The really scary issues include the use of non Y spec capacitors between primary and secondary sides and insufficient creapage distances. Basically, you can buy a nasty cheap or fake USB charger and take your life in your hands. Even some branded units have safety issues according to the comments on the site.
The site has a section that describes what is found within a typical USB power supply, what cost savings are commonly made in cheap units and the dangers of unsafe component types used in some….. such as 1000V ceramic capacitors that are not safety rated Y2 types.
The worst bits are the ones you
can't see! Some of DiodeGoneWild's videos, including transformer teardowns, are quite horrific, with single insulated enamelled primary and secondary wires crossing each other, and in one case, no inter-winding tape of any description!
* You don't see triple insulated wire in any of them, other than verified genuine main brand PSUs.
It's getting to the point where you need to buy two adapters, one to completely tear down and one to (hopefully) use.
EDIT:
* (Transformer starting at 11:00)