How would you evaluate and select tools for a modern data stack including extraction, warehousing, transformation, and visualization? What criteria matter most?

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Selecting tools for a modern data stack is a strategic decision that affects the organization for years. A structured evaluation framework ensures you choose tools that work well individually and integrate effectively as a cohesive system.