The best place to stay abreast of changes, and how they might affect your deployments is the Azure Web App Documentation, the many and varied ways you can deploy Web Apps (including Octopus Deploy). The Azure web apps you build, and how you might want to deploy them, are becoming increasingly complex as the Azure team provide more features to the platform. The below guide explains how to add a step to your deployment process to deploy an application to an Azure Web App. Octopus Deploy supports automated deployment of Azure Web Apps (formerly known as Azure Web Sites).
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