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Coinbase is therefore not part of the problem, since you only used it’s browser to access the malicious site. The issue really resides in the fact that a friend of yours recommended using the rouge site. I presume your friend hadn’t tried to perform a withdrawal from the platform before passing it on to you as a recommendation, and therefore was not aware of the whole scam sequence.
Probably the best you can do is to get acquainted with the forum, read as much as you can to get a broader view of what goes on, what’s feasible, what’s shady and so forth. You’ll normally get to start to see these things after a while, when you encounter cases that depict all sorts of events, forging a shell of vigilance and prudence which many lack at the beginning.