How to manage memory usage in large Power BI datasets?
Optimizing memory usage in large Power BI datasets is vital to maximizing report performance, avoiding bottlenecks in gateways or services. One approach is to reduce cardinality by checking the number of unique values across columns, particularly for fact tables. The miscellaneous columns can be avoided, the auto date/time feature for new files can be turned off and this can be beneficial.
The application of using aggregation tables with summarized data allows memory usage to be reduced within the model. The Performance analyzer in Power BI and DAX Studio can also quickly highlight queries and inefficient measures which are memory heavy or slowing your model down.
Students who sign up for a Power BI Course in Pune will learn how to use these tools and techniques to manage data models effectively in a real-world environment.
Further, following star schema design patterns will improve your relationships in Power BI, and reduce memory usage. Column data types should be optimized too; for example use integers instead of text where possible.
While many of these advanced data modeling modes are covered in great detail in Power BI Classes in Pune, ongoing skill development via Power BI Training in Pune, can help reskill professionals with Microsoft’s evolving memory optimization features and enterprise deployment best practices.
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