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As an employee of a public transportation company, your task is to develop a model that estimates delay times across various transportation routes. This model must provide real-time predictions to users via an app. Given the influence of seasonal changes and population growth on data relevance, the model requires monthly retraining. What is the optimal way to set up the end-to-end architecture of this predictive model, adhering to Google's recommended best practices?