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Matt Frank
Matt Frank

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Day 41: Notification Aggregation - AI System Design in Seconds

Notification Aggregation: Building Smarter User Communication

Imagine a user receiving 47 notifications in five minutes about the same trending post from different friends. This is the notification explosion problem that plagued early social platforms. A well-designed notification aggregation system solves this by intelligently combining, deduplicating, and prioritizing notifications across multiple channels. It's the difference between delighting users and driving them to disable notifications entirely.

Architecture Overview

A robust notification aggregation system operates in distinct layers, each with a specific responsibility. At the intake layer, raw events arrive from various sources like user actions, system triggers, and third-party integrations. These events flow into a message queue where they're temporarily stored and ordered. The aggregation engine then processes these events, identifying duplicates and grouping related notifications together based on user, action type, and time windows.

The core of the system consists of several key components working in harmony. A deduplication service prevents the same notification from being sent twice by maintaining a cache of recently processed events. An aggregation service groups similar notifications and decides whether to send them individually or as a batch. A prioritization engine assigns importance levels based on user preferences, notification type, and urgency. Finally, a delivery orchestrator routes the aggregated notifications to the appropriate channels: email, push notifications, or in-app messaging.

The architecture prioritizes flexibility and scale. Instead of tightly coupling notification logic to business logic, services emit events asynchronously. This allows the notification system to evolve independently and handle millions of events without impacting the core platform. Using event-driven design also makes it easy to add new notification channels or aggregation rules without redeploying critical services.

Design Insight: Immediate vs. Batched Delivery

The decision to send a push notification immediately or batch it with others depends on several real-time factors. High-priority events like direct messages or security alerts bypass batching and send instantly, while lower-priority notifications like new followers wait for a batching window, typically 5 to 30 minutes depending on user engagement patterns. The system continuously evaluates urgency scores based on event type, user history, and recency. If multiple notifications arrive within the batching window, they're combined into a single, more meaningful message. However, if a new high-priority event arrives before the window closes, it triggers immediate delivery of all pending notifications to avoid delays for critical information. This adaptive approach ensures users stay informed without experiencing notification fatigue.

Watch the Full Design Process

See how this architecture comes together in real-time as we design a complete notification aggregation system with all the components, trade-offs, and technical decisions explained.

Try It Yourself

Want to design your own notification system or explore variations on this architecture? Head over to InfraSketch and describe your system in plain English. In seconds, you'll have a professional architecture diagram, complete with a design document.

This is Day 41 of our 365-day system design challenge. Each day brings a new architecture problem and the tools to solve it visually.

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