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Alcohol-associated liver disease (ALD), a significant cause of chronic liver disease worldwide, is strongly linked to gut microbiome dysregulation. Heavy alcohol use disrupts the gut bacterial equilibrium and damages the intestinal barrier, making it more permeable to microbial toxins (e.g., endotoxins) that trigger liver inflammation. Many studies have investigated ALD, but no single microbial marker has yet been identified as diagnostic. Results from microbiome studies on this condition have been inconsistent; consequently, scientists are developing new microbiome-based indices and multi-omics approaches to improve their ability to predict diseases. The review evaluates current findings on how disturbances in the gut microbiome and deterioration of the intestinal barrier contribute to the development of ALD. The assessment includes microbiome-based treatments such as probiotics, fecal microbiota transplantation (FMT), and bacteriophage therapy. Research indicates that probiotics and FMT treatments may enhance liver function and reduce inflammation in patients with ALD. The studies present conflicting results because researchers used different methods and worked with limited numbers of participants. Bacteriophage therapy exists as an experimental treatment method. The development of personalized microbiome treatments, along with biomarker standardization and solutions to technical and ethical challenges, will enable these strategies to enter medical practice. The review integrates existing knowledge of the gut-liver axis in ALD to demonstrate the clinical potential of microbiome-based treatments while highlighting the need for additional research to enhance treatment outcomes.