This document provides a comprehensive review of maximum power point tracking (MPPT) techniques essential for optimizing solar photovoltaic (PV) systems, amidst the growing demand for renewable energy. It discusses various MPPT methods regarding their effectiveness, complexity, cost, and the required technology, including conventional techniques like perturb & observe and incremental conductance, as well as advanced methods involving artificial intelligence. The paper emphasizes the importance of choosing the appropriate MPPT technique based on specific application needs and environmental factors for improving system efficiency.