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Hi @DeepakTyagi the Admin API only the Curators on your alteryx gallery will have access to the API key and secret. The admin api essentially allow you to audit your gallery by providing information on schedules, collection and user.
The Subscriptions (Private Studio) api need to be enabled for you Subscription/Private Studio by a curator and allow you triggers a workflow or an alteryx application and see the result of that execution and possibly download the output. This link is useful to understand the API points and the different between them.