I am trying to deploy an existing .NET project from visual studio to Azure. The project output type is listed as class library under properties-> Application on visual studio. The web tab under project properties has a start url and project url listed. I am not very familiar with Azure, Should this project be published as a app service, cloud service or anything else on Azure. The project uses a database which I have already created on Azure.
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You are either having web application project or web api project ( this does not have any UI layer and it is purely a service.)
So in the web application case you will be using the azure web app service and for the api/ webservice case you will use api apps.
https://azure.microsoft.com/en-in/documentation/articles/web-sites-deploy/