Earlier in her career, she skated with Christopher Boyadji and competed in the final segment at the 2012 World Junior Championships.

[7] Beginning the season with a gold medal win at the 2016 Master's de Patinage, the Kovalevs would subsequently finish sixth at the 2016 Trophée Métropole Nice Côte d'Azur and fourth at the 2016 CS Tallinn Trophy.

They would then compete at the 2017 Trophée Métropole Nice Côte d'Azur and the 2017 CS Tallinn Trophy, finishing eighth and fifth, respectively.

[7] The Kovalevs began the season by winning silver at the 2018 Master's de Patinage and at the 2018 Volvo Open Cup.

Making their Grand Prix series debut at the 2021 Internationaux de France, the pair would come in seventh place.

In addition, the Chinese Skating Association opted not to send any athletes to compete at the 2022 World Championships in Montpellier, France.

[7] The Kovalevs began the season by finishing sixth at the 2022 CS Nebelhorn Trophy before going on to win gold at the 2022 Master's de Patinage.

Following a ninth-place finish at the 2023 CS Autumn Classic International, the pair would win gold for a fourth time at the 2023 Master's de Patinage.

[7] The pair then went on to compete at the 2024 European Championships in Kaunas, Lithuania, despite Camille developing a fever two days before the event.

[7] Weeks before the 2024 World Championships, the Kovalevs announced that they would not compete at the event due to Pavel injuring himself from a very bad fall in training.

[11] In June, the pair announced that while continuing their coaching relationship with Laurent Depouilly, that they would begin training at the ASGA Figure Skating Club.

The Kovalevs, having initially been told by doctors that they would likely need to sit out of the beginning of the season, Pavel would eventually be cleared to skate at the 2024 Master's de Patinage in late September, much earlier than the couple would have expected.