Data Fabric Usage Demos

The demonstration of modelling tasks were developed to showcase the practical integration and usage of the BIOINDUSTRY4.0 data fabric within realistic bioprocess analytics scenarios. These demos are built around the data fabric designed and implemented in WP7 and serve as an operational layer that connects heterogeneous bioprocess data originating from WP3 with advanced, containerized modelling workflows produced in WP5. By leveraging standardized data structures, metadata harmonization, and portable data representations, the demos illustrate how experimental and process data can be seamlessly ingested, queried, and prepared for downstream computational tasks without manual intervention or ad hoc data handling.

The demonstrations further emphasize the execution of WP5 modelling components as fully containerized tasks orchestrated on top of the WP7 data fabric. This setup enables reproducible and scalable execution of data-driven models, such as parameter estimation and machine learning–based analyses, among others, directly on bioprocess datasets managed by the fabric. Through these end-to-end workflows, the demos highlight how the BIOINDUSTRY4.0 architecture supports interoperability across work packages, facilitates the reuse of analytical methods across different bioprocess contexts, and provides a concrete blueprint for deploying FAIR-aligned, automated analytics pipelines in industrial biotechnology settings.