data engineering , data products , Data Architecture, Performance Engineering, Data Quality, AI data infrastructure, knowledge graphs, lineage, vector-based retrieval, Security, semantic information access, access management, information orchestration, search retrieval, metadata, observability, semantic modelling, platform reliability, data platforms, evaluation and optimisation of AI data and retrieval capabilities, Knowledge Representation, AI data governance, context management, retrieval-augmented AI architectures