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Forum Posts

User16826992666
by Valued Contributor
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Resolved! How much space does the metadata for a Delta table take up?

If you have a lot of transactions in a table it seems like the Delta log keeping track of all those transactions would get pretty large. Does the size of the metadata become a problem over time?

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Ryan_Chynoweth
Honored Contributor III
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Yes, the size of the metadata can become a problem over time but not because of performance but because of storage costs. Delta performance will not degrade due to the size of the metadata, but your cloud storage bill can increase. By default Delta h...

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Anonymous
by Not applicable
  • 571 Views
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Resolved! Delta Sharing internally?

If we don't have any datasets to be shared with external companies, does that mean Delta Sharing is not valid for our org? Is there any use case to use it internally?

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Ryan_Chynoweth
Honored Contributor III
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Delta sharing can be done externally and internally. One use case for sharing internally would be if two separate business units would like to share data with each other without exposing their Lakehouse with the other unit.

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User16830818524
by New Contributor II
  • 620 Views
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Is it possible to read a Delta table directly using Koalas?

Can I read a Delta table directly using Koalas or do I need to read using Spark and then convert the Spark dataframe to a Koalas dataframe?

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Ryan_Chynoweth
Honored Contributor III
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Yes, you can use the "read_delta" function. Documentation.

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sajith_appukutt
by Honored Contributor II
  • 780 Views
  • 1 replies
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Resolved! Unable to get mlflow central model registry to work with dbconnect.

I'm working on setting up tooling to allow team members to easily register and load models from a central mlflow model registry via dbconnect. However after following the instructions at the public docs , hitting this error raise _NoDbutilsError mlfl...

  • 780 Views
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sajith_appukutt
Honored Contributor II
  • 2 kudos

You could monkey patch MLFlow's _get_dbutils() with something similar to this to get this working while connecting from dbconnectspark = SparkSession.builder.getOrCreate() # monkey-patch MLFlow's _get_dbutils() def _get_dbutils(): return DBUtils(...

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aladda
by Honored Contributor II
  • 635 Views
  • 1 replies
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  • 635 Views
  • 1 replies
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Ryan_Chynoweth
Honored Contributor III
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Generally, interactive clusters and jobs are better suited for data engineering and transformations as they support more than just SQL. However, if you are using pure SQL, then endpoints can be used for data transformations. All of the Spark SQL fun...

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aladda
by Honored Contributor II
  • 602 Views
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Resolved! Does the Jobs API allow executing an older version of a Notebook using version history?

I see the revision_timestamp paramater on NotebookTask https://docs.databricks.com/dev-tools/api/latest/jobs.html#jobsnotebooktask. An example of how to invoke it would be helpful

  • 602 Views
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aladda
Honored Contributor II
  • 0 kudos

You can use the databricks built in version control feature, coupled with the NotebookTask Jobs API to specify a specific version of the notebook based on the timestamp of the save defined in unix timestamp formatcurl -n -X POST -H 'Content-Type: app...

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User16826992666
by Valued Contributor
  • 758 Views
  • 1 replies
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How do I know if the number of files are causing performance issues?

I have read and heard that having too many small files can cause performance problems when reading large data sets. But how do I know if that is an issue I am facing?

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sajith_appukutt
Honored Contributor II
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Databricks SQL endpoint has a query history section which provides additional information to debug / tune queries. One such metric under execution details is the number of files read. For ETL/Data science workloads, you could use the Spark UI of the ...

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User16765131552
by Contributor III
  • 1471 Views
  • 1 replies
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Displaying spark job process in dashboard

In databricks is there a way to display the spark job process in a dashboard? I have a simple dashboard that displays a table, but the main spark job behind it takes 15 minutes to run. Is there a way to show the spark job progress bar in a dashboard?

  • 1471 Views
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Ryan_Chynoweth
Honored Contributor III
  • 1 kudos

The best way to do so would be to collect data about the job run using the REST API (runs get endpoint). This endpoint provides as much metadata as possible. You may need to use other endpoints to get the job or run ids in order to get the correct in...

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User16826992666
by Valued Contributor
  • 1135 Views
  • 1 replies
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Resolved! When running a Merge, if records from the table are deleted are the underlying files that contain the records deleted as well?

I know I have the option to delete rows from a Delta table when running a merge. But I'm confused about how that would actually affect the files that contain the deleted records. Are those files deleted, or are they rewritten, or what?

  • 1135 Views
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sajith_appukutt
Honored Contributor II
  • 0 kudos

Delta implements MERGE by physically rewriting existing files. It is implemented  in two steps.Perform an inner join between the target table and source table to select all files that have matches.Perform an outer join between the selected files in t...

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User16826992666
by Valued Contributor
  • 869 Views
  • 1 replies
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Resolved! Are Delta tables able to support GDPR compliance?

I know that when deletes are made from a Delta table the underlying files are not actually removed. For compliance reasons I need to able to truly delete the records. How can I know which files need to be removed, and is there a way to remove them ot...

  • 869 Views
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sajith_appukutt
Honored Contributor II
  • 0 kudos

Here is a document explaining best practices for GDPR and CCPA compliance using Delta Lake. Specifically on cleaning up stale data - you can use the VACUUM function to remove files that are no longer referenced by a Delta table and are older than a s...

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User16765131552
by Contributor III
  • 2001 Views
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Dataframe.write with table containing Always generate columns and auto generate columns is failing(SQL SERVER + sql-spark-connector)

Dataframe write to SQL Server table containing Always autogenerate column fails. I am using Apache Spark Connector for SQL Server and Azure SQL. When autogenerate field are not included in dataframe, I encountered - "No key found " error If auto-gene...

  • 2001 Views
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jose_gonzalez
by Moderator
  • 1174 Views
  • 1 replies
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Resolved! can I use DBconnect to connect any DBR version?

I would like to know if I can connect using to DBconnect to any DBR version or if only the supported version will work?

  • 1174 Views
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jose_gonzalez
Moderator
  • 0 kudos

Only the following Databricks Runtime versions are supported:Databricks Runtime 8.1 ML, Databricks Runtime 8.1Databricks Runtime 7.3 LTS ML, Databricks Runtime 7.3 LTSDatabricks Runtime 6.4 ML, Databricks Runtime 6.4Databricks Runtime 5.5 LTS ML, Dat...

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MoJaMa
by Valued Contributor II
  • 600 Views
  • 1 replies
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  • 600 Views
  • 1 replies
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MoJaMa
Valued Contributor II
  • 0 kudos

Currently there is no concept of "Cluster Owner". https://docs.databricks.com/security/access-control/cluster-acl.html#cluster-level-permissionsSo you have to clone the cluster, thus making the person who cloned it the creator of the new cluster. The...

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jose_gonzalez
by Moderator
  • 718 Views
  • 1 replies
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Resolved! How can I connect my favorite IDE, like Pycharm to Databricks cluster?

I would like to know if there is a way to connect to Databricks cluster using my IDE

  • 718 Views
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jose_gonzalez
Moderator
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Databricks connect allows you to connect your favorite IDE to Databricks clusters. You can find more details on how to set it up and install all the libraries https://docs.databricks.com/dev-tools/databricks-connect.html

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