It was a Top 20 hit on the Billboard country singles chart and the title track to his debut album Anything Goes, which also produced his first Top 10 hit, "Boots On". His second album, They Call Me Cadillac, included the #31 single "Whistlin' Dixie". In 2012, he moved to Broken Bow Records imprint Stoney Creek. He reached Number One with "How Country Feels", the title track to his third album. Houser also co-wrote the singles "Honky Tonk Badonkadonk" for Trace Adkins, "Back That Thing Up" for Justin Moore, and "My Cowboy" for country-pop artist Jessie James.

Randy Houser was born in Lake, Mississippi. His father, a professional musician as well, performed at various local venues. Houser fronted his own band by age thirteen, and while attending East Central Community College in Decatur, Mississippi, he formed a band called 10 lb. Biscuit.

By 2002, he moved to Nashville, Tennessee to begin a songwriting career. One of his first hits as a songwriter was "Honky Tonk Badonkadonk", which he co-wrote with Jamey Johnson and Dallas Davidson. It was recorded by Trace Adkins for his 2005 album Songs About Me, and was a Top 5 single. After that success, Houser shifted his focus to performing, and started playing at local gigs in Nashville. He was briefly signed to MCA Nashville but did not release anything.

Houser signed to Universal South Records in 2008. His first single, "Anything Goes", was released in May of that year. It was co-written by Brice Long and John Wiggins. Houser performed the song on Late Show with David Letterman in August after Letterman heard it on a satellite radio station. The song entered the Top 40 of the Billboard country chart that same month. His debut album, also titled Anything Goes, was released in November, at which point the title track was in the Top 20. "Boots On" was released as the album's second single in February 2009 and became his first Top Ten hit in July. Houser also co-wrote "Back That Thing Up", the debut single for Valory Music Group artist Justin Moore. It peaked at #38 on Hot Country Songs in December 2008.

Houser received two nominations for the 2009 CMA Awards, including New Artist of the Year and Music Video of the Year for the Top 5 hit "Boots On".

Houser, along with Jamey Johnson and Jessie James co-wrote "My Cowboy", James's third single from her self-titled debut album. It was released in late October 2009, and was also released as a music video.

Also in October 2009, Houser released his third single. The song titled "Whistlin' Dixie" was the lead-off single to his second studio album, They Call Me Cadillac. It debuted at #59 on the Billboard country songs chart before the initial release date of November 2, 2009. It peaked at #31 in January 2010. Afterward came "I'm All About It", which peaked at #49 and was not included on the album. His fifth single, "A Man Like Me", he co-wrote with Danny Green and Jameson Clark.

In 2011, he released the song "In God's Time", which was the lead-off single to his upcoming album. It peaked at #54 on the Billboard Hot Country Songs chart. He left Show Dog-Universal in 2011 and signed with Broken Bow Records' Stoney Creek division.

On May 7, 2012, Houser released "How Country Feels", his first single on Stoney Creek. On February 2, 2013, the song became Houser's first Number One on the Country Airplay chart. His first Stoney Creek album, also titled How Country Feels, was released on January 22, 2013.

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