Performing the Systematic Literature Review (SLR) in the turbulent field of Software Engineering (SE) brings different obstacles and uncertainties. The commonly used guidelines for performing the SLR in this field are adapted from health sciences and presented by Kitchenham and Charters in 2007. This paper follows the Kitchenham's three-phases-review-process and fulfils it with the findings, observations and recommendations from other influential authors in the field. The process of SLR is observed from the perspective of appliance in the field of SE and supplemented by the important precautious measures that should be undertaken by the authors performing it. Thus, this paper aims to present the state-of-the-art in performing the SLR in SE.