Merkle Trees are a fundamental data structure in cryptography, especially when it comes to ensuring the integrity of data. They play a critical role in how we can verify large datasets efficiently, without needing to trust the source completely. This ability to verify the correctness of data in a decentralized or distributed environment makes Merkle Trees an essential tool in various applications, such as blockchain, peer-to-peer networks, and file-sharing systems.