Design a 200-Terabyte Media Migration and Training Input Pipeline

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Quick Overview

Design a one-time transfer of 200 TB of images and videos from an on-premises environment to a cloud GPU training cluster. Connect data and model choices to serving architecture, latency and throughput, evaluation, monitoring, failure modes, and iteration.

Design a 200-Terabyte Media Migration and Training Input Pipeline

Company: Apple

Role: Software Engineer

Category: ML System Design

Difficulty: hard

Interview Round: Technical Screen

Overview: Design a one-time transfer of 200 TB of images and videos from an on-premises environment to a cloud GPU training cluster. Connect data and model choices to serving architecture, latency and throughput, evaluation, monitoring, failure modes, and iteration.

Read the full Apple Software Engineer interview experience this question came from

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Apple
Aug 10, 2026
hardSoftware EngineerTechnical ScreenML System Design
7
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