The pipe character has special meaning in regexps: alternation. That means you need to escape it with a backslash like this:

s/\|//g;
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Or use the tr/// operator:

tr/|//d
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There's good information on the subject in perlrequick, perlretut, perlop, and perlre. ...lots of reading, I know. But it's helpful.