In teacher education, there is a growing need for teachers to become data literate by collecting a variety of data on student learning to assess student progress and inform instruction. Research on pedagogical documentation in education, in particular early childhood education, has been undertaken to make students' learning visible by documenting multiple forms of student data. Although the notion of pedagogical documentation could be broadened in teacher data literacies practice, little is known about teacher data literacies practice in implementing pedagogical documentation. To fill this research gap, we performed a scoping review of the studies to investigate the landscape of teacher data literacies practice with pedagogical documentation published from 2000 to 2020. Our scoping review employed Arksey and O'Malley's methodological framework and identified 62 studies in our review. Our analysis provided an overview of the existing studies on teacher data literacies practice with pedagogical documentation. The implications of its findings were discussed.