Explain the difference between horizontal scaling and vertical scaling. As a senior engineer, how do you decide which approach to use, and what are the implications for your application architecture?

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This is a foundational concept, but the decision is nuanced in practice. Vertical scaling, also called scaling up, means adding more resources to an existing machine. You might upgrade from eight to thirty-two CPU cores, or increase RAM from sixteen to sixty-four gigabytes.