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qdrant-sliding-time-window

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Scale Qdrant with time-window retention.

Data & Analytics#scaling#qdrant#vector-search#data-retention#time-window#shard-rotation#collection-rotation
Authorlucifertrj
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Guides sliding time window scaling in Qdrant to keep only recent vectors, expiring old data, and optimizing storage and search performance in time-sensitive scenarios.

Core Features & Use Cases

  • Shard Rotation (Recommended): create per-period shards to isolate data and enable time-bound queries.
  • Collection Rotation (Alias Swap): maintain per-period collections with a write alias to simplify rotation.
  • Filter-and-Delete: filter by timestamp to expire older data and reclaim space in batches.
  • Hot/Cold Tiers: optimize for fast access to recent data while keeping older data cost-effective.

Quick Start

Implement a rolling window by ingesting new vectors into the current period's shard or collection and rotate when the period boundary arrives.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: qdrant-sliding-time-window
Download link: https://github.com/lucifertrj/skills-based-app/archive/main.zip#qdrant-sliding-time-window

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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