Student pricing is available for eligible university email holders. View plans

NextSprints
NextSprints Icon NextSprints Logo
⌘K
Product Design

Master the art of designing products

Product Improvement

Identify scope for excellence

Product Success Metrics

Learn how to define success of product

Product Root Cause Analysis

Ace root cause problem solving

Product Trade-Off

Navigate trade-offs decisions like a pro

All Questions

Explore all questions

Meta (Facebook) PM Interview Course

Practice Meta-focused PM cases

Amazon PM Interview Course

Practice Amazon-focused PM cases

Apple PM Interview Course

Practice Apple-focused PM cases

Google PM Interview Course

Practice Google-focused PM cases

Microsoft PM Interview Course

Practice Microsoft-focused PM cases

All Courses

Explore all courses

1:1 PM Coaching

Practice in a one-to-one session

Resume Review

Narrate impactful stories via resume

Guides Pricing
nextsprints logo

Not a member?

By proceeding, you agree to our Terms of Use and confirm you have read our Privacy and Cookie Statement.

nextsprints logo

Register to continue.

Login with Google Login with LinkedIn

By proceeding, you agree to our Terms of Use and confirm you have read our Privacy and Cookie Statement .

Company focus

Apollo GraphQL

What caused the sudden spike in error rates for Apollo GraphQL's Federation Gateway service yesterday afternoon?

Prepared by NextSprints

15 mins
Report an error
Technical Troubleshooting Data Analysis System Architecture Cloud Services Developer Tools Enterprise Software Performance Optimization Root Cause Analysis Service Reliability GraphQL Apollo
Product Management Root Cause Analysis Question: Investigating sudden error rate increase in Apollo GraphQL's Federation Gateway

Introduction

The sudden spike in error rates for Apollo GraphQL's Federation Gateway service yesterday afternoon is a critical issue that demands immediate attention and thorough analysis. As we delve into this problem, we'll employ a systematic approach to identify, validate, and address the root cause while considering both short-term fixes and long-term implications for our product ecosystem.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking this might be related to a recent deployment. Has there been any significant update to the Federation Gateway service in the past 24-48 hours?

Why it matters: Recent changes often correlate with sudden performance issues. Expected answer: Yes, there was a minor update to the service configuration. Impact on approach: If confirmed, we'd focus on rollback options and code review.

  • Considering the nature of Federation Gateway, I'm wondering about traffic patterns. Have we seen any unusual spikes in query volume or complexity leading up to the error rate increase?

Why it matters: Unusual traffic can strain the system and expose vulnerabilities. Expected answer: Traffic has been within normal ranges. Impact on approach: If traffic is normal, we'd shift focus to internal system issues.

  • Given the interconnected nature of GraphQL services, I'm curious about downstream dependencies. Have any related services reported issues or changes that might impact the Federation Gateway?

Why it matters: Issues in dependent services can propagate and manifest in the gateway. Expected answer: No reported issues from other services. Impact on approach: If confirmed, we'd investigate gateway-specific problems more closely.

  • Thinking about system health, I'm interested in resource utilization. Have we observed any unusual patterns in CPU, memory, or network usage for the Federation Gateway servers?

Why it matters: Resource constraints can lead to increased error rates. Expected answer: Some servers showed higher than normal CPU usage. Impact on approach: This would guide us to investigate potential performance bottlenecks or resource allocation issues.

Subscribe to access the full answer

Image of author NextSprints

NextSprints

Updated Mar 29, 2025