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Malaysia has targeted to achieve 40% of renewable energy (RE) by 2035. It is evident that solar energy shall contribute the largest portion of the target due to the abundant resources of solar in Malaysia. Nevertheless, Malaysia should not limit its' RE resources to only solar energy. This includes RE in the likes of wind energy. Although generally Malaysia has comparatively low annual average wind speed, numerous studies have shown that there are several areas with relatively higher annual average wind speed. These areas may potentially be considered for wind energy development. Several methodologies have been utilized by researchers to identify such areas. Several researchers opted to develop wind maps to identify the potential area in Malaysia for wind energy development. Interpolation methods such as Inverse Distance Weighted (IDW) and Kriging are commonly utilised in wind mapping studies as these methods are effective to estimate the wind speed at unmeasured area. This paper reviews the comparison between the wind speed interpolation methods which are IDW and Kriging for wind energy applications in Malaysia. Among the interpolation parameters compared include input, results and validation. The way forward proposed by this paper will aid as a reference for future advances in wind mapping in Malaysia and its surrounding region. [ABSTRACT FROM AUTHOR]