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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

shadowinc
by New Contributor III
  • 3241 Views
  • 1 replies
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Call SQL Function via API

Background - I created a SQL function with the name schema.function_name, which returns a table, in a notebook, the function works perfectly, however, I want to execute it via API using SQL Endpoint. In API, I got insufficient privileges error, so gr...

  • 3241 Views
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Latest Reply
AbhaySingh
Databricks Employee
  • 0 kudos

Do you know if API service principal / user has USAGE on the database itself? This seems like the most likely issue based on information on the question.  Quick Fix Checklist:   Run these commands in order (replace api_user with the actual user from ...

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Pw76
by New Contributor II
  • 2262 Views
  • 4 replies
  • 1 kudos

CDC with Snapshot - next_snapshot_and_version() function

I am trying to use create_auto_cdc_from_snapshot_flow (formerly apply_changes_from_snapshot())  (see: https://docs.databricks.com/aws/en/dlt/cdc#cdc-from-snapshot)I am attempting to do SCD type 2 changes using historic snapshot data.In the first coup...

Data Engineering
CDC
dlt
Snapshot
  • 2262 Views
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fabdsp
Visitor
  • 1 kudos

I have the same issue - very big limitation of create_auto_cdc_from_snapshot_flow and no solution

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3 More Replies
jorperort
by Contributor
  • 29 Views
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Spark JDBC Write Fails for Record Not Present - PK error

Good afternoon everyone,I’m writing this post to see if anyone has encountered this problem and if there is a way to resolve it or understand why it happens. I’m working in a Databricks Runtime 15.4 LTS environment, which includes Apache Spark 3.5.0 ...

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Latest Reply
ManojkMohan
Honored Contributor
  • 1 kudos

@jorperort  When writing to SQL Server tables with composite primary keys from Databricks using JDBC, unique constraint violations are often caused by Spark’s distributed retry logic  https://docs.databricks.com/aws/en/archive/connectors/jdbcSolution...

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jeremy98
by Honored Contributor
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  • 3 replies
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how to pass secrets keys using a spark_python_task

Hello community,I was searching a way to pass secrets to spark_python_task. Using a notebook file is easy, it's only to use dbutils.secrets.get(...) but how to do the same thing using a spark_python_task set using serveless compute?Kind regards,

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analytics_eng
New Contributor III
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@Renu_  but passing them as spark_env will not work with serverless I guess? See also the limitations on the docs  Serverless compute limitations | Databricks on AWS 

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nefflev1
by Visitor
  • 25 Views
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VS Code Python file execution

Hi Everyone,I'm using the Databricks VS Code Extension to develop and deploy Asset Bundles. Usually we work with Notebooks and use the "Run File as Workflow" function. Now I'm trying to use pure python file for a new use case and tried to use the "Up...

  • 25 Views
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abhirupa7
by New Contributor
  • 18 Views
  • 0 replies
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Databricks Workflow

I have a query. I have multiple job (workflow)present in my workspace. Those job runs regularly. Multiple task present in those jobs. Few task having notebook that contain for each code in it. now when a job runs that particular task execute the for ...

  • 18 Views
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dpc
by Contributor
  • 123 Views
  • 5 replies
  • 3 kudos

Resolved! Pass parameters between jobs

Hello I have jobIn that job, it runs a task (GetGid) that executes a notebook and obtains some value using dbutils.jobs.taskValuesSete.g. dbutils.jobs.taskValuesSet(key = "gid", value = gid)As a result, I can use this and pass it to another task for ...

  • 123 Views
  • 5 replies
  • 3 kudos
Latest Reply
dpc
Contributor
  • 3 kudos

Thanks @Hubert-Dudek and @ilir_nuredini I see this nowI'm setting using:dbutils.jobs.taskValues.Set()passing to the job task using Key - gid; Value - {{tasks.GetGid.values.gid}}Then reading using: pid = dbutils.widgets.get()

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AlleyCat
by New Contributor II
  • 790 Views
  • 3 replies
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To identify deleted Runs in Workflow.Job UI in "system.lakeflow"

Hi,I executed a few runs in a Workflow.Jobs UI. I then deleted some of them. I am seeing the deleted runs in "system.lakeflow.job_run_timeline". How do i know which runs are the deleted ones? Thanks

  • 790 Views
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Latest Reply
Ayushi_Suthar
Databricks Employee
  • 0 kudos

Hi @AlleyCat , Hope you are doing well!  The jobs table includes a delete_time column that records the time when the job was deleted by the user. So to identify deleted jobs, you can run a query like the following: SELECT * FROM system.lakeflow.jobs ...

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Adam_Borlase
by New Contributor III
  • 40 Views
  • 2 replies
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Error trying to edit Job Cluster via Databricks CLI

Good Day all,After having issues with Cloud resources allocated to Lakeflow jobs and Gateways I am trying to apply a policy to the cluster that is allocated to the Job. I am very new to a lot of the databricks platform and the administration so all h...

  • 40 Views
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Latest Reply
Adam_Borlase
New Contributor III
  • 0 kudos

Good Afternoon Louis,Thank you for the detailed answer. The issue I face is that the default gateway is allocating Virtual CPUs which is not in our Quotas so I need to apply the Compute policy at the creation stage. At this point in the pipelines I c...

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DM0341
by New Contributor
  • 69 Views
  • 2 replies
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Resolved! SQL Stored Procedures - Notebook to always run the CREATE query

I have a stored procedure that is saved as a query file. I can run it and the proc is created. However I want to take this one step further. I want my notebook to run the query file called sp_Remit.sql so if there is any changes to the proc between t...

  • 69 Views
  • 2 replies
  • 1 kudos
Latest Reply
DM0341
New Contributor
  • 1 kudos

Thank you. I did find this about an hour after I posted. Thank you Kevin

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SuMiT1
by New Contributor III
  • 29 Views
  • 1 replies
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Databricks to snowflake data load

Hi Team, I’m trying to load data from Databricks into Snowflake using the Snowflake Spark connector. I’m using a generic username and password, but I’m unable to log in using these credentials directly. In the Snowflake UI, I can only log in through ...

  • 29 Views
  • 1 replies
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Latest Reply
nayan_wylde
Honored Contributor III
  • 0 kudos

@SuMiT1  The recommended method to connect to snowflake from databricks is OAuth with Client Credentials Flow.This method uses a registered Azure AD application to obtain an OAuth token without user interaction.Steps:Register an app in Azure AD and c...

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ayush667787878
by New Contributor
  • 3080 Views
  • 1 replies
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not able to install library in normal site while in community version it working please help

I am not able to install library in normal version while in community editioin i am able to add libray using compute how to install in normal databricks same as community edition. â€ƒ 

SCR-20250211-qxiz.png ayush667787878_0-1739282136368.png
  • 3080 Views
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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

Greetings @ayush667787878 ,  The difference comes down to the type of compute you’re using. In your standard Databricks workspace, you’re running on Serverless — which doesn’t support installing additional libraries on the cluster. In Community Editi...

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pooja_bhumandla
by New Contributor II
  • 33 Views
  • 1 replies
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When to Use and when Not to Use Liquid Clustering?

 Hi everyone,I’m looking for some practical guidance and experiences around when to choose Liquid Clustering versus sticking with traditional partitioning + Z-ordering.From what I’ve gathered so far:For small tables (<10TB), Liquid Clustering gives s...

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

Greeting @pooja_bhumandla ,    Thanks for laying out your current understanding — here’s practical guidance, trade-offs, and field rules-of-thumb for choosing between Liquid Clustering and traditional partitioning + Z-ordering, along with gotchas to ...

  • 1 kudos
StephanieAlba
by Databricks Employee
  • 3088 Views
  • 2 replies
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Is it possible to turn off the redaction of secrets? Is there a better way to solve this?

As part of our Azure Data Factory pipeline, we utilize Databricks to run some scripts that identify which files we need to load from a certain source. This list of files is then passed back into Azure Data Factory utilizing the Exit status from the n...

  • 3088 Views
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Latest Reply
joanafloresc
New Contributor II
  • 0 kudos

Hello, as of today, is it still not possible to unredact secret names?

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osamR
by New Contributor
  • 30 Views
  • 1 replies
  • 2 kudos

Cannot Login to Databricks Customer Academy (Data Engineering courses)

When I am login to the course it shows me this error.You are not authorized to access https://customer-academy.databricks.com. Please select a platform you can access from the following list.

  • 30 Views
  • 1 replies
  • 2 kudos
Latest Reply
Advika
Databricks Employee
  • 2 kudos

Hello @osamR! If you’re encountering this error while trying to log in to Customer Academy, it may indicate that your account is registered under the Partner Academy. You can try accessing your courses through the Partner Academy.However, if your org...

  • 2 kudos

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