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So, I managed to "fix" my issue. Maybe others have the same problem. I am running Laravel on Open Lite Speed.
First of all I tried to launch puppeteer's chrome directly from laravel to check if the issue is related to puppeteer or to chrome. That failed, so I knew it was no problem of the package.
Then I found this post https://www.litespeedtech.com/support/forum/threads/chrome-headless-crashes-with-cannot-allocate-memory-error.21545/
So I just did exactly what this guy did and increased the memory limit for lsphp to 80G (even though the server only has 16) and since then it is working just fine.

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@yannisc
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