Comparisons: how tools differ once real data arrives

Comparisons put two options side by side and stay honest about the trade-offs. Instead of feature checklists, each piece looks at what happens after connection: how long setup really takes, who maintains the model, what breaks when a source schema changes, and which questions still need an analyst. Use these when a shortlist has narrowed to two names and the differences on the pricing page no longer explain the gap between them.

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