cancel
Showing results for 
Search instead for 
Did you mean: 
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.
cancel
Showing results for 
Search instead for 
Did you mean: 

Forum Posts

Escarigasco
by New Contributor III
  • 2134 Views
  • 2 replies
  • 3 kudos

Resolved! Azure Databricks Meters vs Databricks SKUs from system.billing table

When it comes to DBU, I am being charged by Azure for the following meters:- Premium Jobs Compute DBU <-- DBUs that my job computes are spending- Premium Serverless SQL DBU <-- DBUs that the SQL Warehouse compute is spending- Premium All-Purpose Phot...

  • 2134 Views
  • 2 replies
  • 3 kudos
Latest Reply
Escarigasco
New Contributor III
  • 3 kudos

Thank you Bianca, great answer!

  • 3 kudos
1 More Replies
Nisha_Tech
by New Contributor II
  • 2625 Views
  • 5 replies
  • 0 kudos

Databricks Asset Bundle Deployment Fails in GitHub Actions with Federated Identity Credentials

I am using a service principal with workspace admin access to deploy Databricks asset bundles. The deployment works successfully via Jenkins using the same credentials and commands. However, when attempting the deployment through GitHub Actions, I en...

  • 2625 Views
  • 5 replies
  • 0 kudos
Latest Reply
Hubert-Dudek
Databricks MVP
  • 0 kudos

Environment variables override .databrickscfg, that's why it is probably failing to OIDC. Make sure that you have correct specification in your databricks.yml so it will be source of true. Smth like: - name: Deploy bundle env: DATABRICKS_HOST: ...

  • 0 kudos
4 More Replies
Raman_Unifeye
by Honored Contributor III
  • 1772 Views
  • 4 replies
  • 1 kudos

TCO calculator for Databricks Analytics

Similar to the cloud infra calculators, is there a TCO calculator exist for Databricks?Lets say we have the inputs such as Number of source tables, data pipelines (estimated number), data growth per day, transfromation complexity and target reports a...

  • 1772 Views
  • 4 replies
  • 1 kudos
Latest Reply
Raman_Unifeye
Honored Contributor III
  • 1 kudos

@szymon_dybczak - I am aware of that calculator, however, the challenge is - how to even calculate the number of DBU it will consume based on the volume of data processing etc. The tool starts with the Infra and compute inputs. However, my question i...

  • 1 kudos
3 More Replies
IvanPopov
by New Contributor
  • 633 Views
  • 1 replies
  • 0 kudos

Does Databricks support HNS in GCP?

Hello,I need to set up some buckets in GCP which will be used as an analytics and productive data lake. I am getting diverging feedback on whether hierarchical namespaces (HNS) should be enabled for these buckets.On one hand, HNS is advisable for ana...

  • 633 Views
  • 1 replies
  • 0 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 0 kudos

Hi @IvanPopov ,According to docs Google Cloud Storage hierarchical namespace (HNS) is not supported with external locations. You must disable hierarchical namespace before creating an external location. 

  • 0 kudos
nk-five1
by New Contributor III
  • 3662 Views
  • 7 replies
  • 3 kudos

UC volumes not useable in Apps?

I have to install some custom library in a Python Databricks App. According to the documentation this should be possible through UC volumes:https://docs.databricks.com/aws/en/dev-tools/databricks-apps/dependencies#install-wheel-files-from-unity-catal...

Administration & Architecture
App
UC volumes
Unity Catalog
  • 3662 Views
  • 7 replies
  • 3 kudos
Latest Reply
Hubert-Dudek
Databricks MVP
  • 3 kudos

 

  • 3 kudos
6 More Replies
AlekseiDiaz
by New Contributor II
  • 643 Views
  • 2 replies
  • 0 kudos

Internet Access from Serverless Databricks - free trial

Hi community. I started to use databricks quick set up free trial and I have been trying to access internet from a python notebook but I haven't been able to do so. Even my UI is different. Is it becasue I am using free trial?

  • 643 Views
  • 2 replies
  • 0 kudos
Latest Reply
AlekseiDiaz
New Contributor II
  • 0 kudos

I changed the set up and I linked it to aws workspace. It doesn't raise any error now.But I was using requests

  • 0 kudos
1 More Replies
rmusti
by New Contributor II
  • 1902 Views
  • 3 replies
  • 1 kudos

What is the maximum number of workspaces per account on GCP

I found this in the docs: "you can create at most 200 workspaces per week in the same Google Cloud project" -But that directly contradicts the 20 limit that is mentioned in resource limits docs  . But Azure has no limit, and AWS has a limit of 50. So...

  • 1902 Views
  • 3 replies
  • 1 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 1 kudos

Hi @rmusti ,This is a bit confusing but not contradictory. Here's the important line in the docs:"For limits where Fixed is No, you can request a limit increase through your Databricks account team."So, below you have a table with resource limits. In...

  • 1 kudos
2 More Replies
AxelM
by New Contributor
  • 6775 Views
  • 3 replies
  • 0 kudos

Only absolute paths are currently supported. Paths must begin with '/'

I am facing the above issue when using the Python Databricks SDK. I retreive the job-definition by "client.jobs.get()" and then try to create it on another workspace with"client.jobs.create()"Therefore the job-definition is correct and working fine o...

  • 6775 Views
  • 3 replies
  • 0 kudos
Latest Reply
iyashk-DB
Databricks Employee
  • 0 kudos

You’re hitting a Jobs validation rule that depends on where the notebook is sourced from. With Git-sourced jobs, notebook paths must be relative; with workspace-sourced jobs, paths must be absolute and start with “/”. If a task’s source is treated as...

  • 0 kudos
2 More Replies
SantoshMundhe
by New Contributor II
  • 3875 Views
  • 2 replies
  • 1 kudos

Resolved! Databricks On prem version

Hello, Does Databricks offer an on-premises deployment option?If so, does the on-prem version have any restrictions? If not, is there a way around it? Thank you.  

  • 3875 Views
  • 2 replies
  • 1 kudos
Latest Reply
SantoshMundhe
New Contributor II
  • 1 kudos

Thank you 

  • 1 kudos
1 More Replies
zaicnupagadi
by New Contributor II
  • 795 Views
  • 2 replies
  • 4 kudos

Resolved! Reaching out to Azure Storage with IP from Private VNET pool

Hey All,Is there a way for Databricks to reach out to Azure Storage using private endpoint?We would like no omit enabling access by "all trusted services".All resources are in the same VNET however when Databrics tries to reach out to Storage instead...

  • 795 Views
  • 2 replies
  • 4 kudos
Latest Reply
zaicnupagadi
New Contributor II
  • 4 kudos

Sorry for late reply - thank you for your help Nayan!

  • 4 kudos
1 More Replies
maikel
by Contributor III
  • 3654 Views
  • 4 replies
  • 2 kudos

Agent outside databricks communication with databricks MCP server

Hello Community!I have a following use case in my project:User -> AI agent -> MCP Server -> Databricks data from unity catalog.- AI agent is not created in the databricks- MCP server is created in the databricks and should expose tools to get data fr...

  • 3654 Views
  • 4 replies
  • 2 kudos
Latest Reply
maikel
Contributor III
  • 2 kudos

Hello @mark_ott thank you very much for this! It gives me a lot of knowledge! I think that since data is stored in databricks we will go with MCP deployed there as well.I have next portion of questions - can you please tell me how to deploy my mcp se...

  • 2 kudos
3 More Replies
Dharma25
by New Contributor III
  • 1280 Views
  • 2 replies
  • 1 kudos

Task Hanging issue on DBR 15.4

Hello,I am running strucutred streaming pipeline with 5 models loaded using pyfunc.spark_udf. Lately we have been noticing very strange issue of tasks getting hanged and batch is taking very long time finishing its execution.CPU utilization is around...

Screenshot 2025-11-27 at 10.24.41 PM.png
  • 1280 Views
  • 2 replies
  • 1 kudos
Latest Reply
bianca_unifeye
Databricks MVP
  • 1 kudos

On DBR 15.4 the DeadlockDetector: TASK_HANGING message usually just means Spark has noticed some very long-running tasks and is checking for deadlocks. With multiple pyfunc.spark_udf models in a streaming query the tasks often appear “stuck” because ...

  • 1 kudos
1 More Replies
ismaelhenzel
by Valued Contributor
  • 4547 Views
  • 4 replies
  • 3 kudos

Resolved! Asset bundle vs terraform

I would like to understand the differences between Terraform and Asset Bundles, especially since in some cases, they can do the same thing. I’m not talking about provisioning storage, networking, or the Databricks workspace itself—I know that is Terr...

  • 4547 Views
  • 4 replies
  • 3 kudos
Latest Reply
Coffee77
Honored Contributor II
  • 3 kudos

First, DAB uses terraform in the background. Having said that, my recommendation is to use DAB for whatever component already included and only other tools for IaC not supported yet or non-databricks specific (private VNets, external storages, etc.) ...

  • 3 kudos
3 More Replies
GeraldBriyolan
by New Contributor II
  • 990 Views
  • 3 replies
  • 0 kudos

Databricks Federated Token Exchange Returns HTML Login Page Instead of Access Token(GCP →Databricks)

Hi everyone,I’m trying to implement federated authentication (token exchange) from Google Cloud → Databricks without using a client ID / client secret only using a Google-issued service account token. I have also created a federation policy in Databr...

GeraldBriyolan_0-1764050266136.png
Administration & Architecture
Federation Policy
GCP
Token exchange
  • 990 Views
  • 3 replies
  • 0 kudos
Latest Reply
WiliamRosa
Databricks Partner
  • 0 kudos

You might want to check whether the issue is related to your federation policy configuration.Try reviewing the following documentation to confirm that your policy is correctly set up (issuer, audiences, and other expected claims):https://docs.databri...

  • 0 kudos
2 More Replies
noorbasha534
by Valued Contributor II
  • 3273 Views
  • 3 replies
  • 0 kudos

Azure VM quota for databricks jobs - demand prediction

Hey folks,a quick check -wanted to gather thoughts on how you manage demand for azure VM quota so you don't run into quota limits issues.In our case, we have several data domains (finance, master data, supply chain...) executing their projects in Dat...

  • 3273 Views
  • 3 replies
  • 0 kudos
Latest Reply
mark_ott
Databricks Employee
  • 0 kudos

Yes, Azure Databricks compute policies let you define “quota-like” limits, but only within Databricks, not Azure subscription quotas themselves. You still rely on Azure’s own quota system for vCPU/VM core limits at the subscription level.​ What you c...

  • 0 kudos
2 More Replies