To remove the gallery sharing permission within Catfish, Login as Administrator
Choose Catfish -> Media -> Media Album settings in the storefront that is affected.
Untick the options:
Save the changes you have made.
This is particularly useful when using the yearbook module to prevent gallery sharing across multiple schools.