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The Philippine cacao industry continues to face major challenges in halal traceability due to fragmented supply chain practices, inconsistent certification standards, and limited digital infrastructure. With increasing global demand for halal-certified products, a robust, technology-driven solution is urgently needed to strengthen transparency, compliance, and market competitiveness. This study employed a mixed-methods sequential explanatory design.
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