This question evaluates a candidate's ability to design efficient dynamic data structures and algorithms for large-scale batch updates and for optimizing grid-based metrics, testing skills in update/query efficiency, metric-space reasoning (Chebyshev distance), and rigorous complexity and edge-case analysis.