In Multi-Party Computation, each participant holds a piece of data they want to keep confidential. They collaboratively compute a result using this data without revealing their individual inputs to one another. MPC achieves this through various cryptographic protocols, enabling secure computation even in the presence of potentially malicious parties. It is particularly useful in scenarios where privacy and confidentiality are essential, such as in auctions, voting systems, and cloud computing.