Cross-country distribution partnerships enable manufacturers, wholesalers, and retailers to scale products internationally through shared logistics, shared market access, and localized distribution capabilities. These partnerships reduce market-entry risks, leverage local regulatory knowledge, and accelerate last-mile penetration across diverse markets. This paper examines the evolution of cross-country distribution partnership models based on international trade theory, supply chain collaboration frameworks, and global franchise systems. A Cross-Country Distribution Partnership Architecture (CDPA) is proposed, illustrating how governance structures, distribution roles, contractual arrangements, and cultural dynamics shape performance. Key insights reveal that partnership success depends on regulatory alignment, shared incentives, digital interoperability, and risk-sharing mechanisms.