Batch LLM Document Enrichment Pipeline With Fleet-Wide 429 Backoff, Dedup, and Replay

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Quick Overview

A system design question about a batch pipeline that sends documents to a third-party LLM API and writes enrichment metadata back. It tests fleet-wide handling of HTTP 429 rate limits, atomic work claiming with leases for deduplication, replaying the past five days of data, and observability for backlog, failures, and throttling.

Batch LLM Document Enrichment Pipeline With Fleet-Wide 429 Backoff, Dedup, and Replay

Company: Scribd

Role: Software Engineer

Category: System Design

Difficulty: medium

Interview Round: Onsite

Overview: A system design question about a batch pipeline that sends documents to a third-party LLM API and writes enrichment metadata back. It tests fleet-wide handling of HTTP 429 rate limits, atomic work claiming with leases for deduplication, replaying the past five days of data, and observability for backlog, failures, and throttling.

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

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Scribd
Sep 4, 2026
mediumSoftware EngineerOnsiteSystem Design
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