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Design Webhooks and Metric Aggregation

Last updated: Mar 29, 2026

Quick Overview

Design a webhook delivery platform and vehicle telemetry aggregation system. The solution covers multi-tenant subscriptions, at-least-once delivery, retries, signing, DLQs, endpoint isolation, high-volume ingestion, stream processing, raw storage, rollups, alerting, late events, and downsampling.

  • hard
  • Nuro
  • System Design
  • Backend Engineer

Design Webhooks and Metric Aggregation

Company: Nuro

Role: Backend Engineer

Category: System Design

Difficulty: hard

Interview Round: Onsite

The interview report described two system design rounds: a webhook delivery platform and a vehicle metrics aggregation system. ### Constraints & Assumptions - For webhooks, assume multi-tenant external delivery over HTTPS with at-least-once semantics. - For telemetry, assume many connected vehicles send measurements every few seconds. - Discuss APIs, storage, queueing, retries, security, observability, scaling, and fault tolerance. - Make delivery and aggregation tradeoffs explicit. ### Clarifying Questions to Ask - For webhooks, what event volume, tenant count, latency target, payload size, and ordering requirements exist? - Can customers replay missed webhook events? - For telemetry, how many vehicles and events per second are expected? - What retention and query latency targets are required? - Are alerts real-time, batch, or both? ### Part 1 - Design Webhook Delivery How would you design a multi-tenant webhook platform? #### What This Part Should Cover - APIs for endpoints, subscriptions, secrets, logs, and replay. - Event bus, subscription lookup, fanout, delivery queue, workers, retry queue, dead-letter queue, and observability. - At-least-once delivery, idempotency, signing, tenant isolation, and failing endpoint protection. ### Part 2 - Design Vehicle Metrics Aggregation How would you design a telemetry aggregation platform for connected vehicles? #### What This Part Should Cover - Ingestion gateway, stream platform, stream processing, raw storage, hot aggregate store, dashboard serving, alerting, and batch reprocessing. - Handling duplicates, late events, out-of-order events, missing data, retention, and downsampling. ### What a Strong Answer Covers - Defines delivery semantics and failure behavior. - Separates critical delivery or ingestion paths from analytics. - Chooses durable queues and replayable storage. - Discusses observability and tenant or fleet isolation. ### Follow-up Questions - Why is exactly-once webhook delivery unrealistic? - How would you rate-limit one bad customer endpoint? - How would you handle out-of-order telemetry? - What storage would you use for recent dashboards versus long-term raw data? - How would you replay historical telemetry after changing aggregation logic?

Quick Answer: Design a webhook delivery platform and vehicle telemetry aggregation system. The solution covers multi-tenant subscriptions, at-least-once delivery, retries, signing, DLQs, endpoint isolation, high-volume ingestion, stream processing, raw storage, rollups, alerting, late events, and downsampling.

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|Home/System Design/Nuro

Design Webhooks and Metric Aggregation

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Nuro
Feb 4, 2025, 12:00 AM
hardBackend EngineerOnsiteSystem Design
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0

The interview report described two system design rounds: a webhook delivery platform and a vehicle metrics aggregation system.

Constraints & Assumptions

  • For webhooks, assume multi-tenant external delivery over HTTPS with at-least-once semantics.
  • For telemetry, assume many connected vehicles send measurements every few seconds.
  • Discuss APIs, storage, queueing, retries, security, observability, scaling, and fault tolerance.
  • Make delivery and aggregation tradeoffs explicit.

Clarifying Questions to Ask

  • For webhooks, what event volume, tenant count, latency target, payload size, and ordering requirements exist?
  • Can customers replay missed webhook events?
  • For telemetry, how many vehicles and events per second are expected?
  • What retention and query latency targets are required?
  • Are alerts real-time, batch, or both?

Part 1 - Design Webhook Delivery

How would you design a multi-tenant webhook platform?

What This Part Should Cover

  • APIs for endpoints, subscriptions, secrets, logs, and replay.
  • Event bus, subscription lookup, fanout, delivery queue, workers, retry queue, dead-letter queue, and observability.
  • At-least-once delivery, idempotency, signing, tenant isolation, and failing endpoint protection.

Part 2 - Design Vehicle Metrics Aggregation

How would you design a telemetry aggregation platform for connected vehicles?

What This Part Should Cover

  • Ingestion gateway, stream platform, stream processing, raw storage, hot aggregate store, dashboard serving, alerting, and batch reprocessing.
  • Handling duplicates, late events, out-of-order events, missing data, retention, and downsampling.

What a Strong Answer Covers

  • Defines delivery semantics and failure behavior.
  • Separates critical delivery or ingestion paths from analytics.
  • Chooses durable queues and replayable storage.
  • Discusses observability and tenant or fleet isolation.

Follow-up Questions

  • Why is exactly-once webhook delivery unrealistic?
  • How would you rate-limit one bad customer endpoint?
  • How would you handle out-of-order telemetry?
  • What storage would you use for recent dashboards versus long-term raw data?
  • How would you replay historical telemetry after changing aggregation logic?

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