In this guide, we explore the real fiber optic cable lifespan, the science behind why they fail (Hydrogen Darkening), and how to ensure your network actually survives until 2050. Theoretical Lifespan: 30 to 50 Years. In a perfect vacuum, the silica glass (SiO2) core does not. We proposed a novel method for predicting the service life of optical cables based on the Autoformer model combined with the calculation method. Leveraging historical weather data from Guangzhou and employing specific cable length calculation techniques, our study comprehensively considers factors. Fiber optic cables have a reputation for their prolonged lifespan, low maintenance need, and dependable quality. From FTTH optics to industrial applications, backbone transmission, and cloud data centers, fiber cables can last for decades under appropriate installation and handling. Ensuring their longevity and reliability is crucial for maintaining uninterrupted service. This article delves into the factors influencing optical cable aging, methods to assess. Wireless, DOCSIS, and DSL technologies have required continuous outdoor infrastructure upgrades to increase speeds and capacity, and carriers have recognized the value of fiber as these incremental approaches typically include more optical fiber deeper into the network toward the subscriber.