You can remember the meaning of 早就 with this easy mnemonic:
If you arrived early (早) then (就) you could've gotten the on sale items. I already got everything I wanted because I arrived earlier!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.