Design a Reliable Third-Party Data Ingestion Service

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Quick Overview

Design a third-party data ingestion service that handles pagination, quotas, retries, duplicates, schema drift, replay, and partial failures. The solution separates raw capture from normalization and explains durable checkpoints, idempotent writes, snapshot semantics, isolation, scaling, and observability.

Design a Reliable Third-Party Data Ingestion Service

Company: Attentive

Role: Software Engineer

Category: System Design

Difficulty: medium

Interview Round: Onsite

Overview: Design a third-party data ingestion service that handles pagination, quotas, retries, duplicates, schema drift, replay, and partial failures. The solution separates raw capture from normalization and explains durable checkpoints, idempotent writes, snapshot semantics, isolation, scaling, and observability.

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

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Attentive
Sep 2, 2026
mediumSoftware EngineerOnsiteSystem Design
10
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