Pumpkin Spice Latte: natural popularity or manufactured love?

Its been over 20 year since Starbucks first released the infamous Pumpkin Spice Latte, and the flavored caffeinated beverage has skyrocketed to popularity and has seemingly cemented itself as a fall staple. But how did this drink get bound so heavily to the autumn season? And will any other companies be able to follow suit?