Comment by kevinreisenbuk

Biggest challenges in search relevance are: - collecting and maintaining a large, clean, diverse product catalog (up to hundreds of millions of products) - actually understanding what users mean (not just what they type) - giving them ways to refine vague searches.

Skip any of these and even the fanciest ranking algorithms feel useless. Helping users bridge that gap is where relevance actually clicks.