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Administration & Architecture
Explore discussions on Databricks administration, deployment strategies, and architectural best practices. Connect with administrators and architects to optimize your Databricks environment for performance, scalability, and security.
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Forum Posts

greengil
by New Contributor III
  • 48 Views
  • 1 replies
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Delta Jira data import to Databricks

We need to import large amount of Jira data into Databricks, and should import only the delta changes.  What's the best approach to do so?  Using the Fivetran Jira connector or develop our own Python scripts/pipeline code?  Thanks.

  • 48 Views
  • 1 replies
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Latest Reply
Ashwin_DSA
Databricks Employee
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Hi @greengil, Have you considered Lakeflow Connect?  Databricks now has a native Jira connector in Lakeflow Connect that can achieve what you are looking for. It's in beta, but something you may want to consider.  It ingests Jira into Delta with incr...

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RPalmer
by Contributor
  • 200 Views
  • 7 replies
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Unable to connect to any cluster from a notebook

I'm experiencing an unusual issue following my return from annual leave. I'm unable to connect to any compute from a notebook (both Classic Compute and Serverless) this is despite having Can Manage permissions on the clusters.The error shown is: "Unk...

  • 200 Views
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alex1234
Visitor
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Im also having the same issue

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krishna007
by New Contributor II
  • 296 Views
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Resolved! What is the best way to use Unity catalog with medallion architecture using ADLS2

Hi,I am using a medallion architecture on Azure Data Lake Storage Gen2 with Azure Databricks. Currently, I am storing data in Parquet format (not Delta tables), and I am planning to implement Unity Catalog (UC).As part of this setup, I understand tha...

  • 296 Views
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krishna007
New Contributor II
  • 2 kudos

I was going to follow 3rd but then it violets our medallion. And we don't have that much data to separate it physically. So going with 1st approach. But Thank you very much @karthickrs, I'll keep this in mind

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Lode
by Databricks Partner
  • 149 Views
  • 1 replies
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Lakebase in an enterprise setup

Hi,Has anyone managed to get the new Lakebase autoscaling fully working in an enterprise Azure setup?We are currently facing issues when setting up Lakebase autoscaling in a Databricks environment without a public IP, where all traffic is routed priv...

  • 149 Views
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emma_s
Databricks Employee
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Hi,  so I think what is happening as different types of tools get routed to lakebase via different paths and I believe you need to open up an additional private link. The docs here explain it pretty well. https://learn.microsoft.com/en-us/azure/datab...

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Junhyeon-Jeon_1
by New Contributor
  • 93 Views
  • 1 replies
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[Unity Catalog] Lack of Credential Type When GCS Interworking in Database ricks in AWS Environment

Hi, I'm using Databricks in AWS environment andI'm trying to link the data from GCP GCS to Unity Catalog.[Official document]I tried to set it up by referring to the official guide of Databricks below.▶ Create service credentials guides[Problem situat...

스크린샷 2026-04-09 100042.png
  • 93 Views
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anuj_lathi
Databricks Employee
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Hi — this is expected behavior, not a bug. Unity Catalog storage credentials in the UI are cloud-specific to your workspace deployment. Since your workspace runs on AWS, you only see AWS IAM Role and Cloudflare API Token. The GCP Service Account opti...

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Mani_DevSecops
by New Contributor
  • 168 Views
  • 2 replies
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Can't able to enable Saml SSO

We are plannig to implement the architecturePingFederate is Front IDP -> Microsoft Entra is Actual IDP where we have our Users -> SSO Saml  --> Databricks(SP)I have done all the config setups everything is working as expected, the request is Finally ...

  • 168 Views
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MoJaMa
Databricks Employee
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This may not be solvable here. Do you have Support via Databricks? You'll need to create a Support Ticket (direct if AWS else MSFT ticket if Azure). If not, ping your Account Team for help. Just saying cos it might require the type of debugging that'...

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fkseki
by Contributor
  • 313 Views
  • 3 replies
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Resolved! Get resource permissions using terraform

Is there a way to retrieve resources (cluster, job, volume, catalog and all other objects) permissions?On terraform docs there's a resource databricks_permissions but I didn't find a data source databricks_permissions, grants ou similar.How can I get...

  • 313 Views
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Ashwin_DSA
Databricks Employee
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Hi @fkseki, There isn’t a data "databricks_permissions" (or similar) in the Databricks Terraform, only the databricks_permissions resource, and that resource is authoritative for the full ACL of the object. That means Terraform can’t read the current...

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pauldb
by New Contributor II
  • 161 Views
  • 2 replies
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AI Runtime Public Preview?

How can I get access to AI runtime? I see that it is in 'Public Preview' but I dont see a feature toggle for it on the account Previews page.https://docs.databricks.com/aws/en/machine-learning/ai-runtime/

  • 161 Views
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edonaire
New Contributor II
  • 0 kudos

The confusion comes from AI Runtime having two components with different preview states.Single-node tasks are already open and do not require any toggle. You can just open a notebook, click the Connect dropdown, select Serverless GPU, choose your acc...

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APJESK
by Contributor
  • 156 Views
  • 2 replies
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Which role is recommended to create and manage Unity Catalog objects—Workspace Admin or Metastore Ad

Which role is recommended to create and manage Unity Catalog objects (catalog, schema, Storage credentials, External Location)—Workspace Admin or Metastore Admin—and why? 

  • 156 Views
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APJESK
Contributor
  • 1 kudos

I am designing the security model for our Databricks platform and need guidance on role selection for managing Unity Catalog. Which role should be used for creating and managing Unity Catalog objects such as Storage Credentials, External Locations, C...

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dermoritz
by Databricks Partner
  • 334 Views
  • 5 replies
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Spark config ignored in job run settings

i am talking about this setting: i tried so far:spark.executor.cores 8andspark.log.level INFOBoth documented here: https://spark.apache.org/docs/latest/configuration.htmlbut neither i see effect nor i see them set if i check sparkui -> environment ta...

Screenshot 2026-03-25 150815.png Screenshot 2026-03-25 151527.png
  • 334 Views
  • 5 replies
  • 3 kudos
Latest Reply
emma_s
Databricks Employee
  • 3 kudos

Hi, You're not putting in the wrong place, it's just that Databricks doesn't allow certain configs, because they are managed by Databricks for you. For example your core spark config you've shown above won't be recognised as this is set by selected c...

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abhijit007
by Databricks Partner
  • 441 Views
  • 2 replies
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Resolved! Running Browser Based Agentic Applications on Databricks

Hi,We are evaluating whether it is possible to host a browser‑based agentic application on Databricks.Our application performs frontend UI automation using the browser-use Python library and also exposes FastAPI endpoints to drive a UI..Application O...

  • 441 Views
  • 2 replies
  • 1 kudos
Latest Reply
Lu_Wang_ENB_DBX
Databricks Employee
  • 1 kudos

TLDR: Databricks Apps/serverless won’t support this pattern; classic compute with Databricks Container Services is your only real option on Databricks, and even that has trade‑offs. For serious browser automation, run it off‑platform and integrate wi...

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luiz_felipe
by New Contributor
  • 263 Views
  • 1 replies
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Power BI Service refresh failures caused by intermittent Databricks credential invalidation

Hi everyone,We are experiencing an intermittent issue in Power BI Service where datasets and dataflows connected directly to Databricks start failing refreshes because the credentials appear to be lost or invalidated, even though no manual changes we...

  • 263 Views
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emma_s
Databricks Employee
  • 0 kudos

Hi, This is a known issue with how the Power BI Service handles OAuth refresh tokens with Databricks. Databricks enables Single-Use Refresh Tokens (SURTs) by default for Power BI integrations. If a token refresh fails mid-flight (network hiccup, timi...

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NikeshPurohit
by Databricks Partner
  • 984 Views
  • 1 replies
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Unable to connect Claude connector to Databricks MCP server (Genie)

Hello everyone,I am trying to connect Claude’s Custom Connector (Remote MCP) to a Databricks Managed MCP Server using a Genie space, but I keep encountering an authentication connection error. I would appreciate guidance on whether this is a configur...

  • 984 Views
  • 1 replies
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Latest Reply
emma_s
Databricks Employee
  • 1 kudos

Hi, updating from my previous post to give the latest update. As of two weeks ago, there is a public preview for this, it needs to be enabled in your workspace. You also need to have the Claude IP added to Databricks if you have any IP workspace rest...

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RikL
by Databricks Partner
  • 300 Views
  • 2 replies
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Resolved! Automatic Identity Management with Nested Groups and API Access

Hi all,I’m exploring Automatic Identity Management for synchronizing nested groups in Azure Databricks. According to the documentation, this feature supports nested groups: Automatic Identity ManagementHowever, the same article notes that groups sync...

  • 300 Views
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Latest Reply
emma_s
Databricks Employee
  • 2 kudos

Hi, I've just had a look internally and there is some discussion about making this functionality available but I can't give you a definitive idea of when this might be.  In terms of workarounds the best one I can find is to use Tarracurl to make raw ...

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