You can remember the meaning of 百万 with this easy mnemonic:
I don't care if I have a hundred (百) or ten thousand (万) or a million dollars, I will always be happy.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.