First off, while the link is titled "Government of Singapore" that's not where it goes. The actual web site is from Janus Corporate Solutions. It doesn't look much different from any other income tax complexity wise.
And it lists plenty of other taxes too, like the 7% Goods and Services Tax.
Lower tax rates are good, but taxation is never as simple as the proponents of "simple" systems say it is.