- Whitepaper
Agentic Data Federation: From ETL to ECL (Ontology)
How Ontology-Driven Context Engineering Powers Autonomous Enterprise Operations
Enterprise IT operations are undergoing a fundamental transformation. For 40 years, data integration has been built around ETL (Extract-Transform-Load)—a pattern designed for human analysts who write SQL queries and read dashboards. But as AI agents become the primary consumers of operational data, a new integration paradigm is emerging: ECL (Ontology)—Entity-Context-Linking powered by a purpose-built operational ontology.
This whitepaper explores the evolution from ETL to ECL through the lens of agentic operations and data federation. It examines how Fabrix.ai’s Agent Runtime Core with its embedded Ontology layer for agentic data federation, bridges the gap between siloed observability tools and autonomous enterprise operations, enabling AI agents to not only see data,but understand the context and causal relationships behind it.