Is it possible to use multiple custom-authorizers in API-gateway? Or how do other do this?
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I don't think. You need to write a custom lambda authorizer to define such custom logic.
But you can have different end points using different authorizers under the same Api.

Arun Kamalanathan
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I am searching for the way to have different authorizers for different endpoints under same API. Can you suggest me a link or the method to do that. – ravi May 31 '20 at 05:10
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Yes, you can have multiple authorizers in one API (with different endpoints). i.e: you can have,
GET /parameters => with custom authorizer 01
POST /parameters => with custom authorizer 02

MarterJay
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