The fabrication and characterization of nanothermometers for use in transmission electron microscopy (TEM) are reviewed. Comparisons of different core–shell nanothermometers in terms of the working temperature range, growth conditions, and thermal expansion coefficients are made. The thermal stability of oxide compounds is discussed