500 error when using AWS API gateway as webhook

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I am trying to use AWS Lambda function with API gateway endpoint as weebhoks. The problem is that after a few requests I get 500 (or sometimes 503) errors. In Cloudwatch I can see that the request does not even trigger Lambda. So API gateway throws the errors. If I am waiting a short time then it everyhting is working fine again.

In Cloudwatch of API gateway I can only see the error status, no more.

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