Llm, Rag, Etl, AI.
storing historical data and performing analysis. This necessitated more sophisticated ETL tools. ETL tools offered GUIs for building workflows and reducing complexity, and processes became more automated and reliable as features for data transformation, error handling, and logging became standard.