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jgmendez
Regular Visitor

Best practices for Direct Query Scaling

Hello,

We have developed some Direct Query Power BI reports which connect to our AWS SQL Server database and refresh every 5 minutes. Leadership loved the POC and wanted to scale to multiple locations, but now we are finding it creates to heavy a load on the server so have paused the project.

The query is not terribly complex. It has a few subqueries, many joins on 10 tables, some of which are > 1 million rows and outputs only ~5k rows.

What are some potential solutions and best practices given this situation? Here are some things I am considering
-Use staging tables with SQL Server Agent job
-Send data to our datalake in Snowflake instead of querying the production database (not sure how to productionalize this, I made a Python demo which sends the data to Snowflake, so in theory this could work). Maybe use third party service for this?
-Enable CDC in database (again not sure which product(s) we would use after this is enabled)
-Use Azure Synapse Analytics since it is purpose built to handle Direct Query at scale (what would be the best practice to get the data in Azure?)

Any help, ideas, suggestions are greatly appreciated.

Thanks for your time,
Joe

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