Despite their advantages, implementing coalescing filters does come with challenges. For instance, the design of an effective coalescing algorithm requires a deep understanding of the data characteristics and patterns, as poorly designed filters may either discard critical information or fail to optimize data effectively. Moreover, there is a need for real-time processing capabilities to ensure that the filtering occurs without introducing significant delays.
