Have you ever presented a number in a meeting and found out later it was wrong?

Do stakeholders or users typically find data problems before you do?

When a dashboard metric drops, do you know why within the same day?

Do two tools ever show different numbers for the same metric — say, revenue in Stripe vs. your database?

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