Performing full dataset reloads to populate cache can be both time-consuming and inefficient, especially when only a few rows in your source system have been updated or added. Oracle Analytics' incremental reload feature for cached datasets addresses this challenge by introducing a performance-optimized solution that reduces reload times and enhances efficiency.