Too Many Buckets Exception
Severity:
High
Elasticsearch Version:
7.17.0
Problem
Elasticsearch throws too_many_buckets_exception during large aggregations
Root Cause
Aggregation exceeds the maximum buckets limit set by the index or cluster settings
How to Detect
Symptoms
- Query logs show too_many_buckets_exception errors
- High CPU and memory usage during large aggregation queries
- Slow query response times
Commands
GET /_cluster/settings?include_defaults
GET /<index>/_search?size=0&track_total_hits=false
GET /<index>/_search?size=0&explain=true
Remediation Steps
- Increase 'search.max_buckets' setting in elasticsearch.yml or dynamically via cluster update API
- Optimize aggregation queries by reducing the scope or using composite aggregations
- Implement pagination or size limits on aggregations
- Review and refine index mappings to reduce unnecessary fields
Prevention
- Set appropriate 'search.max_buckets' limits based on workload
- Design aggregations to avoid large bucket counts
- Monitor bucket counts regularly and alert on high values
- Use composite aggregations for large datasets
Production Example
curl -XPUT -H 'Content-Type: application/json' "localhost:9200/_cluster/settings" -d '{"persistent": {"search.max_buckets": 100000}}'