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To implement the new framework, systems must manage data through distinct validation layers. This process keeps infrastructure secure while making sure data flows smoothly. Functional Target Primary Protocol Expected Outcome Metadata Consolidation Kafka Stream Processing Zero-loss packet captures Parsing Normalization & Sanitization JSON Schema Validation Uniform data formats Scoring Matrix Multiplication Python Core Processing Instantaneous metrics Storage Secure Cold Storage AES-256 Bit Encryption Complete data protection Step-by-Step Implementation Guide

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