She obtained her license on February 23, 2007 for her hometown club Yeni Kapı Gençler Birliği, which played in the Turkish Women's League and was later renamed Antalyaspor.
She began to participate in the league matches from the 2008–09 season on.
In the 2011–12 season, the club played under the name Medical Park Antalyaspor in line with its sponsor.
At the end of the 2011–12 season, the team were relegated to the Second Leaguer, and abandoned by Antalyaspor.
Between 2012 and 2014, she played in the same team, which was re-founded as 1207 Antaltyaspor.
With her team's Second League championship title won in the 2014–15 season, Güler enjoyed the promotion to the Women's First League again.
She acted as the captain of her team.

In the 2016–17 season, Güler transferred to the Third League-team Kıçaslan Yıldızspor.
She obtained her license on February 23, 2007 for her hometown club Yeni Kapı Gençler Birliği, which played in the Turkish Women's League and was later renamed Antalyaspor. She began to participate in the league matches from the 2008–09 season on. In the 2011–12 season, the club played under the name Medical Park Antalyaspor in line with its sponsor. At the end of the 2011–12 season, the team were relegated to the Second Leaguer, and abandoned by Antalyaspor. Between 2012 and 2014, she played in the same team, which was re-founded as 1207 Antaltyaspor. With her team's Second League championship title won in the 2014–15 season, Güler enjoyed the promotion to the Women's First League again. She acted as the captain of her team.
In the 2016–17 season, Güler transferred to the Third League-team Kıçaslan Yıldızspor.
Esra Güler