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Yes you can. Publishing custom metrics is a great start. Additionally, you can also look into CloudWatch Metric Steams for a more robust large scale solution.
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Without knowing what kind of custom server this is, I would urge you look at how many of the partner services like Dynatrace, Datadog, Splunk. Sumo Logic etc. consume CW data. The solution is built upon CW pushing metrics to Kinesis Firehose. Firehose can then deliver the payload to variety of destination including http endpoints.
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These solutions seems to point to pushing data IN to AWS Metrics. I'm looking to export the metrics to my own custom server. Does AWS support that functionality?