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C-enhancementCategory EnhancementsCategory Enhancements
Description
What type of enhancement is this?
Tech debt reduction, Performance
What does the enhancement do?
We have seen some cases when user's data ingestion was blocked due to high-cardinality data. Due to lack of direct stats or metrics that tracks the cardinality, we need to manually check logs to understand the cause. And we also don't have an exact number of capacity of cardinality, if the write buffer performance is critical related to cardinality.
To address this, ideally there will be several steps:
- Improve observability of cardinality: export metrics for human to monitor and understand it.
- Keeping cardinality as internal statistics
- Define some policy on cardinality count, for example, victoriametrics allows you to config a cardinality limit to drop additional time-series. This works really good in real world because even if cardinality goes high, it still keeps the system work and previous data ingested.
- Some adaptive policy based on cardinality like auto switching memtable
Implementation challenges
No response
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Labels
C-enhancementCategory EnhancementsCategory Enhancements