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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

anil_reddaboina
by New Contributor II
  • 2762 Views
  • 2 replies
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Slow running Spark job issue - due to the unknown spark stages created by Databircks Compute cluster

Hi Team,Recently we migrated the spark jobs from self hosted spark(YARN) Cluster to Databricks.Currently we are using the Databricks workflows with Job_Compute clusters and the Job Type - Spark JAR type execution, so when we run the job in databricks...

databricks_new_stages.png
  • 2762 Views
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Latest Reply
anil_reddaboina
New Contributor II
  • 0 kudos

Hey Brahma,Thanks for your reply. As a first step I will disable AQE config and test it. We are using the node pools with job_compute cluster type so that its not spinning up a new cluster for each Job. I'm configuring the below two configs also, do ...

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chsoni12
by New Contributor II
  • 1773 Views
  • 1 replies
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Legacy Autoscaling(workflow) VS Enhanced Autoscaling(DLT)

I conducted a proof of concept (POC) to compare the performance of the DLT pipeline and Databricks Workflow using the same workload, task, code, and cluster configuration. Both configurations were set with autoscaling enabled, with a minimum of 1 wor...

  • 1773 Views
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Brahmareddy
Esteemed Contributor II
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Hi chsoni12,How are you doing today?, As per my understanding, That's a great observation, and it's awesome that you're testing performance and cost between DLT and regular workflows. The key difference here lies in how autoscaling works. DLT pipelin...

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MohammadWasi
by New Contributor II
  • 3964 Views
  • 4 replies
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i can list out the file using dbutils but can not able to read files in databricks

I can list out the file using dbutils but can not able to read files in databricks. PFB in screenshot. I can able to see the  file using dbutils.fs.ls but when i try to read this file using read_excel then it is showing me an error like "FileNotFound...

MohammadWasi_0-1715064354700.png
Data Engineering
Databricks
  • 3964 Views
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BenjaminJacquet
New Contributor II
  • 0 kudos

Hello @MohammadWasi  did you finally figure out what the problem was? I am encountering the exact same issue

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BMex
by New Contributor III
  • 994 Views
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Folders in Workflows/Jobs

Would be great if we could "group" Workflows/Jobs in Databricks using folders.This way, the Workflows list won't be too cluttered with all Workflows/Jobs in the same root-level.

Data Engineering
Folders
ideas
Workflows
  • 994 Views
  • 1 replies
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Advika
Community Manager
  • 0 kudos

Hello @BMex! You can submit this as a feature request through the Databricks Ideas Portal. This helps the product team consider it for future improvements

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GeoPer
by New Contributor III
  • 2280 Views
  • 5 replies
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Resolved! Fails to use unity catalog in All purpose cluster

Hey there,today we cannot load/read data from Unity Catalog with the same cluster as we did yesterday successfully (no changes in clsuter configuration).The error, which persists, according to the cluster logs is:com.databricks.common.client.Databric...

  • 2280 Views
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GeoPer
New Contributor III
  • 1 kudos

@Advika the issue is gone.Now without any change all-purpose has access again to unity catalog.Who knows what happened...Thanks again for your interest

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mkwparth
by Databricks Partner
  • 3483 Views
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Resolved! Intermittent Timeout Error While Waiting for Python REPL to Start in Databricks

Hi everyone,I’ve been encountering an error that says "Timeout while waiting for the Python REPL to start. Took longer than 60 seconds" during my work in Databricks. The issue seems to happen intermittently - sometimes the REPL starts without any pro...

  • 3483 Views
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Latest Reply
mkwparth
Databricks Partner
  • 1 kudos

@Rohan2405"If everything else is in place, increasing the REPL startup timeout in the cluster configuration may help accommodate slower setups".Can you please guide me how to increase the REPL timeout in cluster configuration? Like I've add this conf...

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minhhung0507
by Valued Contributor
  • 4923 Views
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Spark Driver keeps restarting due to high GC pressure despite scaling up memory

I'm running into an issue where my Spark driver keeps pausing and eventually restarting due to excessive garbage collection (GC), even though I’ve already scaled up the cluster memory. Below is an example from the driver logs:Driver/192.168.231.23 pa...

minhhung0507_0-1749024097281.png minhhung0507_1-1749024103949.png
  • 4923 Views
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minhhung0507
Valued Contributor
  • 2 kudos

Thank you very much for your detailed analysis and helpful recommendations.We have reviewed your suggestions, and I’d like to share a quick update:We have already tried most of the mitigation strategies you mentioned — including increasing driver mem...

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ankit001mittal
by New Contributor III
  • 2648 Views
  • 1 replies
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Policy for DLT

Hi,I am trying to define a policy for our DLT pipelines and I would like to provide a specific spark version like in the below example:  { "spark_conf.spark.databricks.cluster.profile": { "type": "forbidden", "hidden": true }, "spark_ve...

  • 2648 Views
  • 1 replies
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Latest Reply
lingareddy_Alva
Esteemed Contributor
  • 0 kudos

Hi @ankit001mittal The error you're encountering is because Delta Live Tables (DLT) has specific requirements and automatically manages certain cluster configurations, including the Spark version. DLT pipelines are designed to use optimized Spark ver...

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RabahO
by New Contributor III
  • 11956 Views
  • 4 replies
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Dashboard always display truncated data

Hello, we're working with a serverless SQL cluster to query Delta tables and display some analytics in dashboards. We have some basic group by queries that generate around 36k lines, and they are executed without the "limit" key word. So in the data ...

RabahO_0-1714985064998.png RabahO_1-1714985222841.png
  • 11956 Views
  • 4 replies
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Latest Reply
DougCorson1234
New Contributor II
  • 1 kudos

I also have this issue, 95% of our reporting goes to excel from display window..  We need the full data shown so can simply copy and paste to excel , no need to "Download",  this causes unneeded files piled up in the download folder, it also as you s...

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nadia
by Databricks Partner
  • 3773 Views
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Resolved! Connection Databricks Postgresql

I use Databricks and I try to connect to posgresql via the following code"jdbcHostname = "xxxxxxx"jdbcDatabase = "xxxxxxxxxxxx"jdbcPort = "5432"username = "xxxxxxx"password = "xxxxxxxx"jdbcUrl = "jdbc:postgresql://{0}:{1}/{2}".format(jdbcHostname, jd...

  • 3773 Views
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Latest Reply
santhosh11
New Contributor II
  • 0 kudos

Can you tell me how you are able to connect postgres database from Databricks . Do we have to whitelist ips in postgres?

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dollyb
by Contributor II
  • 3974 Views
  • 4 replies
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Resolved! Databricks Connect and DBR 16.4 LTS @ Scala 2.13

Hi there,we're running Scala jobs on Databricks and I was eager to finally upgrade to Scala 2.13. However, Databricks Connect 16.4.x doesn't handle Scala versioning, so all dependencies are tied to Scala 2.13. It's rather tedious to exclude all 2.12 ...

  • 3974 Views
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Louis_Frolio
Databricks Employee
  • 2 kudos

Runtime 17.0 is out in beta right now and I expect it to GA in the near future. Keep an eye out for the runtime release notes. Once they are released you will be able to see what's present and hopefully (fingers crossed) your dependency issue will be...

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Akshay_Petkar
by Valued Contributor
  • 3943 Views
  • 3 replies
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Resolved! Understanding Serverless Compute Sharing Across Notebooks in Databricks

Hi Community,I am using Databricks Serverless compute in notebooks. When I create multiple notebooks and choose Serverless as the compute, I noticed that I can select the same serverless cluster for all of them.This brings up a few questions:Is this ...

  • 3943 Views
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Latest Reply
Louis_Frolio
Databricks Employee
  • 3 kudos

Could you clarify what you mean by “The driver detaches”? If the driver detaches, the cluster would typically fail. Are you using Spark for processing, or is this a pure Python workload? If you’re using pure Python, only the driver node is utilized, ...

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marko_rd
by Databricks Partner
  • 1754 Views
  • 2 replies
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Resolved! azure-storage-blob-changefeed -ModuleNotFoundError: No module named 'azure.storage.blob.changefeed'

Added a python package azure-storage-blob-changefeed (https://pypi.org/project/azure-storage-blob-changefeed/).But trying to access it from the notebook like this:from azure.storage.blob.changefeed import ChangeFeedClientraises ModuleNotFoundError.Tr...

  • 1754 Views
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Latest Reply
jjaymez
Databricks Partner
  • 2 kudos

Hi! thanks for answering to our question.We tried that and it didn't work; but it gave us the idea to uninstall and install the last version azure-storage-blob, it worked after that.For serverless clusters, the package: azure-storage-blob is coming w...

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smukhi
by New Contributor II
  • 9985 Views
  • 5 replies
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Encountering Error UNITY_CREDENTIAL_SCOPE_MISSING_SCOPE

As of this morning we started receiving the following error message on a Databricks job with a single Pyspark Notebook task. The job has not had any code changes in 2 months. The cluster configuration has also not changed. The last successful run of ...

  • 9985 Views
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EndreM
New Contributor III
  • 0 kudos

Im facing the same issue. The error came after we switched to unity catalog, and I try to replay a stream job. The job both reads and writes. This problem has been open for more than 12 months and only new contributes has commented on it...The stackt...

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Naeem_K
by Databricks Partner
  • 3813 Views
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Resolved! Data Engineer Associate Certificate and badge not yet received

@Kaniz Fatma​ I have cleared the certification exam on 26th January 2023, but still haven't received the certificate. I had given the exam with a different mail ID but I'm not receiving any emails from Databricks to that mail ID.Kindly help me resolv...

  • 3813 Views
  • 4 replies
  • 1 kudos
Latest Reply
sekhar1
New Contributor II
  • 1 kudos

Hi @Naeem_K I am also facing same issue can you please tell me how to resolve this 

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