Metal catalysts, particularly transition metals like zinc, copper, and palladium, have been extensively studied for aldol reactions. These metals can coordinate with the carbonyl oxygen, facilitating enolate formation and stabilizing intermediates. Metal catalysis can offer high turnover numbers and selectivity, making them suitable for industrial applications.