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Scalability Architecture
1 - Modular System Design
- Independent Microservices: Separate data acquisition, analysis, and reporting modules.
- Autonomous Updates: Patch each module without bringing down the entire system.
- Flexible Deployment: Support a small single-class pilot or a massive cloud-based rollout.
2 - Cloud Infrastructure Utilization
- Dynamic Scaling: Ramp up computing power during high usage.
- Distributed Systems: Mirror data across different regions for load balancing and failover.
- Cost Optimization: Align resource allocation with actual demand cycles.
3 - Resource-Limited Deployment
- Offline Modes: Retain local caches in areas of unstable connectivity.
- Local Servers: Handle essential tasks or buffer data locally.
- Minimal Hardware Requirements: Ensure compatibility with budget devices.