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Product Management Root Cause Analysis Question: Investigating sudden voice call latency increase for Twilio in APAC region

What's causing the sudden 30% increase in latency for voice calls initiated through Twilio's Programmable Voice service in the APAC region?

Problem Solving Technical Analysis Data Interpretation Cloud Communications VoIP SaaS
Root Cause Analysis Cloud Infrastructure Twilio Network Optimization Latency Troubleshooting

Introduction

The sudden 30% increase in latency for voice calls initiated through Twilio's Programmable Voice service in the APAC region is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term fixes and long-term implications for our service quality and customer satisfaction.

I'll approach this problem by first clarifying key details, ruling out external factors, and then diving deep into our product ecosystem, metrics, and potential internal causes. We'll generate data-driven hypotheses, conduct root cause analysis, and develop a comprehensive plan to resolve the issue and prevent future occurrences.

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 regional specificity, I'm wondering about our APAC infrastructure. Has there been any recent changes to our data centers or network routing in the APAC region?

Why it matters: Infrastructure changes could directly impact latency. Expected answer: Recent server upgrades or network reconfigurations. Impact on approach: If confirmed, we'd focus on technical infrastructure analysis.

  • Considering the magnitude of the increase, I'm curious about our monitoring systems. Have we confirmed that our latency measurement tools are functioning correctly and consistently across regions?

Why it matters: Ensures we're dealing with a real issue, not a measurement anomaly. Expected answer: Confirmation of monitoring accuracy. Impact on approach: If inaccurate, we'd need to audit our monitoring systems first.

  • Thinking about user experience, I'm interested in the distribution of this latency increase. Is it affecting all APAC users equally, or are there specific subregions or user segments experiencing more severe issues?

Why it matters: Helps narrow down potential geographical or user-specific factors. Expected answer: Breakdown of latency increase by subregion or user type. Impact on approach: Would guide our focus on specific network routes or user configurations.

  • Considering potential triggers, have we launched any new features or made any changes to our voice call handling processes in the APAC region recently?

Why it matters: Recent changes could be directly related to the latency spike. Expected answer: Timeline of recent product or process changes. Impact on approach: If changes coincide with the latency increase, we'd prioritize investigating those specific alterations.

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