The objective of this study was to develop a DNA-based method for the identification and tracking of edible oils, which is important for health management. Three different DNA extraction methods (CTAB, MBST kit, and manual hexane-based method) were used to obtain high-purity DNA from crude and refined soybean, maize, and canola oils. PCR was then conducted using specific primers to identify the presence of genes related to each oil type and to assess transgenicity. The results showed that DNA was present in crude and refined oils, but in very low amounts. However, using method 3 for DNA extraction provided sufficient quantity and quality of DNA for successful PCR amplification. The study concluded that the main challenge in DNA extraction from oils is the presence of PCR inhibitors, which can be overcome using the manual hexane-based method. Also, the examination of protein presence in the oils using SDS-PAGE did not indicate any protein bands.