Failover is a crucial concept tied to redundancy, allowing systems to switch to a backup when one fails. Checkpointing plays a significant role in recovery, raising important questions about what information to save and when to create checkpoints. The discussion highlights the necessity of understanding specific requirements to effectively navigate trade-offs between system availability and performance.