CloudWatch EMF in Honeycomb
The CloudWatch embedded metric format (EMF) is a convenient way to publish metrics to CloudWatch from your apps running in AWS - especially Lambda functions. You just need to emit logs in the right JSON format and CloudWatch Logs will automatically publish them to CloudWatch Metrics.
This is okay for basic use cases where you have zero or few dimensions on your metrics and those dimensions are low cardinality. If they're high cardinality, Amazon advises that you instead do not create dimensions and instead treat the metrics as logs and query them using CloudWatch Log Insights. So you have to make a trade-off between something useful, something affordable and something easy to use.