The bride belongs to the bridegroom
Jesus is like the "bridegroom" and John is like the friend of the "bridegroom."
This, then, is my joy made complete
"So then I rejoice greatly" or "So I rejoice much"
my joy
The word "my" refers to John the Baptist, the one who is speaking.