Do Arduino Megas Burn Out?
As long as you operate the electronics within specification they will run for years and years. The first thing to probably fail will be the electrolytic capacitors that will dry out after maybe 10 years.

When reading datasheets and specifications the metric you are interested in is the MTBF - the Mean Time Between Failures.