The artwork depicting a young child on a swing has popped up on the former House and Haven building on Mucklow Hill.
People have been snapping pictures of the eye-catching image.
Readers Paul Jones, Sara Lee and Adam Sale sent their pictures of the graffiti to the news.
It is believed to have been spray-painted by Birmingham graffiti artist Disney, whose depictions resemble the works of internationally renowned Banksy.
Plans for an Asda and Starbucks drive-thru at the site of the former showroom have been thrown out by Dudley Council, although the council has granted permission for the building to be flattened.
The mysterious Disney has left many artworks over the town over previous years, with them delighting residents whenever they pop up.
Previous deigns include a young girl sitting down at Rainbow Hill Chinese takeaway on Coombs Road, the legendary martial arts master Bruce Lee at MAC Black Belt Academy on Hereward Rise, a young boy on Ivy Street, a boy on the M5 bridge in Quinton and a boy boxer at Benjamin’s in Birmingham Street as well as an astronaut carrying a Tesco bag at Group Gear Ltd on Bromsgrove Road.