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> Since Pandas probably doesn’t do this out of the box

It does, use df[column_name].str.split(expand=True), where df is your DataFrame.

I had pipe symbols in URLs. Will it split only on the first pipe symbol?

Why do you mind? You throw away the rest of the URL in the next step anyway. :-)