In this study, the performance of several daily gridded climatic variables, e.g., maximum and minimum temperatures "Tmax (CPC) and Tmin (CPC)," relative humidity "RH (CDC)," wind speed "WS (CPC)," and precipitation collected from National Oceanic and Atmospheric Administration, Physical Science Laboratory "NOAA (PSL)," was evaluated with ground observed data in 9 different districts of Punjab. It was concluded, after in-depth investigations, that Tmax (CPC), Tmin (CPC), and RH (CDC) follow the same quality and performance as ground observations. The performance of gridded precipitation in different geospatial approaches, e.g., point-to-point and polygon-to-point, was also evaluated. Results revealed that the performance of daily mean gridded precipitation of district "RF (CPC DM)" is most reliable and accurate with gauge-based observation. The accuracy of monthly long-termed mean precipitation RFM (CPC) in the remaining 27 districts of Punjab was predicted by using techniques of statistical and geostatistical interpolations. The model was optimized based on minimum root mean square error (RMSE), and a monthly spatial accuracy ranking matrix was developed using a new pixel-based approach. This research formulated the district-wise accuracy of RFM (CPC) by using the first rank in the spatial accuracy ranking matrix. Accuracy mapping revealed that RFM (CPC) is most accurate in South Punjab districts (Bahawalpur, Bahawalnagar, RY Khan, Rajanpur, Muzaffargarh, DG Khan, Layyah, Multan, Lodhran, Khanewal, and Vehari) throughout the year. It performed well in Central Punjab districts (Lahore, Sheikhupura, Kasur, Nankana, Sahiwal, Pakpattan, Okara, Faisalabad, Chiniot, T.T. Singh, Narowal, Gujrat, Gujranwala, and Sialkot) during winter, spring, and autumn seasons, while in Monsoon season, its accuracy is moderate. RFM (CPC) poorly performed in Northern Punjab districts (Rawalpindi, Jhelum, Chakwal, Attock, Mianwali, Khushab, Bhakkar, Jhang, Sargodha, and Hafizabad) throughout the time series of data. [ABSTRACT FROM AUTHOR]