Corey Brown had homered with one out in the eighth inning to snap a scoreless tie.
Brown jumped on a 2-and-2 fastball from Brad Lincoln for his first homer of the spring.
Tampa Bay Opening Day starter Alex Cobb and lefties Everett Teaford and Grayson Garvin each hurled two shutout innings.
Cobb allowed one hit across two shutout innings, striking out two.
"It was better than in years past," Cobb said of his first exhibition outing. "You always feel great. You get so accustomed to throwing bullpens and being good at bullpens and being good at live BP that it takes a little bit to be comfortable in a game situation. ... We're looking to get our feet wet. If we're able to stay within ourselves and have some good results, it's a bonus."
A.J. Burnett matched Cobb, blanking the Rays on one hit for two innings in his return appearance with the Pirates.
"It's the best I felt in a long time," Burnett said. "Just being back with these guys and hearing the fans ... it just felt right."
Nick Kingham, Tony Watson, Jared Hughes and Antonio Bastardo continued to keep the Rays scoreless.
Burnett opted out of the second year of his Philadelphia contract to return to Pittsburgh, where he'd spent 2012-13, for his 17th and what he has already said will be his final season.
Up next: Right-hander Chris Archer will make his first start of the spring Sunday as the Rays host the Phillies at Charlotte Sports Park. First pitch is scheduled for 1:05 p.m. ET, and fans can listen live to Gameday Audio. Archer, Tampa Bay's No. 2 starter behind Cobb, went 10-9 with a 3.33 ERA in 32 starts last season. Several of the Rays' top relievers are also scheduled to pitch, including right-handers Brad Boxberger and Kevin Jepsen and lefty Jeff Beliveau. Left-hander Joely Rodriguez is slated to start for the Phillies.
Tom Singer is a reporter for MLB.com and writes an MLBlog Change for a Nickel. Follow him on Twitter @Tom_Singer. This story was not subject to the approval of Major League Baseball or its clubs.