Confidence is knowing that someone will complete a certain action based on their knowledge and track record.
Trust is more complex. You can be confident that someone will complete a certain action but trust is required to give them honest feedback if you start losing confidence.
Trust is also required to receive the honest feedback, you have to trust that the person giving feedback is doing so open, honestly and with their best intentions.