Can you take web hosting comments at face value or are there traps that people fall into?

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Can you take web hosting comments at face value or are there traps that people fall into?
Are web hosting comments a good guide to the quality of a web host?
What is shared hosting? What do you need to be aware of when choosing?
Looks like a good option for hosting
An explanation of Shared web hosting