This investigation underscores the paramount imperative of discerning network intrusions as a pivotal measure to fortify digital systems and shield sensitive data from unauthorized access. manipulation. and potential compromise. The principal aim of this study is to leverage a publicly available dataset. https://www.herbsdailyes.shop/product-category/essential-oils/