If you use periodic calls to PutMetricData to monitor the health of your application, you might want to publish zero instead of no value. For example, you can set a CloudWatch alarm to notify you if your application fails to publish metrics every five minutes.
https://docs.aws.amazon.com/AmazonCloudWatch/latest/monitoring/publishingMetrics.html