There is failure in communication with the Synapse service, particularly with the Livy service, which is responsible for managing Spark jobs in Synapse.Sometimes, Azure services can experience throttling or become overloaded, especially if many requests are being processed simultaneously. This could cause delays or failures in the Livy service when submitting Spark jobs.
TaskCanceledException
often points to operations exceeding their timeout period. You may want to check the timeout settings in your Data Factory pipeline and consider increasing them if they are too short.
If these steps do not resolve the issue, I recommend reaching out directly to Microsoft Support with detailed logs and descriptions of when the issue occurs.