Picking a data platform used to be the strategy. Now it is the starting point. No single platform does it all. Ingestion, governance, transformation, analytics and AI have to work across multi cloud and on premises environments without breaking identity, metadata or data quality. Performance matters, but consistency across distributed systems is the real test. The role of CIOs and CDOs has changed. You are not buying a platform. You are designing an ecosystem. The questions are operational. Can you onboard new data quickly. Are business definitions consistent across systems. Do insights actually drive action inside the business. AI raises the stakes. Once models start influencing customer, operational and financial decisions, governance cannot be an afterthought. A weak semantic layer becomes an operational and regulatory risk. The vendors that build interoperability and governance into the core architecture will win. The ecosystem is what you are really buying now. Check out my latest @Forbes article "Beyond The Enterprise Data Platform: Why Ecosystems Win". @MoorInsStrat @Snowflake @databricks @cloudera @awscloud @MicrosoftFabric @Microsoft @IBM @Oracle @OracleCloud @Google @googlecloud @SAP @Informatica @collibra @Alation @dremio forbes.com/sites/moorinsight…