You can remember the meaning of 差不多 with this easy mnemonic:
I don't see a difference (差) between my bank account and yours. I have almost as much money as you, but not (不) as much (多) debt.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.