Us Weekly was the first outlet to report the engagement on Friday.
Kelley is the younger brother of singer / songwriter Josh Kelley, who is married to actress Katherine Heigl.
Lady Antebellum is nominated for Best New Artist at the 2009 Grammy Awards.
The band is set to open for Keith Urban on tour in 2009.
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