"I think Rose is a good match for him," a source tells Us Weekly.
ABC debuted Cupid on March 31, 2009, Cannavale was also in the film Win Win in 2011, as Terry Delfino.
He later starred in the Broadway play The Motherfucker With the Hat alongside Chris Rock and Annabella Sciorra.
On August 25, 2008, ABC ordered his pilot Cupid, a remake of the 1998 program which had starred Jeremy Piven and Paula Marshall, to series.
In the new version of the series, Cannavale starred opposite Sarah Paulson with script development overseen by original series creator Rob Thomas.
He has appeared in The Station Agent (2003), Shall We Dance?