graph TD A[Start: Channel URL Input] --> B[Task #226: Extract Channel Metrics] B --> C[channelStructuredData] C --> D[Task #224: Oracle Query Channel Analysis] C --> E[extendedChannelInfo] E --> F[Task #218: Generate Keywords] E --> G[nicheKeywords] G --> H[Task #224: Find Similar Channels] E --> H H --> I[similarChannels] C --> J[Task #223: Data Consolidation] E --> J G --> J I --> J J --> K[Final Output: channel-analysis-output] subgraph Silo 1: Channel Data Extraction B D end subgraph Silo 2: Niche & Similar Channels F H end subgraph Silo 3: Consolidation J end