One problem related to engine rattling and whining sounds has been reported for the 2012 Toyota Venza. The most recently reported issues are listed below. Please also check out the statistics and reliability analysis of the 2012 Toyota Venza based on all problems reported for the 2012 Venza.
Brief engine knock/rattle noise at cold startup. When in motion vehicle will make rattling noise.