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qdrant-scaling

Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput or QPS', 'CPU is pegged / can't keep up with the request rate', 'one query is slow / p99 or tail latency too high', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', 'need to add capacity', 'large limit / pagination / scroll is slow', or 'only recent data matters / expiring old vectors / retention window'.

262stars31forksUpdated 10/23/2026

Security Assessment

Safe(100/100)
Security Score100/100
Detailed description not yet generated. View the SKILL.md tab for raw content.

All Files

9 files
scaling-data-volume/horizontal-scaling/SKILL.md3.2 KB
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scaling-data-volume/vertical-scaling/SKILL.md5.3 KB
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minimize-latency/SKILL.md2.8 KB
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scaling-data-volume/tenant-scaling/SKILL.md3.6 KB
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SKILL.md2.3 KB
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scaling-data-volume/sliding-time-window/SKILL.md4.6 KB
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scaling-query-volume/SKILL.md1.4 KB
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scaling-data-volume/SKILL.md1.9 KB
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scaling-qps/SKILL.md4.1 KB
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Install qdrant-scaling

Download and extract the skill files to your .claude/skills/ directory.

Quick Setup:

  1. Copy the skill folder to .claude/skills/
  2. Claude will automatically detect and use the skill

Repository

qdrant/skills