Various natural phenolic compounds with antibacterial properties hold potential for preventing the undesired formation of bacterial biofilms, such as those occurring on water treatment membranes.In this study, we conducted computational shape-based similarity and pharmacophore-based virtual screenings to identify potential antimicrobial phenolic compounds from a large database of natural compoundsThe aim was to discover naturally occurring phenolics that could serve as eco-friendly and cost-effective strategies to prevent biofouling on filtration membranes.The virtual screening was applied to identify antibacterial compoundsCompounds from the screening were validated through exptl. antibacterial studies against Escherichia coli (E. coli) and Staphylococcus aureus (S. aureus).Notably, three compounds-baicalein, piceatannol and Me gallate exhibited antibacterial activity against both E. coli and S. aureus.In addition, a new compound ([2-(3,4-dihydroxyphenyl)-3,5-dihydroxy-8-(4-hydroxyphenyl)-4-oxo-4H-furo[2,3-h]chromen-9-yl]acetic acid) was identified as having antibacterial activity.Addnl., we prepared extracts from pine needles, a potential source of industrial byproducts, and examined their antibacterial effects.