He played Jess Mariano on the television series Gilmore Girls . Ventimiglia was first noticed by fans during his three year stint on the WB series Gilmore Girls , playing Rory Gilmore 's boyfriend Jess Mariano from 2001 until his final guest appearance in 2006 .