How do you analyze and prevent cascading failures in complex distributed systems where failures propagate through non-obvious dependency chains?

Sample answer preview

Cascading failures are the most dangerous failure mode in distributed systems because they amplify a small initial failure into system-wide outages through dependency chains, feedback loops, and resource exhaustion.