Alright, let's craft 100 chapter titles for a comprehensive Prometheus learning journey, covering everything from the basics to advanced monitoring and alerting strategies:
Beginner (Foundation & Basics):
- Welcome to Prometheus: Your Introduction to Monitoring
- Understanding Time Series Data: The Heart of Prometheus
- What is Prometheus? Concepts and Architecture Explained
- Setting Up Your Prometheus Server: Installation Guide
- Understanding Prometheus Configuration:
prometheus.yml
- Introduction to Metrics: Counters, Gauges, Histograms, and Summaries
- Exposing Metrics: Instrumenting Your Applications
- Understanding Exporters: Bridging the Gap to Non-Instrumented Systems
- Your First Exporter: Node Exporter Basics
- Scraping Metrics: Configuring Prometheus to Collect Data
- Understanding Jobs and Instances in Prometheus
- Basic PromQL Queries: Exploring Your Metrics
- Understanding Prometheus Data Model: Labels and Time Series
- Introduction to the Prometheus Web UI: Visualizing Metrics
- Basic Graphing in Prometheus: Creating Simple Charts
- Understanding Instant and Range Vectors in PromQL
- Basic Aggregation in PromQL: Sum, Avg, Min, and Max
- Understanding Rate and Increase Functions: Tracking Changes
- Introduction to Recording Rules: Pre-computing Metrics
- Understanding Service Discovery: Automatically Finding Targets
- File-Based Service Discovery: Static Target Lists
- DNS-Based Service Discovery: Dynamic Target Lists
- Introduction to Alerting: Monitoring for Anomalies
- Understanding Alertmanager: Routing and Managing Alerts
- Basic Alert Rules: Defining Simple Alert Conditions
Intermediate (Advanced PromQL & Alerting):
- Advanced PromQL Functions: Quantiles, Topk, and Bottomk
- Understanding Subqueries in PromQL: Complex Queries
- Using Labels Effectively: Organizing Your Metrics
- Advanced Label Matching: Regular Expressions and More
- Understanding Time-Based Functions:
time()
, day_of_week()
, etc.
- Advanced Aggregation: Grouping by Labels
- Understanding Rate and Delta: Analyzing Changes Over Time
- Using Predict Functions: Forecasting Future Metric Values
- Advanced Recording Rules: Complex Metric Transformations
- Understanding Alertmanager Configuration: Routing and Inhibition
- Advanced Alert Rules: Using For and Labels in Alerts
- Understanding Alertmanager Templates: Customizing Alert Messages
- Integrating Alertmanager with Communication Channels: Email, Slack, etc.
- Understanding Service Discovery for Cloud Environments: AWS, GCP, Azure
- Using Consul or Etcd for Service Discovery
- Understanding Pushgateway: Collecting Short-Lived Jobs Metrics
- Monitoring Application Performance: HTTP Metrics and Latency
- Monitoring System Resources: CPU, Memory, and Disk Usage
- Monitoring Databases: MySQL, PostgreSQL, and Others
- Monitoring Message Queues: Kafka, RabbitMQ, and Others
- Understanding Prometheus Best Practices: Naming Conventions, etc.
- Understanding Exporter Development: Building Custom Exporters
- Monitoring Kubernetes with Prometheus: Using the Kubernetes SD
- Using Prometheus Operator: Simplifying Kubernetes Monitoring
- Understanding Grafana Integration: Visualizing Prometheus Data
- Creating Grafana Dashboards: Effective Visualization
- Understanding Grafana Alerting: Complementing Prometheus Alerts
- Using Remote Storage: Long-Term Metric Storage
- Understanding Thanos: Global Querying and Long-Term Storage
- Understanding Cortex: Horizontally Scalable Prometheus
- Securing Prometheus: Authentication and Authorization
- Understanding Prometheus Federation: Aggregating Multiple Prometheus Servers
- Using Prometheus for Business Metrics: Custom Dashboards
- Understanding Prometheus Performance Tuning: Optimizing Scraping
- Troubleshooting Prometheus: Common Issues and Solutions
- Understanding Prometheus Data Compression and Storage
- Using Prometheus for Log Monitoring: Integrating with Loki
- Understanding Exemplars: Linking Traces to Metrics
- Using OpenTelemetry with Prometheus
- Advanced Service Discovery Techniques: Using Relabeling
Advanced (Customization, Optimization & Real-World Applications):
- Implementing Custom Service Discovery Mechanisms
- Developing Advanced Exporters: Complex Data Collection
- Building Custom Alertmanager Integrations: Webhooks and More
- Advanced Prometheus Federation Strategies: Cross-Region Aggregation
- Using Prometheus in Large-Scale Environments: Scaling and Reliability
- Advanced Grafana Dashboarding Techniques: Templating and Variables
- Integrating Machine Learning with Prometheus: Anomaly Detection
- Building Custom Prometheus Data Visualization Tools
- Advanced PromQL Optimization: Performance Tuning for Queries
- Using Prometheus for Capacity Planning: Predicting Resource Needs
- Monitoring Microservices Architectures with Prometheus
- Using Prometheus for Continuous Integration and Continuous Delivery (CI/CD)
- Monitoring Serverless Architectures with Prometheus
- Implementing Advanced Monitoring Strategies: SLOs and SLIs
- Using Prometheus for Security Monitoring: Detecting Anomalous Behavior
- Developing Custom Prometheus Extensions and Plugins
- Using Prometheus for IoT Monitoring: Handling Time Series Data from Devices
- Integrating Prometheus with Configuration Management Tools: Ansible, Chef, etc.
- Using Prometheus for Cost Optimization: Monitoring Resource Usage and Spending
- Building a Centralized Monitoring Platform with Prometheus
- Advanced Alerting Strategies: Correlation and Root Cause Analysis
- Using Prometheus for Performance Testing and Benchmarking
- Monitoring Distributed Systems with Prometheus: Tracing and Logging Integration
- Implementing Disaster Recovery for Prometheus: Backup and Restore
- Using Prometheus in Edge Computing: Monitoring Remote Devices
- Advanced Prometheus Security: RBAC and Encryption
- Building Custom Prometheus Metrics Libraries: Reusable Components
- Using Prometheus for Network Monitoring: Packet Loss, Latency, etc.
- Integrating Prometheus with Incident Management Systems: PagerDuty, Opsgenie, etc.
- Advanced Prometheus Data Modeling: Best Practices for Large Datasets
- Using Prometheus for Compliance Monitoring: Auditing and Reporting
- Contributing to the Prometheus Open Source Project
- Case Studies: Real-World Prometheus Implementations
- The Future of Prometheus: Trends and Innovations in Monitoring
- Prometheus Certification and Advanced Project Development