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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

Devsql
by New Contributor III
  • 3334 Views
  • 4 replies
  • 1 kudos

What is difference between _RAW tables and _APPEND_RAW tables of Bronze-Layer of Azure Databricks

Hi Team,I would like to know difference between _RAW tables and _APPEND_RAW tables of Bronze-Layer.As both are STREAMING Tables then why we need 2 separate tables.Note: we are following Medalion Architecture. Also above tables are created via Delta L...

Data Engineering
Azure Databricks
Delta Live Table
Delta Live Table Pipeline
  • 3334 Views
  • 4 replies
  • 1 kudos
Latest Reply
Devsql
New Contributor III
  • 1 kudos

Hi @Retired_mod , I saw your replies to other posts, so thought to ask you....would you like to help me on this...!!!

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3 More Replies
PP09
by New Contributor II
  • 2147 Views
  • 1 replies
  • 1 kudos

job failing with below error massage

Caused by: HTTP Error -1; url='https://login.microsoftonline.com/271df5c2-953a-497b-93ad-7adf7a4b3cd7/oauth2/token' AzureADAuthenticator.getTokenCall threw java.net.UnknownHostException : login.microsoftonline.comshaded.databricks.azurebfs.org.apache...

  • 2147 Views
  • 1 replies
  • 1 kudos
Latest Reply
jenshumrich
Contributor
  • 1 kudos

This was caused for me by the line (pyspark):children = [f for f in dbutils.fs.ls(node)]with the node being a"dbfs:/mnt/lifestrategy-blob/scada/"and this a mounted directory. It seems like the implementation of dbutils.fs is done with the same qualit...

  • 1 kudos
guangyi
by Contributor III
  • 6915 Views
  • 5 replies
  • 6 kudos

Resolved! Why is the workflow trigger status always paused?

I create a workflow job via Asset Bundle. However, after deploying the job to the databricks the trigger status is always paused even no matter how I update the cron expression. I can manually trigger it successfully. I cannot figure out why. Am I mi...

Screenshot 2024-07-16 at 12.05.51.png Screenshot 2024-07-16 at 12.06.50.png
  • 6915 Views
  • 5 replies
  • 6 kudos
Latest Reply
jacovangelder
Databricks MVP
  • 6 kudos

Next to the cron expression, you also need the following property: pause_statusFor example:schedule: quartz_cron_expression: 0 0 6 * * ? timezone_id: Europe/Amsterdam pause_status: UNPAUSEDThe property can be set to PAUSED and UNPAUSED. Hope th...

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4 More Replies
ksenija
by Contributor
  • 2440 Views
  • 2 replies
  • 1 kudos

Resolved! DLT pipeline - reading from external tables

Hello!I created a DLT pipeline where my sources are external tables. I have to apply changes (stored_as_scd_type = 1). However, when I run my pipeline, I don't see any incremental uploads. The data remains in the same state as when I first created th...

  • 2440 Views
  • 2 replies
  • 1 kudos
Latest Reply
lucasrocha
Databricks Employee
  • 1 kudos

Hello @ksenija, I hope this message finds you well. Is your source table receiving new records? If so, are the fields (operation/sequenceNum) being filled? If possible, please provide a sample of the code you are using to create your target table wit...

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1 More Replies
Avinash_Narala
by Databricks Partner
  • 1389 Views
  • 0 replies
  • 0 kudos

shared serverless vs dedicated serverless?

Hi All,I gone through https://docs.databricks.com/en/admin/system-tables/serverless-billing.html and wondering..How serverless compute is shared across workloads.is there a option to setup that? difference between shared serverless vs dedicated serve...

  • 1389 Views
  • 0 replies
  • 0 kudos
theanhdo
by New Contributor III
  • 3576 Views
  • 1 replies
  • 0 kudos

Resolved! Databricks Asset Bundles library dependencies - JAR file

Hi there,I have used databricks asset bundles (DAB) to deploy workflows. For each job, I will create a job cluster and install external libraries by specifying libraries in each task, for example:- task_key: my-task  job_cluster_key: my-cluster  note...

  • 3576 Views
  • 1 replies
  • 0 kudos
Latest Reply
theanhdo
New Contributor III
  • 0 kudos

Thanks very much @Retired_mod for your thorough answer.

  • 0 kudos
thackman
by Databricks Partner
  • 2490 Views
  • 1 replies
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Python udfs, Spark Connect, included modules. Compatibility issues with shared compute

Our current system uses Databricks notebooks and we have some shared notebooks that define some python udfs. This was working for us until we tried to switch from single user clusters to shared clusters. Shared clusters and serverless now use Spark C...

  • 2490 Views
  • 1 replies
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Latest Reply
thackman
Databricks Partner
  • 0 kudos

I'm not sure what you mean by "Ensure the Python binary's location is correctly set to resolve runtime issues" . We aren't using any binaries. Everything is just Databricks notebooks.  In our case if we define a python udf function in the root notebo...

  • 0 kudos
YS1
by Contributor
  • 7324 Views
  • 4 replies
  • 5 kudos

Resolved! SQL Server To Databricks Table Migration

Hello,Is there an equivalent SQL code for the following Pyspark code? I'm trying to copy a table from SQL Server to Databricks and save it as a managed delta table.jdbcHostname = "your_sql_server_hostname" jdbcPort = 1433 jdbcDatabase = "your_databas...

  • 7324 Views
  • 4 replies
  • 5 kudos
Latest Reply
jacovangelder
Databricks MVP
  • 5 kudos

The only option to have it in Databricks SQL is lakehouse federation with a SQL Server connection. 

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3 More Replies
operryman
by New Contributor
  • 1375 Views
  • 0 replies
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Performance drop from databricks 12.2 to 14.3 LTS - solved with checkpoint(), looking for root cause

On databricks 12.2, a piece of code which has an action takes a minute to run.On databricks 14.3, the same code unchanged, same inputs, now takes 10 minutes.Attempting to debug using explain() shows the plan is huge (150k plus rows of output)Replacin...

  • 1375 Views
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VenkateswarluAd
by New Contributor
  • 3449 Views
  • 2 replies
  • 1 kudos

DLT- apply_changes() SCD2 - Rename_columns : __START_AT & __END_AT

 Renaming the column names of the __START_AT and __END_AT columns created when using the dlt.apply_changes() method for performing SCD2 type updates.

  • 3449 Views
  • 2 replies
  • 1 kudos
Latest Reply
Ravivarma
Databricks Employee
  • 1 kudos

Hello @VenkateswarluAd , Greetings of the day! The columns __START_AT and __END_AT are used to track the validity period of each record for SCD Type 2 updates. Please be aware that renaming these columns could disrupt the functionality of the SCD Typ...

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1 More Replies
Magesh2798
by New Contributor II
  • 1757 Views
  • 0 replies
  • 1 kudos

Query execution after establishing Databricks to Information Design Tool JDBC Connection

Hello all,I have created a JDBC connection from Databricks to Information Design Tool using access token generated using Databricks Service Principal.But it’s throwing below error while running query on top of Databricks data in Information Design Bu...

  • 1757 Views
  • 0 replies
  • 1 kudos
Laltu_singh
by New Contributor II
  • 3767 Views
  • 3 replies
  • 1 kudos

Accessing Private API in databricks notebook

Hello, I am trying to access an API in databricks python notebook which is available within a restricted network. ​When I try to access that API, it's not able to find the URL used to access the API and throws an HTTP error (max retries exceeded).​d...

  • 3767 Views
  • 3 replies
  • 1 kudos
Latest Reply
pjv
New Contributor III
  • 1 kudos

Hi! Could you recommend a way to setup a proxy server that can reroute all HTTP traffic according to the above advice? Thank you!Kind regards,Pim

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2 More Replies
Nisharunnisa
by New Contributor II
  • 2797 Views
  • 0 replies
  • 1 kudos

Error: cannot create job: 'SERVICE_PRINCIPAL_NAME' cannot be set as run_as_username

Hi Team, I am trying to deploy workflows to Databricks Workspace via Databricks Asset Bundle (DAB) using Azure Service Principle. Below is my databricks.yml file which i am using for DAB.I am replacing the "SERVICE_PRINCIPAL_NAME" variable in my Jenk...

  • 2797 Views
  • 0 replies
  • 1 kudos
yalei
by New Contributor
  • 7163 Views
  • 1 replies
  • 0 kudos

leaflet not works in notebook(R language)

I saw this notebook: htmlwidgets-azure - Databricks (microsoft.com)However, it is not reproducible. I got a lot errors:there is no package called ‘R.utils’. This is easy to fix, just install the package "R.utils""can not be unloaded". This is not ...

  • 7163 Views
  • 1 replies
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Latest Reply
KAdamatzky
New Contributor III
  • 0 kudos

Hi yalei,  Did you have any luck fixing this issue? I am also trying to replicate the htmlwidgets notebook and am running into the same error.Unfortunately, the suggestions provided by Kaniz_Fatma below did not work.

  • 0 kudos
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