The initiative focusing on land valuation and integrating blockchain technology into land registries aims to revolutionize land management practices by tackling inefficiencies, fraud, and a lack of transparency. The utilization of blockchain technology ensures the security and immutability of record-keeping. The project consists of four key modules: an administrative segment for registering landowners and generating QR codes, a buyer interface for accessing authenticated property details via QR codes, a landowner platform for verifying ownership using Aadhaar numbers, and a predictive module for estimating land prices employing the random forest algorithm to forecast prices based on user inputs. This integrated system streamlines land registration procedures, enhances transparency, reduces the risk of fraud, and fosters trust in transactions, offering benefits to administrators, buyers, and landowners. Keywords: Blockchain, Random Forest, Price Prediction