Microalgae-based nutrients recovery from liquid anaerobic digestate of swine manure has been a hotspot in recent decades. Nevertheless, in consideration of the high NH₄⁺-N content and poor light penetrability exhibited by the original liquid digestate, uneconomical pretreatment on liquid digestate including centrifugation and dilution are indispensable before microalgae cells inoculation. Herein, aiming at eliminating the energy-intensive and freshwater-consuming pretreatment on liquid digestate and enhancing microalgae growth, the dialysis bag which permits nutrients transferring across its wall surface whereas retains almost all matters characterized by impeding light transmission within the raw liquid digestate was integrated into a column photobioreactor (DB-PBR). Consequently, light availability of microalgae cells in DB-PBR was elevated remarkably and thus contributed to a 357.58% improvement on microalgae biomass concentration in DB-PBR than the conventional PBR under 80 μmol m⁻² s⁻¹. Likewise, superior nutrients removal efficiencies from liquid digestate were obtained in DB-PBR (NH₄⁺-N: 74.84%, TP: 63.75%) over the conventional PBR (NH₄⁺-N: 30.27%, TP: 16.86%). Furthermore, higher microalgae biomass concentration (1.87 g L⁻¹) and nutrients removal efficiencies (NH4+-N: 95.12%, TP: 76.87%) were achieved in the DB-PBR by increasing the light intensity to 140 μmol m⁻² s⁻¹. More importantly, the DB-PBR may provide a simple and greener solution to purify other kinds of wastewater.