➤ How do marketers design campaigns to avoid randomness?
They start with customer research and buyer personas, then set clear objectives and KPIs. Teams choose channels based on audience behavior, craft targeted messages, and allocate budget. They run A/B tests, monitor analytics in real time, and iterate creative and targeting based on data to improve conversions and lifetime value.
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