Early acknowledgment of tasks in Celery can lead to issues, especially with long-running tasks. Late acknowledgment offers advantages, allowing for retries in case of failure. The design choice of allowing non-idempotent tasks complicates error handling, while RabbitMQ's handling of connections and channels ensures tasks are returned to the queue if a connection is lost.