An end-to-end data pipeline built to clean raw farm telemetry, analyze nutrient decay, and detect weak water circulation. The system processed 600 production records and evaluated 60 irrigation channels in a single run, generating automated charts, Excel files, and 3-page PDF decision reports for clear operational insights.