the Messenger of Allah entered Makkah from the upper valley which is in Al-Batha and he left from the lower valley.  

أَنَّ رَسُولَ اللَّهِ ﷺ دَخَلَ مَكَّةَ مِنَ الثَّنِيَّةِ الْعُلْيَا الَّتِي بِالْبَطْحَاءِ وَخَرَجَ مِنَ الثَّنِيَّةِ السُّفْلَى