The statement was being released due to the "abundance of recent interest and conversation" surrounding their relationship, it added.
The pop star, 40, and the 48-year-old actor split in 2017 but got back together shortly afterwards. They got engaged on Valentine's Day in 2019.
A year later Perry revealed she was pregnant in the music video for her single Never Worn White.
Their daughter Daisy Dove was born later that year, with Unicef announcing the news on its Instagram account. Both Perry and Bloom are goodwill ambassadors for the United Nations agency that helps children.
The couple's split follows a tough year for Perry. Her most recent album, 143, and its lead single Woman's World, were not as well received as her previous music.
The singer is currently on tour, but ticket sales have reportedly been slower than earlier in her career.
Perry and a group of other female celebrities also faced backlash after their Blue Origin space trip in April, a reaction which Perry said left her feeling "battered and bruised".
The US singer, who was previously married to Russell Brand, shot to fame in 2008 with the single I Kissed A Girl, which reached number one in the UK.
Her hits since then have included Roar, California Gurls, Firework and Never Really Over.
Bloom was previously married to Australian model Miranda Kerr, and they have a son, 14-year-old Flynn.
The British actor has starred in Pirates Of The Caribbean, The Lord of the Rings and The Hobbit.