A former owner of a group of Internet sports memorabilia businesses pleaded guilty to a $2.5 million fraud scheme, the U.S. Attorney's Office for the Middle District of Pennsylvania announced Monday.

Joshua Aaron Shores, 41, of Bel Air and Ocean City, who is also the general manager of O.C. Brewing...