Gaga's representative confirmed the news to people.com saying their relationship ended "a bit ago".
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"It just didn't work out. Relationships sometimes end. There's no long dramatic story," the publication quoted a source as saying.
The "A Star Is Born" star announced her engagement to Carino in October.
Gaga was also engaged to actor Taylor Kinney before they split in July 2016.