This contribution provides a brief overview of recent progress in cellulose-based superabsorbent hydrogels fabrication approaches, materials and promising applications. At first, different synthesis methods were introduced, including physical crosslink as well as chemical crosslink ways. Second, some of the cellulose series original materials were introduced in this work. In addition, some applications and future research in cellulose-based superabsorbent hydrogels were also discussed in this review.