A data-led push–pull model improves inventory and capex management for India's OTC brands by enhancing demand sensing, focusing on sell-out, leveraging rural expansion, hub-and-spoke distribution, and reducing expiry losses.

Digital infrastructure is essential for pharma brands targeting India’s rural markets, boosting market penetration, optimizing P&L, mitigating risks, and enhancing field productivity via CRM, data analytics, and integrated supply chains.