Over the past ten years in data, I’ve been fortunate to collaborate with, learn from, and help grow some incredibly talented engineering teams. One thing has become clear along the way: Tools come and go, but the core skills that make a great data engineer remain timeless. In today’s cloud-first, real-time, business-aligned world, here are the five skills I believe every aspiring data engineer must master.