Design a Payment-Count Dashboard That Scales with Readers and Updates

Quick Overview

Evolve an administrative payment-count dashboard from one reader and low write volume to a high-traffic, high-update service. Compare exactness and freshness trade-offs while handling duplicate or delayed events, durable aggregation, caching, reconciliation, and recovery from counter drift.

Design a Payment-Count Dashboard That Scales with Readers and Updates

Company: Ramp

Role: Software Engineer

Category: System Design

Difficulty: hard

Interview Round: Onsite

Overview: Evolve an administrative payment-count dashboard from one reader and low write volume to a high-traffic, high-update service. Compare exactness and freshness trade-offs while handling duplicate or delayed events, durable aggregation, caching, reconciliation, and recovery from counter drift.

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Ramp
Jul 18, 2026
hardSoftware EngineerOnsiteSystem Design
15
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