Just want to know if there's a spike in system load and traffic , does it cause the failure rate to increase ?
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This depends only on the monitored application. Distributed systems typically have processing limits - if your app hits the limit, you might see failure rates. A typical example is HTTP 503 in the case of an overloaded web server.