You are equivocating on two subtly different definitions of exploit: the bad one where you abuse someone (the hacker exploits your carelessness... to hurt you), and the neutral one (exploiting a resource).
In your Amazon warehouse example, people in the area are better off than they would have been without the warehouse.
Anyway I was only here to point out that exploitation doesn't always involve force, not really to argue whether Amazon workers are better off. Couldn't really weigh in on that without surveying them. And I'd need to have a list of criteria in mind, which may or may not match the people's own criteria. (Or I'd have to use their own criteria, which would mean asking more questions and lengthening the interview a bit.)
Off the cuff though I'd say whoever calls a suicide line or 911 because of work issues is probably not overall better off because of that job. (Add the appropriate disclaimers to the effect that those people are presumably a very small minority, and probably have non-work-related issues in addition to or instead of work-related ones.) Also they're not as well off as someone else who got hired at the hypothetical "other employer" with the warehouse in walking distance from their house who pays twice the rate and has showers, free employee caviar etc. (Edit: or just being allowed to take a simple bathroom break with dignity!)
Then there's also the notion (and this is where it gets really hand-wavy) that being a conduit for that money, from your employer's customers to your landlord, isn't exactly the height of joy and fulfillment, as most of us know. Though it does define some basic level of competency in a capitalist economy and being well off or at least better off as you say, than you would with a worse job or no job.
What if Amazon kills all the local business and becomes the only employer of people from few villages? They can exploit and use the same logic that you describe.