It is interesting how the phrase's meaning has transformed. Nowadays people generally use it to add emphasis such that the previous statement is an absolute truth with no valid argument to the contrary.
Yep, it's a bit of verbal color to add emphasis to a statement. Much like declaring things that are actually quite ordinary and did not fill you with awe but are otherwise positive as "awesome."