Early in my career, I was lucky enough to have a mentor who had a unique way of simplifying complex ideas. One of the most crucial lessons he imparted was an understanding of two distinct engineering approaches: the Bottom-Up and the Top-Down approach. This insight has significantly shaped my perspective on problem-solving and continues to influence my decisions as an data engineer.