· Amit Kothari · AI
Hiring an AI data engineer: what actually matters
Traditional data engineers build ETL pipelines for batch processing. AI data engineers must understand model requirements, vector databases, streaming systems, real-time inference latency, and data drift monitoring. Your job description is likely copying requirements from 2018. It needs to reflect this fundamental shift in skills and architectural priorities.