Interrupt latency in embedded systems is the time from when an interrupt occurs to when the corresponding ISR executes. High latency can jeopardize real-time functionality in critical applications like airbag deployment. Factors affecting latency include priority levels, CPU cycles, and context switching. Optimizing ISRs and utilizing low-latency processors can mitigate this issue.