The story
From a 2016 comedic Twitter post partly inspired by the Chewbacca Mask Lady.
Etymology from Wiktionary, CC BY-SA 4.0.
milkshake duck
Today it means: Someone or something, especially on social media, that is widely considered to be endearing, but is then discovered to be or have done something deeply flawed or distasteful. Full definition →