If a person theoretically spoke French and English but had not yet studied German, would that make such a leap more difficult?
Of course, it still helps a lot to learn German - and I think you miss out on a lot if you don't learn the language of a country. Also, you'll need a friend or colleague to help you with administrative stuff in the beginning (which may be in German only).
This is very interesting, as it may point to a less international work culture (although this is in the process of changing), which this translates to a "possibly yes" answer to your question. Of course, whoishiring.io may not reflect accurately real world, still, I don't think it's random.
Answer of the type "N people work here in Germany without speaking german" are not correct answers, since they don't imply a comparison (the question is comparative).