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By default, Prometheus metrics are stored for N days (based on configuration, typically 7 or 15 [AWS]).
Can set retention period and size in config file by setting the storage retention options. --storage.tsdb.retention.time=30d --storage.tsdb.retention.size=10GB
In the client, any metrics we want to stop reporting must be explicitly deleted. In the old implementation of encode_prom there was a bug causing the data to never be cleaned up. This seems to be fixed in the more recent implementation. #266
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