Can the greatest common factor of a pair of numbers be equal to one of the numbers?

Yes, for example the trivial case in which the numbers are the same:
The GCF of 12 and 12 is 12.

This also occurs when one number is divisible by the other:
The GCF of 12 and 4 is 4.