Implement incremental refresh for large datasets to minimize refresh times and server resources. Use Power BI gateways for on-premises data sources and ensure they are always up to date. Regularly monitor refresh logs for errors and performance issues. Implement query folding to push data transformation logic to the data source, improving refresh efficiency. In larger environments, leverage Power BI developers for improved refresh capabilities, ensuring datasets stay up-to-date without impacting performance.