qdrant-scaling

Solid

Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', or 'need to add capacity'.

AI & Automation 222 stars 28 forks Updated yesterday Apache-2.0

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Quality Score: 88/100

Stars 20%
78
Recency 20%
100
Frontmatter 20%
70
Documentation 15%
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Issue Health 10%
50
License 10%
100
Description 5%
100

Skill Content

# Qdrant Scaling First determine what you're scaling for: - data volume - query throughput (QPS) - query latency - query volume After determining the scaling goal, we can choose scaling strategy based on tradeoffs and assumptions. Each pulls toward different strategies. Scaling for throughput and latency are opposite tuning directions. ## Scaling Data Volume This becomes relevant when volume of the dataset exceeds the capacity of a single node. Read more about scaling for data volume in [Scaling Data Volume](scaling-data-volume/SKILL.md) ## Scaling for Query Throughput If your system needs to handle more parallel queries than a single node can handle, then you need to scale for query throughput. Read more about scaling for query throughput in [Scaling for Query Throughput](scaling-qps/SKILL.md) ## Scaling for Query Latency Latency of a single query is determined by the slowest component in the query execution path. It is in sometimes correlated with throughput, but not always. It might require different strategies for scaling. Read more about scaling for query latency in [Scaling for Query Latency](minimize-latency/SKILL.md) ## Scaling for Query Volume By query volume we understand the amount of results that a single query returns. If the query volume is too high, it can cause performance issues and increase latency. Tuning for query volume is opposite might require special strategies. Read more about scaling for query volume in [Scaling for Query Volume]...

Details

Author
qdrant
Repository
qdrant/skills
Created
6 months ago
Last Updated
yesterday
Language
Python
License
Apache-2.0

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