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Product Management Root Cause Analysis Question: Investigating sudden error rate increase in Splunk's log ingestion pipeline

Asked at Splunk

15 mins

What's causing the sudden spike in error rates for Splunk's log ingestion pipeline?

Problem Solving Technical Analysis Data Infrastructure Knowledge Big Data IT Operations Cybersecurity
Root Cause Analysis System Performance Data Infrastructure Splunk Error Diagnostics

Introduction

The sudden spike in error rates for Splunk's log ingestion pipeline is a critical issue that demands immediate attention. This problem could significantly impact Splunk's core functionality, potentially affecting data analysis capabilities for numerous clients. I'll approach this analysis systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term solutions.

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 system change. Has there been any recent update to the log ingestion pipeline or related systems?

Why it matters: Recent changes often correlate with performance issues. Expected answer: Yes, there was a recent update. Impact on approach: If yes, we'd focus on the changes made in that update.

  • Considering the nature of log ingestion, I'm wondering about data volume. Have we seen any significant increase in the volume of logs being ingested recently?

Why it matters: Sudden volume spikes can overwhelm systems. Expected answer: No significant change in volume. Impact on approach: If no, we'd look more at system issues rather than capacity problems.

  • Given the complexity of Splunk's architecture, I'm curious about the specific components affected. Is this error rate increase isolated to a particular part of the ingestion pipeline or is it system-wide?

Why it matters: Helps narrow down the problem area. Expected answer: It's affecting multiple components. Impact on approach: If system-wide, we'd investigate common dependencies or global changes.

  • Thinking about our user base, I'm wondering if this is affecting all customers equally. Are we seeing this spike across all customer segments or is it concentrated in specific industries or data types?

Why it matters: Could indicate a problem with specific data types or customer configurations. Expected answer: It's affecting a broad range of customers. Impact on approach: If broad, we'd focus on core system issues rather than customer-specific problems.

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