Background: Misuse of weight-loss medicines, particularly those obtained via the internet and social media, raises critical concerns regarding patient safety, compliance, and risk of adverse drug reactions (ADRs).Objective: To evaluate patterns of weight-loss medication acquisition, the influence of social media on drug use behaviors, the role of pharmacist recommendations, and the key predictors of self-medication and adherence.Methods: A cross-sectional survey was utilized to assess sources of procurement of weight loss drugs, impact of social media on drug use, and sufficiency of pharmacist counseling on safety and drug compliance.Results: The study revealed that 53% of participants reported using weight-loss medications without consulting a physician. Among them, 32% acquired the medications directly from a pharmacy without prescription and 15% online through social media platforms. A significant majority (68%) indicated being strongly influenced by social media, with Instagram (45%) and TikTok (30%) being the most cited platforms. Pharmacist consultation was associated with improved adherence (50% vs. 25%, p = 0.0001) and enhanced awareness of drug safety (55% vs. 30%, p = 0.0004). Logistic regression revealed that self-medication was significantly predicted by younger age (18–30 years, OR = 2.1, 95% CI: 1.3–3.4, p = 0.002), frequent social media use (OR = 1.8, 95% CI: 1.1–2.9, p = 0.01), limited access to healthcare services (OR = 2.5, 95% CI: 1.4–4.4, p = 0.001), and prior unsuccessful weight loss attempts (OR = 1.9, 95% CI: 1.2–3.1, p = 0.005). In contrast, medication adherence was positively associated with pharmacist recommendations (OR = 2.34, 95% CI: 1.45–3.76, p-value <0.001), younger age (OR = 1.8, 95% CI: 1.1–2.9, p = 0.004), better access to healthcare (OR = 2.8, 95% CI: 1.6–4.7, p-value <0.001), low social media dependence (OR = 2.2, 95% CI: 1.3–3.6, p = 0.002) and previous medication adherence experience (OR = 1.7, 95% CI: 1.1–2.8, p = 0.012).Conclusion: Findings highlight a growing trend of social media-driven decisions regarding weight-loss medication use and the associated risks of unregulated online-purchases. Pharmacists play a crucial role in mitigating adverse outcomes by promoting drug safety and adherence. Policy efforts should focus on enhancing regulations of over-the-counter online sales, strengthening pharmacist-led patient education, and combating misinformation through evidence-based public health communication.