federation?

  • 197 Views
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Latest Reply
Brahmareddy
Honored Contributor II
  • 0 kudos

Hi abelian-grape,How are you doing today?, As per my understanding, Right now, it’s not possible to create a streaming table directly on top of a Snowflake table that’s accessed through Lakehouse Federation in Databricks. Lakehouse Federation allows ...

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1 More Replies
abelian-grape
by > New Contributor III
  • 293 Views
  • 2 replies
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Triggering Downstream Workflow in Databricks from New Inserts in Snowflake

Hi Databricks experts,I have a table in Snowflake that tracks newly added items, and a downstream data processing workflow that needs to be triggered whenever new items are added. I'm currently using Lakehouse Federation to query the Snowflake tables...

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  • 2 replies
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Latest Reply
Brahmareddy
Honored Contributor II
  • 0 kudos

Hi abelian-grape,Great question! Since you're using Lakehouse Federation to access the Snowflake table, and Databricks can't directly stream from or listen to inserts in Snowflake, the best approach is to use an interval-based polling mechanism in Da...

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1 More Replies
Cert-Team
by Databricks Employee
  • 36769 Views
  • 142 replies
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Suspended Exam? Don't worry! 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...

  • 36769 Views
  • 142 replies
  • 9 kudos
Latest Reply
nagini_sitarama
New Contributor III
  • 9 kudos

@Cert-Team I had my certification exam for Databricks Data Engineer Professional scheduled today 3:30PM ET. As soon as I started the exam, within 5 minutes I was told to pause and show the room around; and it was clear per the exam policy. Immediatel...

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141 More Replies
ChsAIkrishna
by > Contributor
  • 698 Views
  • 1 replies
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Vnet Gateway issues on Power bi Conn

Team,We are getting frequent vnet gateway failures on power bi Dataset using DAX(simple DAX not complex) and upon the rerun it is working, is any permanent fix for this ?Error :{"error":{"code":"DM_GWPipeline_Gateway_MashupDataAccessError","pbi.error...

  • 698 Views
  • 1 replies
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Latest Reply
F_Goudarzi
New Contributor III
  • 1 kudos

Similar issue. Any solution?

  • 1 kudos
Niki_M
by > Visitor
  • 57 Views
  • 0 replies
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Databricks Access Management

Hi, Can someone suggest me what's the least level of access we can provide to any external business user to able to run a notebook and download the results. I tried with giving read and run level permissions at notebook level and also with a user gro...

Niki_M_0-1743796896887.png
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Sujitha
by Databricks Employee
  • 231 Views
  • 3 replies
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Who’s heading to the Data & AI Summit in San Francisco this year?

The Data + AI Summit is happening June 9-12, and we are gearing up for an incredible in-person experience! With 22,000+ data enthusiasts, 700+ sessions, and hands-on training, this is where innovation meets collaboration. Whether you are a data leade...

  • 231 Views
  • 3 replies
  • 2 kudos
Latest Reply
BigRoux
Databricks Employee
  • 2 kudos

I will be there delivering our top shelf training

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2 More Replies
Nyarish
by > Contributor
  • 15867 Views
  • 18 replies
  • 18 kudos

Resolved! How to connect Neo4j aura to a cluster

Please help resolve this error :org.neo4j.driver.exceptions.SecurityException: Failed to establish secured connection with the serverThis occurs when I want to establish a connection to neo4j aura to my cluster .Thank you.

  • 15867 Views
  • 18 replies
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Latest Reply
saab123
New Contributor II
  • 18 kudos

I have added the init script on cluster start up in Spark->config->init.scripts. But my clsuter won't start after this.Cluster scoped init script /Volumes/xxx/xxx/neo4j/neo4j-init.sh failed: Script exit status is non-zero. Could you please help me or...

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17 More Replies
BigAlThePal
by > New Contributor
  • 157 Views
  • 1 replies
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.py file running stuck on waiting

Hello, hope you are doing well.We are facing an issue when running .py files. This is fairly recent and we were not experiencing this issue last week.As shown in the screenshots below, the .py file hangs on "waiting" after we press "run all". No matt...

BigAlThePal_0-1743709475328.png
  • 157 Views
  • 1 replies
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Latest Reply
humpy_reddy
New Contributor II
  • 0 kudos

Hey @BigAlThePal, It looks like a UI bug, especially in Microsoft Edge. The code actually runs, but the output doesn't show until you refresh. A few quick things you can try:Run cells individually instead of using "Run All"Switch to Chrome or Firefox...

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Siddalinga
by > New Contributor
  • 674 Views
  • 2 replies
  • 1 kudos

Getting error while creating external delta table in Databricks

I am getting below error while creating external delta table in Databricks, even there is a external location created.[NO_PARENT_EXTERNAL_LOCATION_FOR_PATH] No parent external location was found for path 'abfss://destination@datalakeprojectsid.dfs.co...

  • 674 Views
  • 2 replies
  • 1 kudos
Latest Reply
saisaran_g
Contributor
  • 1 kudos

Hello @Siddalinga,Is the issue fixed ? If not please check below options : 1. external location is created in databricks with proper service account or service principle ? 2. Or any storage location is attached with proper service account. ?Above 2 m...

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1 More Replies
lusy26demco
by > New Contributor
  • 353 Views
  • 2 replies
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I’m having trouble connecting to my AWS S3 bucket

Hello,I’m having trouble connecting to my AWS S3 bucket from my local Python environment using boto3. When I try to run the following code:import boto3s3 = boto3.client('s3')response = s3.list_objects_v2(Bucket='my-bucket-name')print(response)error m...

  • 353 Views
  • 2 replies
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Latest Reply
saisaran_g
Contributor
  • 0 kudos

Hello Mate,Are you trying from databricks notebook? if so can you share the dbr version ?If not, you can install the below code :import sslprint(ssl.OPENSSL_VERSION)and update the pip package : `pip install --upgrade pip` try post this. Happy learnin...

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1 More Replies
rollercoaster43
by > New Contributor
  • 593 Views
  • 2 replies
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Data Management and Governance with Unity Catalog Demo Set up error

I am trying to run classroom setup for Demo:Upgrading Tables to Unity Catalog lab in the above course and get multiple errors. I wasn able to complete previous 2 labs successfully.Here are some errors while running the classrom set up script "%run ./...

  • 593 Views
  • 2 replies
  • 0 kudos
Latest Reply
saisaran_g
Contributor
  • 0 kudos

Hello Mate,Only few courses are allowing to change the table metadata or type itself for the labsessions. In this case you can download and try in your workspace(if any) that will work easily for the learning purpose.Thanks for the ask, happy learnin...

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1 More Replies
nima30frenkline
by > New Contributor
  • 702 Views
  • 1 replies
  • 0 kudos

set up my AWS credentials and configure boto3, but I’m facing an issue

Hi everyone,I’m working on a project where I need to upload files from my local machine to an AWS S3 bucket using the boto3 library in Python. I’ve followed the official documentation to set up my AWS credentials and configure boto3, but I’m facing a...

  • 702 Views
  • 1 replies
  • 0 kudos
Latest Reply
saisaran_g
Contributor
  • 0 kudos

Hello Mate,Thanks for the ask, are you trying to read via notebook ? If so you need to pass the credentials either cluster level or best approach via secret scopes then it will work.Please ignore if not matching with your ask.Saran

  • 0 kudos
DiegoMX
by > New Contributor
  • 581 Views
  • 1 replies
  • 0 kudos

How to check databricks-connect types of objects.

While using `databricks-sdk` in my code, I've found that checking PySpark objects types is not reliable anymore.  I've used to do the following:  from pyspark.sql import Column, DataFrame, SparkSession isinstance(spark, SparkSession) isinstance(a_df...

  • 581 Views
  • 1 replies
  • 0 kudos
Latest Reply
saisaran_g
Contributor
  • 0 kudos

Hello Mate,Is the issue fixed ? did you got any reference or support from databricks end ?Saran

  • 0 kudos
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Latest from our Blog

Migrating ML Workload to Databricks

As machine learning (ML) workloads continue to grow in complexity and scale, organizations are looking for efficient and scalable solutions to manage their ML lifecycle. Databricks offers a powerful p...

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