As an L3 analyst, when and why would you develop custom hunting tools rather than relying on commercial products? Describe a scenario where you built or would build a custom tool to enhance your hunting capability.

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Custom tooling becomes necessary when commercial products either do not support the specific analysis needed, cannot process data in the required format or scale, or when the hunting technique requires integration across multiple data sources in ways that vendor tools were not…