Many factors affect the quality of English writing. Among them, the cohesion of discourse has been an important topic in writing research. This study aims to investigate the use of local, global, and text cohesion features in Chinese English majors’ argumentative writing and how EFL learners of higher proficiency (Grade 4) develop their written discourse competence as compared with the lower proficiency (Grade 1). The Written English Corpus of Chinese Learners (WECCL 2.0) was adopted as the main corpus. The research finds that connectives and lexical overlaps are more frequently used in English writing, and a tiny minority of cohesive devices showed growth across the two grade levels. The findings provide important insights for researchers and teachers on second language acquisition, English writing development and English writing teaching.