LAMDA-TALENT is a comprehensive tabular data analysis toolbox and benchmarking platform that integrates over 20 deep learning methods, 10 traditional methods, and 300+ diverse tabular datasets. This toolbox aims to enhance model performance on tabular data, offers robust preprocessing capabilities, optimizes data learning, and supports user-friendly and adaptable operations suitable for both novice and expert data scientists.