New tools have been introduced for data engineering in the context of artificial intelligence. These tools, including some from Snowflake, appear to be focused on supporting smart data pipelines and managing costs associated with ai. The development suggests a shift in the field of data engineering, with some outlets discussing the broader implications for the role of data teams and the future of data engineering in the age of ai.