The Flyweight pattern minimizes memory usage by sharing common parts of object state among multiple objects. This is particularly effective in scenarios where many objects exhibit identical attributes, allowing for a significant reduction in memory overhead while improving performance by reducing the frequency and cost of memory allocations.