Monitor Service Health and Failures

You are responsible for a customer-facing service that handles payment-related traffic and depends on several internal and external systems. The service is healthy most of the time, but you have seen intermittent latency spikes, failed auth attempts, and occasional downstream timeouts. Your team wants a monitoring approach that helps you spot real incidents quickly without drowning in noise.