Trailer leaf springs play a vital role in ensuring smooth rides, maintaining load balance, and preserving the structural integrity of trailers. However, their performance can be significantly influenced by external environmental conditions—particularly temperature and terrain. Understanding how these factors interact with leaf spring materials and design is crucial for fleet operators, trailer owners, and engineers aiming to optimize performance and extend the longevity of these suspension components.