definitely YES.
for me, i am indonesian and working at macau, last year at februari, i still can through the border by visa on arrival, 168$rmb, but last november we can't, we have to apply visa at china embassy before entering china mainland or visiting by a group arrange by tourist agency at macau.
for more info, you can see in Chinese embassy website