As a Google Cloud Professional Machine Learning Engineer tasked with developing a predictive model for a retail company to forecast sales, what are the key factors you should consider when defining the machine learning problem? The solution must optimize for accuracy while adhering to a tight budget and ensuring scalability for future data growth. Choose the two most critical factors from the options provided.