Data Collection Agent

The Data Collection Agent serves as the primary data ingestion module, critical for capturing the real-time dynamics of Solana’s blockchain. It aggregates on-chain data, including token prices, liquidity pool metrics (e.g., TVL and swap volumes), transaction flows, and wallet activities, sourced directly from Solana’s RPC nodes. Additionally, it retrieves off-chain data, such as market sentiment from X. To manage Solana’s high transaction throughput, we implemented parallelized data pipelines using asynchronous processing, reducing latency to under 100 milliseconds. Preprocessing algorithms filter noise, normalize data formats, and validate integrity, ensuring reliable inputs for downstream agents. A key challenge was handling intermittent RPC node failures, which we addressed with redundant node connections and failover mechanisms.