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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

leireroman
by New Contributor III
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  • 2 replies
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Resolved! DBR 16.4 LTS - Spark 3.5.2 is not compatible with Delta Lake 3.3.1

I'm migrating to Databricks Runtime 16.4 LTS, which is using Spark 3.5.2 and Delta Lake 3.3.1 according to the documentation: Databricks Runtime 16.4 LTS - Azure Databricks | Microsoft LearnI've upgraded my conda environment to use those versions, bu...

Captura de pantalla 2025-06-09 084355.png
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SamAdams
Contributor
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@leireroman encountered the same and used an override (like a pip constraints.txt file or PDM resolution override specification) to make sure my local development environment matched the runtime.

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adrianhernandez
by New Contributor III
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Resolved! Folder execute permissions

Hello,After reading multiple posts, going thru online forums, even asking AI I still don't have an answer for my questions. On the latest Databricks with unity catalog, what happens if I give users Execute permissions on a folder.Can they view the co...

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adrianhernandez
New Contributor III
  • 1 kudos

Thanks for your response. That's what I imagined although could not confirm as my current project uses Unity Catalog and we are not allowed to run many commands including ACL related PySpark code.

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bbastian
by Visitor
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[VARIANT_SIZE_LIMIT] Cannot build variant bigger than 16.0 MiB in parse_json

I have a table coming from postgreSql, with one column containing json data in string format. We have been using parse_json to convert that to a vraiant column. But lately it is failing with the SIZE_LIMIT error. When I isolated the row which gave er...

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szymon_dybczak
Esteemed Contributor III
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Hi @bbastian ,Unfortunately, as of now there is strict limitation regarding size - a variant column cannot contain a value larger than 16 MiB.Variant support in Delta Lake | Databricks on AWSAnd tbh you cannot compare the size of this json string to ...

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sslyle
by New Contributor III
  • 7340 Views
  • 9 replies
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Resolved! Combining multiple Academy profiles

I have this profile @gmail.com; my personal professional profile.I also have a @mycompany.com profile.How do I combine both so I can leave my current job for a better life without losing the accolades I'm accumulated under my @mycompany.com login giv...

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jChantoHdz
Visitor
  • 5 kudos

I have the same question, how this can be done?

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QuanSun
by New Contributor II
  • 995 Views
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How to select performance mode for Databricks Delta Live Tables

Hi everyone,Based on the official link,For triggered pipelines, you can select the serverless compute performance mode using the Performance optimized setting in the pipeline scheduler. When this setting is disabled, the pipeline uses standard perfor...

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BF7
Contributor
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I would like an answer to his question also, I need to see how to turn this off, but any check box relating to performance optimization in my serverless pipeline does not show up.

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EricCournarie
by New Contributor III
  • 71 Views
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ResultSet metadata does not return correct type for TIMESTAMP_NTZ

Hello, using the JDBC driver, when I retrieve the metadata of a ResultSet, the type for a TIMESTAMP_NTZ is not correct (it's a TIMESTAMP one).My SQL is a simple SELECT * on a table where you have a TIMESTAMP_NTZ columnThis works when retrieving metad...

  • 71 Views
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EricCournarie
New Contributor III
  • 9 kudos

Hi, thanks for the response !ok,as it was working on table metadata, I thought the doc was not up to date.. so it's partially supported. do you know if there is any chance it will be fully supported in some 'near' future ?Thanks

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gzr58l
by New Contributor
  • 42 Views
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How to setup lakeflow HTTP for connector with M2M Authentication

I am getting the following error about content-type with no option to pick a different content-type when configuring the lakeflow connectorThe OAuth token exchange failed with HTTP status code 415 Unsupported Media Type. The returned server response ...

  • 42 Views
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saurabh18cs
Honored Contributor II
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Hi @gzr58l are you configuring a custom Lakeflow connector or external connection in Databricks? Also, consider using a service principal or personal access token (PAT) for authentication as a temporary workaround.

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data-grassroots
by New Contributor III
  • 44 Views
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ExcelWriter and local files

I have a couple things going on here.First, to explain what I'm doing, I'm passing an array of objects in to a function that contain a dataframe per item. I want to write those dataframes to an excel workbook - one dataframe per worksheet. That part ...

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data-grassroots
New Contributor III
  • 0 kudos

Here's a pretty easy way to recreate the issue - simplified to ignore the ExcelWriter part...You can see the file is copied and shows up when listed. But can't be find from Pandas. Same behavior on local_disk0 and /tmp

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JeffSeaman
by New Contributor II
  • 410 Views
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Resolved! JDCB Error trying a get schemas call.

Hi Community,I have a free demo version and can create a jdbc connection and get metadata (schema, table, and columns structure info). Everything works as described in the docs, but when working with someone who has a paid version of databricks the s...

  • 410 Views
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BigRoux
Databricks Employee
  • 1 kudos

@JeffSeaman , please let us know if any of my suggestions help get you on the right track. If they do, kindly mark the post as "Accepted Solution" so others can benefit as well. Cheers, Louis.

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jakesippy
by New Contributor II
  • 365 Views
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Resolved! How to get pipeline update duration programmatically

I'm looking to track how much time is being spent running updates for my DLT pipelines.When querying the list pipeline updates REST API endpoint I can see start and end times being returned, however, these fields are not listed in the documentation. ...

  • 365 Views
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jakesippy
New Contributor II
  • 14 kudos

Originally went with the approach of exporting to and reading from the event log table, which has been helpful for getting other metrics as well.Also found today that there is a new system table is in public preview which exposes the durations I was ...

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VIRALKUMAR
by Contributor II
  • 8791 Views
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How to Determine the Cost for Each Query Run Against SQL Warehouse Serverless?

Hello Everyone.First of all, I would like to thank you to databricks to enable system tables for customers. It does help a lot. I am working on cost optimization topic. Particularly sql warehouse serverless. I am not sure all of you have tried system...

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skumarraj
New Contributor
  • 0 kudos

Can you Share the query that you used ?

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Gvnreddy
by New Contributor
  • 67 Views
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Need Help to learn scala

Hi Enthusiasts, recently i joined company in that company they used to develope databricks notebook with Scala programming language perviously, i worked on Pyspark it was very easy for me by the way i have 3 years of experence in DE i need help to wh...

  • 67 Views
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Latest Reply
nayan_wylde
Honored Contributor III
  • 2 kudos

If you want some hands-on with basic scala. I would recommend this course.https://www.coursera.org/learn/packt-apache-spark-with-scala-hands-on-with-big-data-hilnz 

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iskidet
by New Contributor
  • 51 Views
  • 1 replies
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Declarative Pipeline Failure for Autoloader

Hello Folks, After moving my working serverless Auto Loader notebook to a declarative (DLT) pipeline, I’m getting an AccessDenied error. What could be causing this?”here is the DLT json  and error message in the DLT I googled around got saw some hint...

iskidet_1-1759326363933.png iskidet_4-1759326671286.png iskidet_5-1759327166901.png iskidet_2-1759326493353.png
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nayan_wylde
Honored Contributor III
  • 1 kudos

Seems to me like the SPN or individual running the DLT pipeline need to have access on the external location and the main catalog. GRANT ALL PRIVILEGES ON CATALOG <catalog_name> TO `<external_account_identifier>`;

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aranjan99
by Contributor
  • 166 Views
  • 4 replies
  • 2 kudos

Databricks Pipeline SDK misisng fields

Looking at the Databricks Java SDK for Pipeline events, I see that the Rest API returns a details field that has the same information as event log details. But this is not surfaced in SDK, should be a small change to add it. Is that something which c...

  • 166 Views
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ManojkMohan
Honored Contributor
  • 2 kudos

The start and end time fields in the Pipeline Updates API are currently present in the Databricks REST API but are not yet supported (i.e., not included or mapped) in the Databricks Java SDK as of September 2025.This means:You can see these fields (s...

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manish24101981
by New Contributor
  • 1496 Views
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DLT or DataBricks for CDC and NRT

We are currently delivering a large-scale healthcare data migration project involving:One-time historical migration of approx. 80 TB of data, already completed and loaded into Delta Lake.CDC merge logic is already developed and validated using Apache...

  • 1496 Views
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mark_ott
Databricks Employee
  • 1 kudos

For cost-sensitive, large-scale healthcare data streaming scenarios, using Delta Live Tables (DLT) for both CDC and streaming (Option C) is generally the most scalable, manageable, and cost-optimized approach. DLT offers native support for structured...

  • 1 kudos

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