Previously, a novel Leptospira strain (BJ3) was isolated from the soil of an ex situ wild animal conservation area in Perak, Malaysia. Molecular identification via whole-genome sequencing confirmed that the strain was Leptospira yasudae. Here, we report the draft genome sequence of L. yasudae strain BJ3.