A distributed transaction changes data across multiple independent participants. It is difficult because messages can be delayed, participants can fail, and a coordinator may lose contact after some participants have acted. Two-phase commit can provide atomic commitment but may block during failures and adds coordination overhead. Many service architectures instead use sagas with explicit compensating actions and eventual completion.