Global manufacturing collaboration fosters innovation and sustainable development in rural areas, yet these regions face persistent challenges such as resource limitations, infrastructure gaps, and skill shortages. This study examines how cross-border partnerships and technology-driven initiatives can integrate rural manufacturers into global value chains, enhancing socio-economic resilience using a mixed-methods approach (15 stakeholder interviews and a survey of 100 rural manufacturers), we evaluate models such as decentralized hubs, public-private partnerships, and technology transfer. Findings reveal that 65% of participating firms adopted sustainable practices through collaboration, while 58% gained access to advanced technologies previously unavailable locally. However, financial constraints (reported by 72% of respondents) and skill gaps (noted in 68% of interviews) remain critical barriers. Case studies in agro-processing and renewable energy demonstrate how global partnerships stimulate job creation and supply chain resilience. The study highlights the role of Industry 4.0 solutions (e.g., IoT, smart factories) in bridging operational gaps, contingent on improved digital infrastructure. We propose actionable strategies for policymakers and businesses to scale rural inclusiveness in global manufacturing ecosystems.