My main takeaway here is that if OP can make it to Amazon to work on AWS, hell I can make it to a FAANG too.
In general, I think people overestimate how hard it is to get a job at a big tech company. Their turnover is very high. If you learn the skill they're looking for and understand how to do well in the interviews/hiring process, I'd say your odds are better than 50/50.