You can remember the meaning of 撤退 with this easy mnemonic:
Remove (撤) that barrier so we can retreat (退) from the enemy camp to our own base.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.