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Warehousing & Analytics
Engage in discussions on data warehousing, analytics, and BI solutions within the Databricks Community. Share insights, tips, and best practices for leveraging data for informed decision-making.
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MadelynM
by Databricks Employee
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[Recap] Data + AI Summit 2024 - Warehousing & Analytics | Improve performance and increase insights

Here's your Data + AI Summit 2024 - Warehousing & Analytics recap as you use intelligent data warehousing to improve performance and increase your organization’s productivity with analytics, dashboards and insights.  Keynote: Data Warehouse presente...

Screenshot 2024-07-03 at 10.15.26 AM.png
Warehousing & Analytics
AI BI Dashboards
AI BI Genie
Databricks SQL
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User16826994223
by Honored Contributor III
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Resolved! Does Koalas support Structured Streaming

Does Koalas support Structured Streaming

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Latest Reply
User16826994223
Honored Contributor III
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No, Koalas does not support Structured Streaming officially.As a workaround, you can use Koalas APIs with foreachBatch in Structured Streaming which allows batch APIs:>>> def func(batch_df, batch_id):   ... koalas_df = ks.DataFrame(batch_df)   .....

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christys
by Databricks Employee
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Taha
Databricks Employee
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So if you've got an S3 bucket with your data in it, the first thing you'll need to do is connect it to a Databricks workspace to grant access. Then you can start querying the contents of the bucket from notebooks (or running jobs) by using clusters (...

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Anonymous
by Not applicable
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sajith_appukutt
Honored Contributor II
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Frequency of logs in stdout / stderr would be a function of what code you run on the databricks clusters .The default log level for log4j is INFO - you could change it following the instructions here

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Digan_Parikh
by Valued Contributor
  • 1634 Views
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Resolved! DBSQL connection to other BI tools

How do i connect DBSQL to other BI tools?

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Digan_Parikh
Valued Contributor
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Generally, you can connect to SQL endpoint using a ODBC or JDBC driver. More information can be found here. https://docs.databricks.com/integrations/bi/index-sqla.html

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User16826992666
by Valued Contributor
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Digan_Parikh
Valued Contributor
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When sizing, this is the recommendation. Data set Cluster SizeITB / rows X-Large+500GB / 1B rows X-LargeSOGB / IOOM+ rows LargeIOOGB / rows MediumIOGB / -M rows SmallThis table maps SQL endpoint cluster sizes to Databricks cluster driver sizes and wo...

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User16826987838
by Contributor
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User16826994223
Honored Contributor III
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Second question. Yes. Just don't grant CAN_RUN to a user/grouphttps://docs.databricks.com/sql/user/security/access-control/dashboard-acl.html#dashboard-permissions

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User16826992666
by Valued Contributor
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Resolved! Can I implement Row Level Security for users when using SQL Endpoints?

I'd like to be able to limit the rows users see when querying tables in Databricks SQL based on what access level each user is supposed to be granted. Is this possible in the SQL environment?

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sajith_appukutt
Honored Contributor II
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Using dynamic views you can specify permissions down to the row or field level e.g. CREATE VIEW sales_redacted AS SELECT user_id, country, product, total FROM sales_raw WHERE CASE WHEN is_member('managers') THEN TRUE ELSE total <= 1...

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User16826992666
by Valued Contributor
  • 1938 Views
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Resolved! Should I enable Photon on my SQL Endpoint?

I see the option to enable Photon when creating a new SQL Endpoint. The description says that enabling it helps speed up up queries, which sounds good, but are there any downsides I need to be aware of?

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Ryan_Chynoweth
Esteemed Contributor
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Generally, yes you should enable photon. The majority of functionality is available and will perform extremely well. There are some limitations with it that can be found here. Limitations: Works on Delta and Parquet tables only for both read and writ...

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User16826992666
by Valued Contributor
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Resolved! How can I see the performance of individual queries in Databricks SQL?

If I want to get more information about how an individual query is performing in the Databricks SQL environment, is there anywhere I can see that?

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sajith_appukutt
Honored Contributor II
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You could see details on different queries that ran against an endpoint under the query history section

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User16826992666
by Valued Contributor
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Resolved! Can you run Structured Streaming on a job cluster?

Need to know if I can use job clusters to start and run streaming jobs or if it has to be interactive

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sajith_appukutt
Honored Contributor II
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Yes. Here is a doc containing some info on running Structured Streaming in production using Databricks jobs

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User16788316451
by New Contributor II
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How to troubleshoot SSL certificate errors while connecting Business Intelligence (BI) tools to Databricks in a Private Cloud (PVC) environment?

How to troubleshoot SSL certificate errors while connecting Business Intelligence (BI) tools to Databricks in a Private Cloud (PVC) environment?

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Latest Reply
User16788316451
New Contributor II
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See attached for steps to inspect the certificate chain using openssl

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Srikanth_Gupta_
by Databricks Employee
  • 2157 Views
  • 1 replies
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Reading bulk CSV files from Spark

While trying to read 100GB of csv.gz file from Spark which is taking forever to read, what are best options to read this file faster?

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sean_owen
Databricks Employee
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Part of the problem here is that .gz files are not splittable. If you have 1 huge 100GB .gz file, it can only be processed by one task. Can you change your input to use a splittable compression like .bz2? it'll work much better.

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User16826992666
by Valued Contributor
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sean_owen
Databricks Employee
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No. If you use %pip or %conda to attach a library, then it will only affect the execution of the notebook. A separate virtualenv is created for each notebook and its dependencies, even on a shared cluster.If you create a Library in the workspace and ...

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