The peer-to-peer nature of Bitcoin has spurred a increasing interest in mining techniques. Big data analytics is emerging as a effective tool for Bitcoin miners to enhance their procedures. By analyzing vast amounts of historical data, miners can discover profitable mining strategies. This involves models that can predict Bitcoin price fluctuations