Developers choosing a search strategy weigh basic filtering - simple, fast, and easy via WHERE clauses for structured data - against full-text search - a powerful, flexible option for unstructured text with relevance ranking, fuzzy/phrase queries, and autocomplete but higher setup and resource cost; an e-commerce case shows combining both, selecting by data type, query complexity, and UX needs.