The U.S. Labor Department’s Women’s Bureau recently released The National Database of Childcare Prices. The database can be found here: https://www.dol.gov/agencies/wb/topics/childcare

The data is only through 2018 so it won’t show the state of affairs since the start of COVID but it still can serve as a good base marker for where prices have stood.