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Data Engineering
Join discussions on data engineering best practices, architectures, and optimization strategies within the Databricks Community. Exchange insights and solutions with fellow data engineers.
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Forum Posts

Rainer
by • New Contributor
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pyspark.testing.assertSchemaEqual() ignoreColumnOrder parameter exists in 3.5.0 only on Databricks

Hi, I am using the pyspark.testing.assertSchemaEqual() function in my code using the ignoreColumnOrder parameter that is available since pyspark 4.0.0. https://spark.apache.org/docs/4.0.0/api/python/reference/api/pyspark.testing.assertSchemaEqual.htm...

  • 1547 Views
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Latest Reply
saurabh18cs
Honored Contributor III
  • 0 kudos

Hi @Rainer When you use Databricks Connect, your local code is executed against the Databricks cluster, which uses the Databricks Runtime’s PySpark, not your local PySpark installation. meaning your master driver node is also running on remote comput...

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karthikmani
by • New Contributor
  • 1975 Views
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git actions to deploy dabs

HI All,I am trying to create a dabs deployment via git actions. However I am getting below error constantly. Requesting your suggestion on what I am doing wrong here? Thanks.Note we are using OIDC authentication from git. Our company has disabled tok...

  • 1975 Views
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saurabh18cs
Honored Contributor III
  • 0 kudos

Hi @karthikmani Databricks CLI is not able to find or use the right authentication method/environment variables for OIDC. can you try with this : In your databricks.yaml, you have auth_type: github-oidc and in your workflow you use DATABRICKS_AUTH_TY...

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rohith_23
by • New Contributor II
  • 3346 Views
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Resolved! org.apache.hadoop.hive.ql.metadata.HiveException: MetaException

Hi Data Enthusiasts,I have been facing few errors in SQL warehouse for quiet a long time and its happening pretty randomly.We checked query runs and captured the errors below.I believe this is something to do with hive. And I am facing this when ther...

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NandiniN
Databricks Employee
  • 2 kudos

Hi @rohith_23 , These errors all relate to problems communicating with the Hive Metastore Service (HMS), which is the central component to store metadata (schemas, table locations, column types, etc.) about your tables. The core of the issue in all t...

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GastonClynhens
by • New Contributor III
  • 1282 Views
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Resolved! Power BI refresh history info is different from ADF monitor info

In Azure Data Factory, I have a pipeline defined with Bronze - Silver - Gold layers + the final step 4 entails the refresh of a Power BI semantic model.This final step is executed via a Databricks notebook and contains the following tasks:# getting p...

  • 1282 Views
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GastonClynhens
New Contributor III
  • 1 kudos

considering the logging of the executed notebook:Failed to refresh dataset: {"error":{"code":"ItemNotFound","message":"Dataset \"xxxxxxxxxxxxxxxx\" is not found!Please verify datasetId is correct and user have sufficient permissions."}}The dataset wa...

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paulchen
by • New Contributor
  • 2974 Views
  • 1 replies
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Resolved! Service principle used in Bitbucket CICD pipelines not working

The Databricks Asset Bundle is used for the Bitbucket CICD pipelines.The service principle is used in both of the local Databricks configuration and Bitbucket CICD environment.The service principle is only working in the local environment for deploym...

  • 2974 Views
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sarahbhord
Databricks Employee
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Hey PaulChen Having your Databricks service principal (SP) work locally but fail in Bitbucket CI/CD usually means environment variables aren’t set up right, or the pipeline is falling back to an unexpected config.   Quick checklist: Set all SP creden...

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cz0
by • Databricks Partner
  • 3000 Views
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Monitoring structured streaming and Log4J properties

Hi guys, I would like to monitor streaming job on metrics like delay, processing time and more. I found this documentation but I get message on starting and terminating phase and not while I process a record. The job is a pretty easy streaming which ...

  • 3000 Views
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saurabh18cs
Honored Contributor III
  • 1 kudos

Hi @cz0  The StreamingQueryListener in Spark is designed to give you metrics at the micro-batch level (not per individual record), which is typical for Spark Structured StreamingonQueryStarted: Called when the streaming job starts.onQueryProgress: Ca...

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jeff2
by • New Contributor
  • 2226 Views
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Resolved! When embedding redash, is it possible to make it visible without an account?

Same as the title.I created a redash in Databricks and want to embed it to show it in another portal. However, other users have accounts in the portal but not in Databricks.In this case, is it possible to show Redash to all these users?

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mark_ott
Databricks Employee
  • 1 kudos

It is possible to embed a Redash dashboard created in Databricks into another portal so that users without Databricks accounts can view it, but this requires specific setup and permission management. How Embedding Works To show the dashboard to users...

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TinaDouglass
by • New Contributor
  • 3682 Views
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Resolved! Summarized Data from Source system into Bronze

Hello,We are just starting with Databricks. Quick question.  We have a table in our legacy source system that summarizes values that are used on legacy reports and used for payment in our legacy system.  The business wants a dashboard on our new plat...

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Latest Reply
Advika
Community Manager
  • 1 kudos

Hello @TinaDouglass! Did the suggestions shared above help address your concern? If so, please consider marking one as the accepted solution.

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juanjomendez96
by • Contributor
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Resolved! Control Databricks Platform version

Hello there! I have noticed that my Databricks UI has been changed from time to time, I was wondering how can I control the Databricks Platform version so I don't keep having new changes and new ways/names in my UI. I have found a release page https:...

  • 5265 Views
  • 16 replies
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Latest Reply
georgeb
New Contributor II
  • 4 kudos

Hi,  Can we get an official feedback when the issue with adding new users/groups in Databricks apps UI (not working) will be fixed? I tried with python SDK as well and it does not work.  The issue was posted previously and applies to my case as well....

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y_sanjay
by • New Contributor
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Temporary view

Hi,I wrote a query to create temp view in my catalog, query execution was successful and returned the result as 'OK' in SQL editor window. However, when I executed the command 'Show Tables' and' Select * {temp_view}', it's not identifying the view. W...

  • 3410 Views
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Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 2 kudos

Hi @y_sanjay ,I guess that is somehow related to how sessions are managed within SQL Editor. For instance when I ran following queries in SQL Editor all at once it worked and I've got 3 result sets:1) First result set with OK status - which means tha...

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Data_NXT
by • New Contributor III
  • 1845 Views
  • 3 replies
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Resolved! Databricks Business dashboards - Interactive cluster Total dollar spent

I'm working on Databricks Business Dashboards and trying to calculate interactive cluster compute time and total dollar spend per workspace.As per standard understanding, the total dollar spent = Interactive Clusters + Job Clusters + SQL Warehouses.I...

  • 1845 Views
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nayan_wylde
Esteemed Contributor II
  • 5 kudos

Also the system table will not provide you the  exact dollar amount that you spend in an interactive compute. Here is the cost breakdown for running interactive compute:ComponentDescriptionCost SourceDBU CostBased on workload type and tierDatabricksV...

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Sunil_Poluri
by • Databricks Partner
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Resolved! Unexpected Schema ID Folder Creation in Unity Catalog External Location

I've set up Unity Catalog with an external location pointing to a storage account. For each schema, I’ve configured a dedicated container path. For example:abfss://schemas@<storage_account>.dfs.core.windows.net/_unityStorage/schemas/<schema_id>When I...

  • 2534 Views
  • 1 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 1 kudos

Hey @Sunil_Poluri , I did some research (learned a few things) and here is what I found.  Unity Catalog manages cloud storage mapping for schemas using internal IDs (schema_id) to ensure data isolation, governance, and uniqueness within a metastore—e...

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Anubhav2011
by • New Contributor II
  • 2789 Views
  • 5 replies
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What is the Power of DLT Pipeline to read streaming data

I am getting thousands of records every second in my bronze table from Qlik and every second the bronze table is getting truncated and load with new data by Qlik itself. How do I process this much data every second to my silver streaming table before...

  • 2789 Views
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Latest Reply
Krishna_S
Databricks Employee
  • 4 kudos

The Apply Changes API is getting deprecated. The AUTO CDC APIs replace the APPLY CHANGES APIs, and have the same syntax. The APPLY CHANGES APIs are still available, but Databricks recommends using the AUTO CDC APIs in their place. Please refer to the...

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gayatrikhatale
by • Databricks Partner
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Resolved! How to stream data from azure event hub to databricks delta table

Hi,I want to stream data from azure event hub to databricks table.But I want to use service principal details for that not event hub connection string.Can anyone please share the code snippet?Thank you!

  • 3002 Views
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gayatrikhatale
Databricks Partner
  • 5 kudos

Thank you @szymon_dybczak . It's working for me.I have also found one more way to do same thing. Below is the code snippet:from azure.identity import DefaultAzureCredential from azure.eventhub import EventHubConsumerClient # Replace with your Eve...

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StephanK8
by • Databricks Partner
  • 3057 Views
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Updates of Materialized Views in Lakeflow Pipelines Produce MetadataChangedException the masses

Hi,We've set up materialized views (as dlt.table()) for something like 300 tables in a single Lakeflow pipeline. The pipeline is triggered externally by a workflow job (to run twice a day). Running the pipeline we experience something strange. A larg...

  • 3057 Views
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mark_ott
Databricks Employee
  • 0 kudos

Workarounds & Recommendations Limit Pipeline Parallelism: Modify the pipeline's configuration to reduce the maximum concurrency for DLT task execution, forcing more serialized or grouped updates. Restructure Pipeline Graph: Instead of 300+ separate...

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