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Coursera

Getting Started with Loki Observability

Coursera via Coursera

Overview

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Modern DevOps teams process over 2TB of log data daily, yet 67% struggle with efficient log analysis during critical incidents. This Short Course was created to help IT Support and Operations professionals accomplish building robust log observability systems that enable rapid troubleshooting and proactive monitoring. By completing this course, you'll master LogQL query optimization, label cardinality management, and integrated logging workflows that reduce mean time to resolution from hours to minutes. By the end of this course, you will be able to: Apply LogQL filters, parsers, and aggregation operators to isolate error patterns and generate on-call alerts from Loki log streams, Analyze label cardinality and retention configurations to optimize Loki query performance and storage cost for a multi-cluster environment, and Evaluate a logs-to-traces troubleshooting workflow to confirm root cause remediation and document incident lessons learned. This course is unique because it combines hands-on Loki deployment with real-world incident response scenarios, teaching both technical implementation and operational best practices for production environments. To be successful in this project, you should have a background in Linux system administration, container orchestration, and basic observability concepts.

Syllabus

  • Module 1: LogQL Queries & Error Pattern Analysis
    • Master LogQL fundamentals to isolate error patterns and generate alerts from Loki log streams.
  • Module 2: Label Cardinality & Performance Optimization
    • Analyze label cardinality and retention configurations to optimize Loki query performance and storage cost.
  • Module 3: Logs-to-Traces Workflow & Incident Response
    • Evaluate logs-to-traces troubleshooting workflow to confirm root cause remediation and document incident lessons learned.

Taught by

Hurix Digital

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