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Design ad click aggregator and file sync service

Last updated: Mar 29, 2026

Quick Overview

This question evaluates system design competencies in building scalable, reliable distributed services—covering high-throughput event ingestion and aggregation, real-time analytics, idempotency and out-of-order handling for ad click processing, and cloud file storage, synchronization, versioning and secure sharing for a Dropbox-like service, and it falls under the System Design domain. It is commonly asked to assess architectural thinking about APIs, data models, major components, scaling strategies and operational trade-offs, and focuses primarily on conceptual architectural understanding with practical application constraints like latency, consistency, throughput, storage efficiency and security.

  • medium
  • Apple
  • System Design
  • Software Engineer

Design ad click aggregator and file sync service

Company: Apple

Role: Software Engineer

Category: System Design

Difficulty: medium

Interview Round: Onsite

You have two system design prompts. ## 1) Design an ads click aggregation system Design a service that ingests ad click events at very high QPS and supports aggregated analytics. ### Functional requirements - Ingest click/impression events (at least clicks; optionally impressions) from multiple frontends. - Provide near-real-time aggregates such as: - clicks per `ad_id` / `campaign_id` / `advertiser_id` - breakdown by time window (e.g., per minute, per hour, per day) - optionally by country/device - Support querying these aggregates via an API (and/or dashboard). ### Non-functional requirements - High write throughput; scalable horizontally. - Handle duplicates and retries (idempotency). - Handle late/out-of-order events. - Clearly define consistency/latency targets (e.g., “within 1–5 minutes”). ## 2) Design a file storage + sync service (Dropbox-like) Design a cloud file sync product where users can upload files, keep folders in sync across devices, and share files. ### Functional requirements - Upload/download files and list folders. - Sync changes across multiple devices (near real-time). - Versioning (recover older versions) and deletion/restore. - Sharing via link and/or ACL-based sharing. ### Non-functional requirements - Large files support (chunking/resumable upload). - Efficient storage (dedup/content-addressing acceptable). - Security (authn/authz, encryption). - High availability and scalability. For both prompts, explain APIs, data model, major components, scaling strategy, and key trade-offs.

Quick Answer: This question evaluates system design competencies in building scalable, reliable distributed services—covering high-throughput event ingestion and aggregation, real-time analytics, idempotency and out-of-order handling for ad click processing, and cloud file storage, synchronization, versioning and secure sharing for a Dropbox-like service, and it falls under the System Design domain. It is commonly asked to assess architectural thinking about APIs, data models, major components, scaling strategies and operational trade-offs, and focuses primarily on conceptual architectural understanding with practical application constraints like latency, consistency, throughput, storage efficiency and security.

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Apple logo
Apple
Jan 22, 2026, 12:00 AM
Software Engineer
Onsite
System Design
11
0
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You have two system design prompts.

1) Design an ads click aggregation system

Design a service that ingests ad click events at very high QPS and supports aggregated analytics.

Functional requirements

  • Ingest click/impression events (at least clicks; optionally impressions) from multiple frontends.
  • Provide near-real-time aggregates such as:
    • clicks per ad_id / campaign_id / advertiser_id
    • breakdown by time window (e.g., per minute, per hour, per day)
    • optionally by country/device
  • Support querying these aggregates via an API (and/or dashboard).

Non-functional requirements

  • High write throughput; scalable horizontally.
  • Handle duplicates and retries (idempotency).
  • Handle late/out-of-order events.
  • Clearly define consistency/latency targets (e.g., “within 1–5 minutes”).

2) Design a file storage + sync service (Dropbox-like)

Design a cloud file sync product where users can upload files, keep folders in sync across devices, and share files.

Functional requirements

  • Upload/download files and list folders.
  • Sync changes across multiple devices (near real-time).
  • Versioning (recover older versions) and deletion/restore.
  • Sharing via link and/or ACL-based sharing.

Non-functional requirements

  • Large files support (chunking/resumable upload).
  • Efficient storage (dedup/content-addressing acceptable).
  • Security (authn/authz, encryption).
  • High availability and scalability.

For both prompts, explain APIs, data model, major components, scaling strategy, and key trade-offs.

Solution

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