Cloud Architecture and Services

  1. Modern Cloud Architecture Patterns
    1. Microservices Architecture
      1. Microservices Principles
        1. Service Decomposition
          1. Decentralized Data Management
            1. Independent Deployment
              1. Fault Isolation
              2. Service Communication
                1. Synchronous Communication
                  1. Asynchronous Messaging
                    1. Event-Driven Patterns
                    2. Service Discovery
                      1. Service Registry
                        1. Dynamic Discovery Mechanisms
                          1. Load Balancing Integration
                          2. API Management
                            1. API Gateways
                              1. Request Routing
                                1. Rate Limiting
                                  1. Security and Authentication
                                  2. Data Management
                                    1. Database per Service
                                      1. Distributed Transactions
                                        1. Event Sourcing
                                          1. CQRS Pattern
                                        2. Serverless Architecture
                                          1. Function as a Service
                                            1. Event Sources
                                              1. Function Triggers
                                                1. Stateless Function Design
                                                  1. Cold Start Optimization
                                                  2. Backend as a Service
                                                    1. Managed Authentication
                                                      1. Database as a Service
                                                        1. File Storage Services
                                                        2. Event-Driven Architecture
                                                          1. Event Sources
                                                            1. Event Processing Patterns
                                                              1. Event Streaming
                                                                1. Choreography vs. Orchestration
                                                              2. Cloud-Native Design
                                                                1. Twelve-Factor App Methodology
                                                                  1. Codebase
                                                                    1. Dependencies
                                                                      1. Configuration
                                                                        1. Backing Services
                                                                          1. Build Release Run
                                                                            1. Processes
                                                                              1. Port Binding
                                                                                1. Concurrency
                                                                                  1. Disposability
                                                                                    1. Dev/Prod Parity
                                                                                      1. Logs
                                                                                        1. Admin Processes
                                                                                        2. Container Orchestration
                                                                                          1. Container Lifecycle Management
                                                                                            1. Service Mesh
                                                                                              1. Auto-scaling
                                                                                                1. Self-healing Systems
                                                                                                2. DevOps Integration
                                                                                                  1. Continuous Integration
                                                                                                    1. Continuous Delivery
                                                                                                      1. Continuous Deployment
                                                                                                        1. Automated Testing
                                                                                                          1. Infrastructure as Code
                                                                                                        2. Data Architecture Patterns
                                                                                                          1. Data Lakes
                                                                                                            1. Raw Data Storage
                                                                                                              1. Schema-on-Read
                                                                                                                1. Data Cataloging
                                                                                                                  1. Data Governance
                                                                                                                  2. Data Warehouses
                                                                                                                    1. Structured Data Storage
                                                                                                                      1. ETL Processes
                                                                                                                        1. Analytical Querying
                                                                                                                          1. Data Modeling
                                                                                                                          2. Data Processing
                                                                                                                            1. Batch Processing
                                                                                                                              1. Stream Processing
                                                                                                                                1. Real-time Analytics
                                                                                                                                  1. Lambda Architecture
                                                                                                                                    1. Kappa Architecture
                                                                                                                                    2. Business Intelligence
                                                                                                                                      1. Data Visualization
                                                                                                                                        1. Reporting Tools
                                                                                                                                          1. Self-Service Analytics
                                                                                                                                        2. AI and Machine Learning Architectures
                                                                                                                                          1. ML Platform Services
                                                                                                                                            1. Managed ML Services
                                                                                                                                              1. Model Training Infrastructure
                                                                                                                                                1. Model Hosting
                                                                                                                                                  1. Feature Stores
                                                                                                                                                  2. MLOps
                                                                                                                                                    1. Model Versioning
                                                                                                                                                      1. Automated Pipelines
                                                                                                                                                        1. Model Monitoring
                                                                                                                                                          1. A/B Testing
                                                                                                                                                            1. Model Retraining
                                                                                                                                                            2. AI/ML Workload Patterns
                                                                                                                                                              1. Training Workloads
                                                                                                                                                                1. Inference Workloads
                                                                                                                                                                  1. Distributed Training
                                                                                                                                                                    1. Edge AI Deployment

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                                                                                                                                                                4. Cloud Architecture Design Principles

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                                                                                                                                                                6. Cloud Governance and Management