In the upcoming sections, we begin by outlining the analogies between liquid drops and gas bubbles. Subsequently, we provide an overview of the theory governing the behavior of fluid drops. Leveraging this theory, we construct a foaming prediction map, representing a plot between Oh and Re numbers. This map delineates distinct non-foaming regions alongside a foaming region, essentially serving as a binary classifier to predict whether a liquid exhibits foaming tendencies or not. Furthermore, we make an effort to qualitatively substantiate the foaming prediction map by considering various timescales. Moving forward, we delve into a detailed description of the shake test experiments conducted on 47 liquids. These experiments were instrumental in both fitting a nd testing the foaming prediction map. To end the discussion, we put forth potential extensions to enhance and broaden the applicability of the proposed framework.