In a mature enterprise with systems built over decades, you will inevitably encounter a legacy stack with clunky CRM customizations, deprecated tracking scripts, old data fields, and disconnected tools.
It is important to be able to systematically modernize a data engine without breaking active pipeline, freezing execution, or driving up costs.
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