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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

AyushModi038
by New Contributor III
  • 13446 Views
  • 8 replies
  • 10 kudos

Library installation in cluster taking a long time

I am trying to install "pycaret" libraray in cluster using whl file.But it is creating conflict in the dependency sometimes (not always, sometimes it works too.) ​My questions are -1 - How to install libraries in cluster only single time (Maybe from ...

  • 13446 Views
  • 8 replies
  • 10 kudos
Latest Reply
Spencer_Kent
New Contributor III
  • 10 kudos

@Retired_modWhat about question #1, which is what subsequent comments to this thread have been referring to? To recap the question: is it possible for "cluster-installed" libraries to be cached in such a way that they aren't completely reinstalled ev...

  • 10 kudos
7 More Replies
shervinmir
by New Contributor II
  • 5571 Views
  • 4 replies
  • 0 kudos

Using user-assigned managed identity inside notebook

Hi team,I am interested in using a user-assigned managed identity within my notebook. I've come across examples using system-assigned managed identities or leveraging the Access Connector for Azure Databricks via Unity Catalog. However, as I do not h...

  • 5571 Views
  • 4 replies
  • 0 kudos
Latest Reply
shervinmir
New Contributor II
  • 0 kudos

Hi team, Just wondering if anyone has any suggestions. We are still unable to use User Assigned managed identity inside the a notebook in Databricks to connect to a external Gen 2 storage 

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Prashanth24
by New Contributor III
  • 12298 Views
  • 8 replies
  • 4 kudos

Resolved! Difference between Liquid clustering and Z-ordering

I am trying to understand the difference between Liquid clustering and z-ordering. As per my understanding, both stores the clustered information into ZCubes which is of size 100 GB.Liquid Clustering maintains ZCube id in transaction log so when opti...

  • 12298 Views
  • 8 replies
  • 4 kudos
Latest Reply
canadiandataguy
New Contributor III
  • 4 kudos

I have built a decision tree on how to think about it https://www.canadiandataguy.com/p/optimizing-delta-lake-tables-liquid?triedRedirect=true

  • 4 kudos
7 More Replies
alextc77
by New Contributor II
  • 3233 Views
  • 3 replies
  • 2 kudos

Resolved! Unable to Access Unity Catalog from Cluster in Azure Databricks while Serverless Works

I can't access tables and volumes from the Unity Catalog using a cluster in Azure Databricks, although it works with serverless. Why is this the case?※As for the cluster, the summary displayed the "UnityCatalog" UC badge, and the access mode (data_se...

  • 3233 Views
  • 3 replies
  • 2 kudos
Latest Reply
Brahmareddy
Esteemed Contributor
  • 2 kudos

Thanks for the updates, Alex. Good day.

  • 2 kudos
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chitrar
by New Contributor III
  • 2849 Views
  • 9 replies
  • 4 kudos

workflow/lakeflow -why does it not capture all the metadata of the jobs/tasks

Hi, I see with unity catalog we have the workflow and now the lakeflow schema.   I guess the intention is to capture audit logs of changes/ monitor runs but I wonder why we don't have all the  metadata  info on the jobs /tasks too for a given job   =...

  • 2849 Views
  • 9 replies
  • 4 kudos
Latest Reply
chitrar
New Contributor III
  • 4 kudos

@Sujitha  so, we can expect these enhancements in the "near" future ?

  • 4 kudos
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turagittech
by Contributor
  • 2006 Views
  • 3 replies
  • 1 kudos

External Table refresh

Hi,I have a blob storage area in Azure where json files are being created. I can create an external table on the storage blob container, but when new files are added I don't see extra rows to query the data. Is there a better approach to accessing th...

  • 2006 Views
  • 3 replies
  • 1 kudos
Latest Reply
Nivethan_Venkat
Contributor III
  • 1 kudos

Hi @turagittech,The above error indicates that your table seems to be in DELTA format. Please check the table creation statement, if the table format is JSON or DELTA.PS: By default, if you are not specifying any format while creating the table on to...

  • 1 kudos
2 More Replies
Walter_N
by New Contributor II
  • 1157 Views
  • 2 replies
  • 0 kudos

Resolved! DLT pipeline task with full refresh once in a while

Hi all, I'm using Databricks workflow with some dlt pipeline tasks. These tasks requires a full refresh at some times due to schema changes in the source. I've been doing the full refresh manually or set the full refresh option in the job settings, t...

  • 1157 Views
  • 2 replies
  • 0 kudos
Latest Reply
MariuszK
Valued Contributor III
  • 0 kudos

Hi,Did you check a possibility to use if/else task? You could define some scriteria and pass it from a notebok that will check if it's time for full refresh or just resfres.

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scorpusfx1
by New Contributor II
  • 1486 Views
  • 4 replies
  • 0 kudos

Delta Live Table SCD2 performance issue

Hi Community,I am working on ingestion pipelines that take data from Parquet files (200 MB per day) and integrate them into my Lakehouse. This data is used to create an SCD Type 2 using apply_changes, with the row ID as the key and the file date as t...

Data Engineering
apply_change
dlt
SCD2
  • 1486 Views
  • 4 replies
  • 0 kudos
Latest Reply
Stefan-Koch
Valued Contributor II
  • 0 kudos

hi @scorpusfx1 What kind of source data do you have? Are these parquet files daily full snapshots of source tables? If so, you should use apply_changes_from_snapshot, which is exactly built for this use case. https://docs.databricks.com/aws/en/dlt/py...

  • 0 kudos
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analytics_eng
by New Contributor III
  • 5950 Views
  • 4 replies
  • 1 kudos

Connection reset by peer logging when importing custom package

Hi! I'm trying to import a custom package I published to Azure Artifacts, but I keep seeing the INFO logging below, which I don't want to display. The package was installed correctly on the cluster, and it imports successfully, but the log still appe...

  • 5950 Views
  • 4 replies
  • 1 kudos
Latest Reply
siklosib
New Contributor II
  • 1 kudos

What solved this problem for me is to remove the root logger configuration from the logging config and create another one within the loggers section. See below.{ 'version': 1, 'disable_existing_loggers': False, 'formatters': { 'simple...

  • 1 kudos
3 More Replies
nhuthao
by New Contributor II
  • 1286 Views
  • 5 replies
  • 1 kudos

SQL is not enabled

Hi All,I have registered on Databricks successfully. However, SQL is not enabled.Please help me how to activate SQL.Thank you very much,

nhuthao_0-1741243500074.png
  • 1286 Views
  • 5 replies
  • 1 kudos
Latest Reply
Stefan-Koch
Valued Contributor II
  • 1 kudos

@nhuthao How did you solved it? What was the problem?

  • 1 kudos
4 More Replies
ShivangiB
by New Contributor III
  • 1862 Views
  • 2 replies
  • 0 kudos

Resolved! Fatctors deciding to choose between zorder, partitioning and liquid clustering

What are the factors on which we should choose the optimization approach

  • 1862 Views
  • 2 replies
  • 0 kudos
Latest Reply
canadiandataguy
New Contributor III
  • 0 kudos

I have built a decision tree on how to think about it https://www.canadiandataguy.com/p/optimizing-delta-lake-tables-liquid?triedRedirect=true

  • 0 kudos
1 More Replies
Avinash_Narala
by Valued Contributor II
  • 11493 Views
  • 2 replies
  • 1 kudos

Resolved! Liquid clustering vs partitioning

Hi,Is liquid clustering a replacement to partitioning?should we use still partitioning when we use liquid clustering?Can we use liquid clustering for all cases and ignore partitioning?

  • 11493 Views
  • 2 replies
  • 1 kudos
Latest Reply
canadiandataguy
New Contributor III
  • 1 kudos

I have built a decision tree on how to think about it https://www.canadiandataguy.com/p/optimizing-delta-lake-tables-liquid?triedRedirect=true

  • 1 kudos
1 More Replies
shubhamM
by New Contributor II
  • 2154 Views
  • 4 replies
  • 2 kudos

Resolved! Databricks File Trigger Limit

For Databricks File Trigger below limitation is mentioned.A storage location configured for a file arrival trigger can contain only up to 10,000 files. Locations with more files cannot be monitored for new file arrivals. If the configured storage loc...

  • 2154 Views
  • 4 replies
  • 2 kudos
Latest Reply
Walter_C
Databricks Employee
  • 2 kudos

Your approach to managing the number of BLOBs in your Azure BLOB storage by moving older files to an archive directory is reasonable and can help ensure you do not exceed the 10,000 file limit in the monitored directories. This method will help keep ...

  • 2 kudos
3 More Replies
AbkSpl
by New Contributor III
  • 15040 Views
  • 8 replies
  • 6 kudos

Resolved! Making a connection to the tables in Dynamics app through the dataverse TDS endpoint

I wish to do some analysis on tables that are stored in dataverse in databricks. I know that PowerBi uses its Dataverse connector to fetch the data using a Dataverse's TDS endpoint. The tables that we import in PowerBi using this connector is nearly ...

  • 15040 Views
  • 8 replies
  • 6 kudos
Latest Reply
NavinW
New Contributor II
  • 6 kudos

Did you manage to connect to dataverse from Databricks ?I am trying to do the same but no luck.,

  • 6 kudos
7 More Replies
jeremy98
by Honored Contributor
  • 8227 Views
  • 6 replies
  • 3 kudos

Best practice on how to create a configuration yaml files for each workspace environment based?

Hi Community,My team and I are working on refactoring our DAB repository, and we’re considering creating a configuration folder based on our environments—Dev, Staging, and Production workspaces.What would be a common and best practice for structuring...

  • 8227 Views
  • 6 replies
  • 3 kudos
Latest Reply
koji_kawamura
Databricks Employee
  • 3 kudos

Hi @jeremy98 and all, I agree with @saurabh18cs . Having configuration files for each deployment target is a very convenient and manageable solution. Since I couldn't find a plain example showing the project structure, I created one here. https://git...

  • 3 kudos
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