I’m sure I recall a Straight Dope column on this, but can’t find it. I did find some related threads while searching; this 2015 one seems most relevant:
Why was Jewish slavery and exodus from Egypt fabricated?
Also, it would leave plenty of evidence, much of which would still exist in a desert environment even after so long.