In this TechTalk, we explore how machine vision enables end-to-end food inspection and automation across the food production chain. Using real-world case studies from agriculture to food inspection, sorting, packaging, and storage, we examine the challenges encountered throughout the pipeline and discuss how industrial cameras help system designers achieve reliable imaging, improved inspection accuracy, and higher throughput in demanding food processing environments.