GOOD INFO FROM CDC
The current spread of COVID-19 is a result of human to human transmission. To date, there is no evidence that companion animals have spread the disease. Therefore, there is no justification in taking measures against companion animals which may compromise their welfare.
You can learn more about the safety of transporting your animals in the links below.