It's a human pattern for businesses to discover a strawman, build a story about that strawman, then share that story widely.
Not saying the above answer about pets.com is wrong - just that in my experience you need to be cynical enough to ignore the story and then resourceful enough to find a better causal reason.
Edit:
Scaling is NOT given as a reason. "Despite only earning $619,000 in revenue, the business spent more than $70 million on advertising and marketing", "the company sold its pet products under their original purchase price", "bulk items like dog food were expensive to ship".
I guess another reason is that people make up stories like blaming scaling?
I'll make one up: Amazon owned 50% of pets.com and Amazon encouraged it to fail.
And every time you ask them to slow down, they tell you a very convincing story about why if anything we should be going faster.
I worked for a small consulting shop where the founder was one of these people. I had to try three times over about 2 years to quit. The last time I just kept talking over him like a priest doing an exorcism and shoving my 2 weeks' at him.
It's a valid concern, but most people radically overestimate the likeliness.