We manage a unique global data base of typical farms, including crop rotations and crop specific production systems for several crops and fruits. We provide comprehensive data on farm equipment, labour organisation and input, land use, fertiliser and seed inputs, as well as pesticide costs, including herbicides, fungicides, and insecticides. These data are integrated into crop-specific production systems at the operational level, while overhead and finance costs are monitored at the whole-farm level. This structure enables detailed analysis of returns, costs, and profitability at both crop and farm levels. The dataset is updated annually, allowing for consistent time-series analysis and long-term benchmarking.