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Leading manufacturers are embracing the four principles of a data mesh in order to deliver Industry 4.0 projects at scale and avoid common modes of failure. Challenges to delivering AI/ML projects at scale are rooted in architecture and data governance, and finding an efficient and cost-effective way to find, understand, use, and then reuse data across multiple projects is key.