Often Missing SkillsEnterprise-wide data modeling and standardizationDesigning lakehouse/warehouse architectures on major cloudsImplementing data governance with lineage and metadata toolingMaster Data Management (MDM) implementation at scaleData security and privacy controls for regulated data
Development SuggestionsDesign and document an end-to-end reference architecture on a major cloud (incl. data model, pipelines, governance, lineage) and implement a small pilot; earn TOGAF or CDMP plus a cloud architect certification and lead a data governance or MDM initiative.