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I am currently tasked with the development of a new web-based application for my company. This application needs to be handled with dynamic scaling, high availability, and effective resource utilization. Discuss the factors that I should take into account when deciding between AWS elastic beanstalk and AWS lambda for deployment and even management of the application.