Why Consumer Packaged Goods (CPG) Manufacturers Need Modular, Scalable, AI-Ready Infrastructure

Product ranges, packaging and demand change often, and plants vary in age and equipment. Modular infrastructure lets a company add, replace or upgrade a line, plant or application through open interfaces without rebuilding everything.

The ability to extend the same design from one line to many sites, and to raise or lower compute as workloads change, for example for seasonal peaks or model training, rather than sizing for the maximum.

Connected and contextualised plant data, a governed data platform, enough compute at the edge for real-time decisions and in the cloud for training, secure OT and IT networks, and operations for deploying and monitoring models.

Usually not. Gateways and edge software can read data from older controllers through standards such as OPC UA, so many companies start by connecting what they have.

Pick one line and one measurable use case, such as downtime or quality, agree a common data model, and build the connectivity and security that later projects can reuse.

Links were checked in October 2026. This page is an overview written for planning discussions, not advice on a specific plant or vendor, and it contains no benchmark figures. Product names and capabilities change, so confirm details with each provider. Sites that block automated checks are kept and may need a manual click.