VanderPlas' handbook remains remarkably relevant despite rapid ecosystem changes. His focus on fundamentals - NumPy, Pandas, Matplotlib - rather than trendy libraries is why. The tools change, but understanding data structures, vectorization, and visualization principles doesn't age.