Let's say I have Instagram connector inside my Logic App workflow, authenticated and authorized to perform actions on my behalf. I can see this connection stored in "$connections": sections but there is no access token or anything that really makes this connection work with instagram API. The problem here is that available Logic App actions for Instagram are way from complete and for some API calls I have to use plain HTTP action and inject my access token manually. My question - where is in general this information is stored by Logic App (OAuth tokens and so on) and how to access it inside workflow?

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This is not available. I see what you want to do - if Instagram introduced a new API Logic Apps doesn't support, it would be cool to use a generic HTTP action, but use the token Logic Apps already retrieved for auth.

This is not possible because, it would be a violation of the terms of use for third party services to make token available so end users can make any arbitrary call, since it may be abused. And this would risk all Logic Apps user lossing the ability to communicate with said service when our API key is revoked.