Gambling disorder (GD) is a behavioral addiction characterized by high comorbidity, significant social and economic consequences. The neurobiological mechanisms underlying GD are similar to those observed in substance use disorders, which opens possibilities for pharmacological intervention. However, no medication has yet been approved for the treatment of GD, and the evidence base for existing agents remains limited. This review summarizes data on the pharmacological treatment of GD based on current systematic reviews and network meta-analyses, and discusses methodological limitations and clinical prospects for the use of various drug classes. This narrative literature review was conducted, encompassing clinical trials, case series, and open-label studies of opioid antagonists, antipsychotics, mood stabilizers, anticonvulsants, antidepressants, gabapentinoids, and other agents. The most compelling evidence was found for nalmefene and naltrexone, which produced statistically significant reductions in GD symptoms compared to placebo, particularly in patients with high craving. Antidepressants, olanzapine, and topiramate failed to outperform placebo in most studies. Mood stabilizers may be beneficial in cases of comorbid bipolar disorder, but the evidence remains very limited. N-acetylcysteine, memantine and gabapentinoids showed encouraging preliminary results; GLP-1 receptor agonists, ketamine, and psilocybin remain experimental. Thus, opioid antagonists may be considered a first-line (off-label) therapy for GD, complementing rather than replacing cognitive-behavioral therapy. Larger controlled trials and the identification of biomarkers for treatment personalization are needed.