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title: Auto-scaling
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type: concept
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tags: [Cloud, Cost-Optimization, Elasticity]
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sources: [The-Myths-and-Misconceptions-About-Cloud-Computing-LinkedIn.md, How-Agentic-AI-can-help-for-Cloud-DevOps]
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last_updated: 2025-03-02
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---
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## Definition
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自动扩展(Auto-scaling)是一种根据实时负载自动调整计算资源的技术,确保系统在高峰期有足够资源,在低峰期避免资源浪费。
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## Core Features
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- 动态资源分配:根据负载自动增减实例
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- 成本优化:在低需求时自动缩减资源
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- 性能保障:在高负载时自动扩容
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- 预测性扩展:基于历史数据预测未来需求
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## Key Claims
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- 自动扩展是降低云成本的关键策略之一
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- 云平台提供灵活的定价,配合自动扩展帮助企业实现成本效益
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## Connections
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- [[Pay-as-you-go]] ← optimizes ← [[Auto-scaling]]:自动扩展优化按需付费成本
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- [[Cloud-Native]] ← uses ← [[Auto-scaling]]:云原生应用广泛使用自动扩展
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- [[IaaS]] ← provides ← [[Auto-scaling]]:IaaS 提供自动扩展功能
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