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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

LidorAbo
by New Contributor II
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  • 1 replies
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Databricks can write to s3 bucket through panda but not from spark

Hey,I have problem with access to s3 bucket using cross account bucket permission, i got the following error:Steps to repreduce:Checking the role that assoicated to ec2 instance:{ "Version": "2012-10-17", "Statement": [ { ...

Access_Denied_S3_Bucket
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Nhan_Nguyen
Valued Contributor
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Could you try to map s3 bucket location with Databricks File System then write output to this new location instead of directly write to S3 location.

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sedat
by New Contributor II
  • 3271 Views
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Hi, is there any document for databricks about performance tuning and reporting?

Hi, I need to analyse performance issues for databricks. Is there any document or monitoring tool to run to see what is happening in databricks? I am very new in databricks. Best

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Nhan_Nguyen
Valued Contributor
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You could try some courses in "https://customer-academy.databricks.com/"What's New In Apache Spark 3.0Optimizing Apache Spark on Databricks

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Callum
by New Contributor II
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Pyspark Pandas column or index name appears to persist after being dropped or removed.

So, I have this code for merging dataframes with pyspark pandas. And I want the index of the left dataframe to persist throughout the joins. So following suggestions from others wanting to keep the index after merging, I set the index to a column bef...

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Serlal
Databricks Employee
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Hi!I tried debugging your code and I think that the error you get is simply because the column exists in two instances of your dataframe within your loop.I tried adding some extra debug lines in your merge_dataframes function:and after executing that...

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sonalitotade
by New Contributor II
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Capture events such as Start, Stop and Terminate of cluster.

Hi,I am using databricks with AWS.I need to capture events such as Start, Stop and Terminate of cluster and perform some other action based on the events that happened on the cluster.Is there a way I can achieve this in databricks?

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sonalitotade
New Contributor II
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Hi Daniel, thanks for the responseI would like to know if we can capture the event logs as shown in the image below when an event occurs on the cluster.

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KVNARK
by Honored Contributor II
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Resolved! pyspark optimizations and best practices

What and all we can implement maximum to attain the best optimization and which are all the best practices using PySpark end to end.

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Latest Reply
daniel_sahal
Databricks MVP
  • 7 kudos

@KVNARK .​  This video is cool.https://www.youtube.com/watch?v=daXEp4HmS-E

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Gandham
by New Contributor II
  • 6415 Views
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Maven Libraries are failing on restarting the cluster.

I have installed "com.databricks:spark-xml_2.12:0.16.0" maven libraries to a cluster. The installation was successful. But when I restart the cluster, even this successful installation becomes failed. This happens with all Maven Libraries. Here is th...

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Aviral-Bhardwaj
Esteemed Contributor III
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it is intermittent issue, we also faced this issue earlier ,try to upgrade DBR version

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Therdpong
by New Contributor III
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how to check what jobs cluster to have expanddisk.

We would like to know how to check what jobs cluster to have to expand disk.

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jose_gonzalez
Databricks Employee
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You can check in the cluster's event logs. You can type in the search box, "disk" and you will see all the events there.

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SS2
by Valued Contributor
  • 3020 Views
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Spark out of memory error.

Sometimes in Databricks you can see the out of memory error then in that case you can change the cluster size. As per requirement to resolve the issue.

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jose_gonzalez
Databricks Employee
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Hi @S S​,Could you provide more details on your issue? for example, error stack traces, code snippet, etc. We will be able to help you if you share more details

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rocky5
by New Contributor III
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Cannot create delta live table

I created a simple definition of delta live table smth like:CREATE OR REFRESH STREAMING LIVE TABLE customers_silverAS SELECT * FROM STREAM(LIVE.customers_bronze)But I am getting an error when running a pipeline:com.databricks.sql.transaction.tahoe.De...

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jose_gonzalez
Databricks Employee
  • 2 kudos

You might need to execute the following on your tables to avoid this error message ALTER TABLE <table_name> SET TBLPROPERTIES ( 'delta.minReaderVersion' = '2', 'delta.minWriterVersion' = '5', 'delta.columnMapping.mode' = 'name' )Docs https...

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BL
by New Contributor III
  • 9585 Views
  • 4 replies
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Error reading in Parquet file

I am trying to read a .parqest file from a ADLS gen2 location in azure databricks . But facing the below error:spark.read.parquet("abfss://............/..._2023-01-14T08:01:29.8549884Z.parquet")org.apache.spark.SparkException: Job aborted due to stag...

  • 9585 Views
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jose_gonzalez
Databricks Employee
  • 3 kudos

Can you access the executor logs? When you cluster is up and running, you can access the executor's logs. For example, the error shows:org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 0.0 failed 4 times, most recent ...

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jagac
by New Contributor
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Cannot log into Community Edition.

Hi there, I recently made an account on the Community Edition and cannot seem to log in. Error says the following:Invalid email address or passwordNote: Emails/usernames are case-sensitiveSo I tried to reset my password and still could not log in. I ...

  • 2421 Views
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Anonymous
Not applicable
  • 0 kudos

Hi @jagac petrovic​ Thank you for reaching out, and we’re sorry to hear about this log-in issue! We have this Community Edition login troubleshooting post on Community. Please take a look, and follow the troubleshooting steps. If the steps do not res...

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User16835756816
by Databricks Employee
  • 6342 Views
  • 3 replies
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How can I optimize my data pipeline?

Delta Lake provides optimizations that can help you accelerate your data lake operations. Here’s how you can improve query speed by optimizing the layout of data in storage.There are two ways you can optimize your data pipeline: 1) Notebook Optimizat...

  • 6342 Views
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Latest Reply
Hubert-Dudek
Databricks MVP
  • 1 kudos

some tips from me:Look for data skews; some partitions can be huge, some small because of incorrect partitioning. You can use Spark UI to do that but also debug your code a bit (get getNumPartitions()), especially SQL can divide it unequally to parti...

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Arun_Kumar
by New Contributor II
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List of Databricks tables created by a user

Hi team,​Could you please confirm below clarifications1. How can we get the list of tables created by a user in particular workspace?2. How can we get the list of tables created by user from multiple workspaces? ( Same user has access to 10 workspace...

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ashish1
Databricks Employee
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Hi Arun, hope your query is answered. Please select the best answer or let us know if any further questions.

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AndriusVitkausk
by New Contributor III
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Reading multi-dimensional json files

So I've been having some issues reading a json file that's been provided to the business with another nesting layer, so instead of a json being an:'array of objects' -> [ {} ,{} ,{} ] It's an 'array of arrays of objects' -> [ [ {}, {} ,{} ], [ {} ,{}...

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ashish1
Databricks Employee
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You can use the explode function to flatten the array to rows, can you post a simple example of your data?

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LavaLiah_85929
by New Contributor II
  • 2386 Views
  • 2 replies
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"desc history" shows versions older than the default logRetentionDuration of 30 days

I have a cdc enabled table where no data changes were made since July 28. Then updates started occurring from November 22 onwards. The first checkpoint occurred on Nov 28. Based on the corresponding timestamp of checkpoint and log files, it looks lik...

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shyam_9
Databricks Employee
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Hi @Laval Liahkim​, could you please try running the VACUUM with 30 days retention?Please confirm when you last run the cmd with the 30-day retention period. Also, when you created this table and do you see old data files were deleted?Also, when disk...

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