How to get best hotel rates in Malaysia, walk in or book in ...

Just come back from tunisia where i paid dearly for not booking my hotels online. Just wanted to know what the best system is in Malaysia for getting the cheapest rates. Should i book in advance, or just walk in and negotiate, ...