Despite extensive studies on permanent magnets in bulk-type materials, the possibility of permanent magnets in two-dimensional materials is barely explored so far. In this work, we investigate temperature dependent magnetic properties of atomically thin (2~3 nm thickness) two-dimensional (2D) Fe3GaTe2. We obtain that both trilayer and four-layer thicknesses structures have TC of 340 K ~352 K. Both systems have perpendicular magnetic anisotropy, and the uniaxial anisotropy constant is monotonically decreased with increasing temperature. At 300 K, the 2D Fe3GaTe2 has a coercive field of 0.34 T at 2 nm thickness, and it becomes 0.44 T at 3 nm thickness. Besides, both systems have a magnetic hardness parameter larger than 1 even at 300 K. We also obtain a maximum energy product (BH)max of 24 kJ/m3 at 2 nm thickness, and it is further increased to 26 kJ/m3 at 3 nm thickness at 300 K. Nonetheless, these (BH)max are decreased by more than 2 times with including the demagnetization factor. Overall, we obtain that 2D Fe3GaTe2 at 2~3 nm thickness possesses the same scale of coercive field and maximum energy product of wellknown bulk ferrite PM. Our finding may indicate that the atomically thin 2D system can be a potential rare-earth-free PM for small-scale device applications.