My initial thought is no:

When mastadon servers share a link between themselves, they are all up at the same time and so they all rush to get a preview at basically the same time.

I imagine most users and their clients will pick up the shared link at different times, offsetting the load. So my hypothesis is that it is the mastadon servers that cause this, not the clients and therefore this will not have an impact on Nostr.

It would be nice to get a confirmation by a webmaster though.

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Why the clients would've pick up at the same time unlike Mastodon instances?

Because clients are not all online 247. People open their clients at random times, many clients may never see the content, etc.

Wouldn't that be relay instead of the clients? Because relay is the one that serves the contents?

Relays don't generate previews, they are dumb, they just serve content. The clients will do the work.

Got it.