[5] Latorre began her senior career as a futsal player in Spanish Women Futsal Championship, until in 2011 her goalscoring abilities attracted the attention of the Primera División club Prainsa Zaragoza that required a forward player for their reserve team.

She spent two years at the club quickly becoming one of their first team players and in her second season at the club she and her teammates became the runner-up at Copa de la Reina losing the final to Barcelona, as well as taking the 7th spot on the year end table in Primera División.

[6] Latorre refused to renew her contract with Zaragoza at the end of 2012–13 season and decided to join the then ranked 5th club Espanyol.

In 2015 Latorre joined the four consecutive league champion Barcelona after the departure of some of their key players and quickly established herself as one of their most important players in forward position scoring 9 goals throughout the 2015–16 Championship mid-season.

[7][8] Her match debut happened on 15 September 2016, coming on as a substitute during Spain's UEFA Women's Euro 2017 qualifying 13–0 win against Montenegro in Las Rozas de Madrid.