Acne vulgaris is a common dermatological condition, affecting up to 85% of adolescents and increasingly observed in adults, particularly women. Its chronic nature and visible manifestations impose significant psychological and social burdens. This review provides an updated examination of acne pathogenesis that explores emerging therapeutic approaches informed by recent molecular, genetic, and microbiome research. Findings from clinical studies, molecular biology, and immunological research published in the past decade are presented in a comprehensive overview of current advancements in acne treatment. Key databases and recent consensus guidelines have been utilized to identify novel mechanisms and therapeutic innovations. Current understanding emphasizes the role of innate immunity (e.g., toll-like receptors, inflammasomes), sebocyte biology via peroxisome proliferator-activated receptors (PPAR) signaling, and strain-specific Cutibacterium acnes dynamics. Environmental and genetic factors, including androgen receptor gene polymorphisms and lifestyle contributors, influence disease expression. Emerging treatments include selective retinoids (trifarotene), PPAR modulators, interleukin-targeting biologics, probiotics, bacteriophages, and hormonal therapies with improved safety profiles. Microbiome modulation and narrow-spectrum antibiotics are gaining attention for precision management. Integrating molecular insights with clinical practice fosters a personalized, multidisciplinary approach to acne care. Future research should prioritize microbiome restoration, novel biologics, and strategies to minimize antimicrobial resistance.