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Honeycomb's metrics behave differently from traditional monitoring tools, treating them as distributions rather than aggregates. This approach allows engineers to explore high-cardinality data and identify outliers without pre-aggregation. The system stores every event, enabling ad-hoc querying and deeper insights into system performance.
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