Gut microbial symbionts are increasingly recognized as key modulators of host insect physiology and behavior, yet their role in pheromone-mediated chemical communication remains insufficiently understood. In this study, we investigated the wood-boring beetle Trigonorhinus sp., a pest of Caragana liouana, to determine the necessity of gut bacteria for male aggregation pheromone release. A combination of antibiotic-mediated bacterial depletion, quantitative PCR, gas chromatography-mass spectrometry (GC-MS), and Y-tube olfactometry was employed. Antibiotic treatment resulted in a marked reduction in gut bacterial load and a concomitant decrease of more than 85% in the emission of two key pheromone components, 2,6,10,14-tetramethylheptadecane and heptacosane. Behavioral assays demonstrated that females no longer exhibited significant attraction to treated males. Furthermore, defined recolonization with a single cultured gut isolate, Acinetobacter guillouiae, was sufficient to rescue pheromone emission. This indicates that particular gut taxa, rather than microbial biomass alone, are essential for pheromone biosynthesis. These findings demonstrate a decisive role of gut bacteria in the chemical communication of Trigonorhinus sp. and highlight the potential of symbiont-targeted strategies for pest management.