The Collateral Output in Cardano transactions is a feature introduced with smart contracts. It represents an amount of ADA set aside to cover fees in case a smart contract execution fails. This mechanism ensures that the network is compensated for resources used in processing invalid or failing transactions, preventing potential abuse of the system and maintaining network efficiency.