Kubernetes Monitoring with Prometheus

  1. Advanced Prometheus Operations
    1. High Availability and Scaling
      1. Multi-Instance Deployment
        1. Identical Configuration
          1. External Label Differentiation
            1. Load Balancing Strategies
              1. Data Consistency
              2. Federation Architecture
                1. Hierarchical Setup
                  1. Cross-Cluster Monitoring
                    1. Selective Metric Federation
                      1. Performance Considerations
                      2. Horizontal Scaling Strategies
                        1. Functional Sharding
                          1. Geographical Distribution
                            1. Workload Partitioning
                          2. Long-Term Storage Solutions
                            1. Remote Storage Integration
                              1. Remote Write Configuration
                                1. Remote Read Setup
                                  1. Protocol Implementation
                                    1. Error Handling
                                    2. Thanos Integration
                                      1. Thanos Architecture Overview
                                        1. Sidecar Deployment
                                          1. Query Layer Setup
                                            1. Object Storage Configuration
                                              1. Compaction Process
                                              2. Cortex Integration
                                                1. Multi-Tenancy Support
                                                  1. Horizontal Scalability
                                                    1. Long-Term Storage
                                                      1. Query Federation
                                                      2. VictoriaMetrics Integration
                                                        1. Performance Characteristics
                                                          1. Storage Efficiency
                                                            1. Query Compatibility
                                                              1. Cluster Setup
                                                            2. Performance Optimization
                                                              1. Recording Rules Implementation
                                                                1. Rule Design Principles
                                                                  1. Aggregation Strategies
                                                                    1. Evaluation Frequency
                                                                      1. Storage Impact
                                                                      2. Query Performance Tuning
                                                                        1. Query Optimization Techniques
                                                                          1. Index Usage
                                                                            1. Memory Management
                                                                              1. Concurrent Query Limits
                                                                              2. Cardinality Management
                                                                                1. High-Cardinality Detection
                                                                                  1. Label Optimization
                                                                                    1. Metric Pruning
                                                                                      1. Sampling Strategies
                                                                                      2. Storage Optimization
                                                                                        1. Retention Policy Tuning
                                                                                          1. Compaction Configuration
                                                                                            1. Block Size Optimization
                                                                                              1. Compression Settings
                                                                                            2. Operational Procedures
                                                                                              1. Backup and Recovery
                                                                                                1. Data Backup Strategies
                                                                                                  1. Snapshot Management
                                                                                                    1. Recovery Procedures
                                                                                                      1. Disaster Recovery Planning
                                                                                                      2. Capacity Planning
                                                                                                        1. Resource Requirements
                                                                                                          1. Growth Projections
                                                                                                            1. Performance Benchmarking
                                                                                                              1. Scaling Triggers
                                                                                                              2. Maintenance Operations
                                                                                                                1. Version Upgrades
                                                                                                                  1. Configuration Changes
                                                                                                                    1. Data Migration
                                                                                                                      1. Performance Monitoring
                                                                                                                    2. Security Implementation
                                                                                                                      1. Authentication Mechanisms
                                                                                                                        1. Basic Authentication
                                                                                                                          1. OAuth Integration
                                                                                                                            1. Certificate-Based Auth
                                                                                                                              1. LDAP Integration
                                                                                                                              2. Authorization Controls
                                                                                                                                1. Role-Based Access Control
                                                                                                                                  1. Query-Level Permissions
                                                                                                                                    1. Data Access Restrictions
                                                                                                                                      1. Admin Interface Security
                                                                                                                                      2. Network Security
                                                                                                                                        1. TLS Encryption
                                                                                                                                          1. Network Policies
                                                                                                                                            1. Firewall Configuration
                                                                                                                                              1. VPN Integration
                                                                                                                                              2. Data Protection
                                                                                                                                                1. Encryption at Rest
                                                                                                                                                  1. Encryption in Transit
                                                                                                                                                    1. Key Management
                                                                                                                                                      1. Compliance Requirements