A temperature monitoring system for accurate and real-time temperature monitoring may be employed at a conduit and/or a temperature control element. The conduit is configured to transport a fluid along the length of the conduit, and the conduit may comprise a variety of conduit structures having numerous cross-sections, shapes, orientation, geometry, operating conditions, operation functions, etc. The temperature control element operatively coupled to the conduit may be utilized to control the temperature of the fluid within the conduit. Typically, the temperature control element is configured to heat or cool the fluid within the conduit. The temperature monitoring system may further comprise one or more temperature sensors, such as distributed temperature sensor(s) or discrete temperature sensor(s), operatively coupled to the conduit and/or the temperature control element. The temperature sensor(s) are configured to capture temperature readings at one or more locations along the length of the conduit or the temperature control element.