Universal semantic layers: critical infrastructure or the next data fabric?

The article argues that well-crafted semantic layers provide contextual consistency across diverse enterprise data stores and highlights organizational alignment as the main obstacle; it surveys how major vendors (Microsoft, Databricks, Snowflake, Salesforce, dbt Labs) have recently positioned products and features as semantic foundations for AI-driven workflows.