For example, the French know the whole King Arthur story - et la table ronde - just as well as the British and Americans do, really. Not surprising - much of the Arthurian cycle was developed in France and written in Old French. A thousand years of shared literature.
In some cases, words were borrowed back and forth multiple times. Ward/guard. Warranty/guarantee. Quite a few pairs like that when you go looking for them. Sound change often obscures it today - attach/stick.
This overall effect of co-developing together is known as a sprachbund [1] in linguistics. Sprachbunds can overlap and are fuzzy in their definition. The Romance languages all form a close-knit sprachbund today. They continue to influence each other, even though they split apart long ago. They are part of a larger western European sprachbund, which draws on the Greek and Latin roots. That's part of a much looser and larger Western-Arabic-Hebrew-Russian-Indian sprachbund which is spread across half the world, going back a couple thousand years at this point. For a perhaps unusual, but I think relevant example, all of these cultures write with (more or less) the same numerals, shared and refined over many centuries now.
China is the centre of another sprachbund. Japanese and Chinese - despite being ultimately unrelated ancestrally - share lots of vocabulary and expressions and metaphors and so on. Many modern words in Chinese were actually coined in Japan first and borrowed "back".
With that said, having learned some Chinese, many metaphors and ideas are cross-linguistic and just universal. For example: social organizations are like organisms, with a core/trunk, and limbs/branches, and the fingers/leaves can be chopped off without too much injury to the body as a whole. Anything based on that metaphor translates effortlessly in both directions, because people innately think that way. (I suspect.)
Actually, as a native Romanian speaker, it shocked me when I moved to the UK and started noticing how many phrases have a literal translation along with the same meaning in both languages. For example, "straight from the horse's mouth". I can only assume it's a modern acquisition in at least one of the two, but it's still surprising to see such an unexpected bridge between the languages.
Of course there are plenty that don't translate, but even the few that do are interesting to see.