expanso-smart-buffering

What problem does it solve?

This Skill addresses the challenge of efficiently routing and processing data streams with varying priorities, ensuring that critical information is handled promptly while optimizing throughput for less urgent data.

Core Features & Use Cases

• Priority-Based Routing: Classifies incoming data into distinct priority tiers (important, regular, archive) based on message content and age.
• Adaptive Batching: Implements different batching strategies for each priority tier, sending important messages immediately and batching regular and archive messages to optimize network and processing load.
• Starvation Prevention: Incorporates an age-based boost to ensure that low-priority messages are eventually processed, preventing them from being indefinitely delayed.
• Use Case: In a system receiving a mix of critical security alerts, regular user activity logs, and bulk analytics data, this Skill ensures that security alerts are sent out instantly, user logs are batched efficiently, and analytics data is processed in large, cost-effective batches.

Quick Start

Run the smart buffering pipeline with sample data using the provided run script.