data products , Data Quality, Performance Engineering, Interconnected information structures, Semantic modelling, Security, Distributed data platforms, AI-oriented data architecture, Embeddings, Context management, Semantic information access, metadata, Platform reliability, Observability, Information orchestration, Modern data engineering, Vector-based retrieval, Lineage, AI data governance, Search retrieval, Knowledge Representation, Knowledge graphs, Retrieval-augmented AI architectures, Access management, Evaluation and optimisation of AI data and retrieval capabilities