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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

xhh
by New Contributor
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Anonymous
Not applicable
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Hi @令辉 孔​ Thank you for your question! To assist you better, please take a moment to review the answer and let me know if it best fits your needs.Please help us select the best solution by clicking on "Select As Best" if it does.Your feedback will he...

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William_Scardua
by Valued Contributor
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Cosmos DB Connector for 12.1 Cluster and above

Hi guys,​You know what`s the version suporte the databricks cluster version above 12.1 ?my cluster:error: Thank you

databricks-cluster cosmosdb-connector-erro
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Anonymous
Not applicable
  • 1 kudos

Hi @William Scardua​ Thank you for posting your question in our community! We are happy to assist you.To help us provide you with the most accurate information, could you please take a moment to review the responses and select the one that best answe...

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883702
by New Contributor III
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Resolved! TypeError on DataFrame via spark readStream transform invocation of UDF

Our use case is to "clean up" column names (remove spaces, etc) on ingestion of CSV data using the Delta Live Table capability. We desire to use the schema inference capability during ingestion so schema specification (up front) will not be happenin...

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883702
New Contributor III
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The issue was erroneously believing the transform function needed UDF decorator. With the decorator removed the transform invokes (and works) as expected.

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Phani1
by Databricks MVP
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Performance issue while loading bulk data into Post Gress DB from data bricks.

We are facing a performance issue while loading bulk data into Postgress DB from data bricks. We are using spark JDBC connections to move the data. However, the rate of transfer is very low which is causing performance bottleneck. is there any better...

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User16502773013
Databricks Employee
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Hello @Janga Reddy​ @Daniel Sahal​ and @Vidula Khanna​ ,To enhance performance in general we need to design for more parallelism, in Spark JDBC context this controlled by the number of partitions for the data to be writtenThe example here shows how t...

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Avvar2022
by Contributor
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Resolved! I am new to data bricks. setting up Workspace for NON-prod environment Separate workspaces for DEV, QA or Just one work space for NON-prod ?

What i learned based on learning materials, documents, etc.. For data bricks it is a good practice to set up 1 non-prod workspace but separate clusters for Dev, QA, SIT, etc.Is it best practice to set up only 1 NON-PROD Workspace instead of separate ...

Databricks non-prod workspace set up options
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Avvar2022
Contributor
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Thank you. This helps.

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Arnold_Souza
by New Contributor III
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SAT - Security Analysis Tool implementation error

I want to implement SAT in my workspace account. I was able to execute the terraform that enable the necessary infra to work on that. When I try to execute the workflow "SAT Initializer Notebook (one-time)" it fails with the error:AnalysisException: ...

1 2
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Anonymous
Not applicable
  • 2 kudos

Hi @Arnold Souza​ Thank you for posting your question in our community! We are happy to assist you.To help us provide you with the most accurate information, could you please take a moment to review the responses and select the one that best answers ...

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Hubert-Dudek
by Databricks MVP
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SQL cells in databricks notebooks can now be run in parallel, which means faster query processing and analysis. This new feature is especially helpful...

SQL cells in databricks notebooks can now be run in parallel, which means faster query processing and analysis. This new feature is especially helpful for queries that take longer to run or analyze large datasets. With parallel processing, Databricks...

paraler
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Rishabh-Pandey
Databricks MVP
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Informative ​

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oleole
by Contributor
  • 17677 Views
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Resolved! MERGE to update a column of a table using Spark SQL

Coming from MS SQL background, I'm trying to write a query in Spark SQL that simply update a column value of table A (source table) by INNER JOINing a new table B with a filter.MS SQL query looks like this:UPDATE T SET T.OfferAmount = OSE.EndpointEve...

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oleole
Contributor
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Posting answer to my question:   MERGE into TempOffer VIEW USING OfferSeq OSE ON VIEW.OfferId = OSE.OfferID AND OSE.OfferId = 1 WHEN MATCHED THEN UPDATE set VIEW.OfferAmount = OSE.EndpointEventAmountValue;

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RyanHager
by Contributor
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Is there a stream / Kafka topic that we can connect to for monitoring all Databricks jobs/workflows (create/status update/fail/error/complete)?

Currently we are creating and monitoring jobs using the api. This results in a lot of polling of the API for job status. Is there a Kafka stream, we could listen to get jobs updates and significantly reduce the number of calls to the Databricks jobs...

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Anonymous
Not applicable
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Hi @Ryan Hager​ Hope everything is going great.Just wanted to check in if you were able to resolve your issue. If yes, would you be happy to mark an answer as best so that other members can find the solution more quickly? If not, please tell us so we...

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Ramana
by Valued Contributor II
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Resolved! How do we set spark_version in cluster policies to select the latest GPU ML LTS version as defaultValue?

Currently, I use the below two different JSON snippets to choose either Standard or ML runtime. Similar to the below, what is the defaultValue for spark_version to select the latest GPU ML LTS runtime version? "spark_version": {  "type": "regex",  "p...

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LandanG
Databricks Employee
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Hi @Ramana Kancharana​ ,As of right now these options are only available for non-GPU DBRs

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irfanaziz
by Contributor II
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TimestampFormat issue

The databricks notebook failed yesterday due to timestamp format issue. error:"SparkUpgradeException: You may get a different result due to the upgrading of Spark 3.0: Fail to parse '2022-08-10 00:00:14.2760000' in the new parser. You can set spark.s...

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searchs
New Contributor II
  • 3 kudos

You must have solved this issue by now but for the sake of those that encounter this again, here's the solution that worked for me:spark.sql("set spark.sql.legacy.timeParserPolicy=LEGACY")

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yzhang
by Contributor
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Cannot find such info if Databricks supports nested jobs or tasks. For example, I have a 'job_a', which contains list of tasks, and another &#...

Cannot find such info if Databricks supports nested jobs or tasks. For example, I have a 'job_a', which contains list of tasks, and another 'job_b', also contains a list of tasks. Now I'd like to have a 'job_all' that will run both 'job_a' and 'job_b...

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Anonymous
Not applicable
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Hi @Yanan Zhang​ Thank you for posting your question in our community! We are happy to assist you.To help us provide you with the most accurate information, could you please take a moment to review the response and select the one that best answers yo...

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Chris_Shehu
by Valued Contributor III
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Resolved! No Explicit Deny for User security configurations at the group level?

Currently when you add new users to the Databricks workspace they get added to a "Users" group that has full access to the workspace. There should be a way to use group security to explicitly deny access to those same settings. This setting should ov...

image image image
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Anonymous
Not applicable
  • 2 kudos

@dean james​ I am not sure about your case why you want to deny access to the group once you create it. Anyhow, we can use deacticate/activate an user using "2.0/preview/scim/v2/Users/{id}" rest API endpoint. We can also deactivate users that have no...

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andrew0117
by Contributor
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Resolved! Can merge() function be applied to dataframe?

if I have two dataframes df_target and df_source, can I do df_target.as("t).merge(df_source.as("s"), "s.id=t.id").whenMatched().updateAll().whenNotMatched.insertAll.execute(). when I tried the code above, I got the error "merge is not a member of the...

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Anonymous
Not applicable
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Hi @andrew li​ Hope all is well! Just wanted to check in if you were able to resolve your issue and would you be happy to share the solution or mark an answer as best? Else please let us know if you need more help. We'd love to hear from you.Thanks!

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JJL
by New Contributor II
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Resolved! Does Spark SQL can perform UPDATE with INNER JOIN and LIKE with '%' + [column] + '%' ?

Hi All,I came from MS SQL and just started to learning more about Spark SQLHere is one part that I'm trying to perform. In MS SQL, it can be easily done, but it seems like it doesn't in SparkSo, I want to make a simple update to the record, if the co...

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oleole
Contributor
  • 3 kudos

@Hubert Dudek​ Hello, I'm having the same issue with using UPDATE in spark sql and came across your answer. When you say "replace source_table_reference with view" in MERGE, do you mean to replace "P" with "VIEW" that looks something as below:%sql ME...

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