You are tasked with designing a modern data platform for a mid-size company that needs to support analytics, machine learning, and real-time dashboards. Walk through your architecture and justify your design decisions.

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Designing a modern data platform requires balancing functionality, cost, complexity, and organizational capabilities. Here is how I would approach this for a mid-size company with analytics, ML, and real-time needs. Start by understanding the context.