We report on a fundamental study of N2 and H2 CARS thermometry in a high‐pressure, premixed methane/air flame. Based on CARS spectra of high quality, models were developed for spectral shape calculations in order to determine accurate temperatures. Rotational Raman spectra were used to measure an independent reference temperature. The limits of applicability were shown. Single‐pulse N2 CARS thermometry on a subscale ramjet combustor with 3 bar pressure inside the combustion chamber was performed.