The interview process typically follows a standardized hiring pipeline designed to validate technical depth, problem-solving rigor, and culture alignment. Candidates move through multiple checkpoints—resume screening, an initial HR alignment call, one or more technical assessments, a system-design or architecture round (depending on experience), and a final behavioral or managerial conversation. Each stage is structured to evaluate capability, adaptability, and long-term value creation. Strong questions emerge across these stages because the organization tests both tactical execution and strategic thinking.