“multiple contradictory Medrashim”
It is worthwhile to review the Rabbi Avraham ben HaRambam’s “Discourse on the Sayings of the Rabbis” that discusses how to understand midrash/aggadata. It is printed at the beginning of the Ein Yaakov aggadata collection.