Unlike the Portuguese, the Dutch decided to do business with the Malays of Johor, who controlled the southern half of the peninsula together with Singapore and the neighboring Riau islands.
The Malays of Johor controlled the southern half of the peninsula, Singapore, and the Riau islands.
If you do not like crowds you should visit during the four major festivals.