1. Why Gas Price Prediction Matters Every on-chain transaction costs gas. For high-frequency trading bots, gas fees are the biggest profit drain: Ethereum: Average $5-$50 per transaction Arbitrage bot: 100 trades/day × $10 fee = $1,000/day in fees Annual cost: $365,000 just in gas Solution: Predict gas prices → execute during low-fee windows → save…