Apache Airflow DAG Patterns
Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.
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Design systems, services, and architectures. Trigger with "design a system for", "how should we architect", "system design for", "what's the right architecture for", or when the user needs help with API design, data modeling, or service boundaries.
--- name: system-design-6a0f996dfd03 version: 1 description: Design systems, services, and architectures. Trigger with "design a system for", "how should we architect", "system design for", "what's the right architecture for", or when the user needs help with API design, data modeling, or service boundaries. triggers: - "system-design" - "/system-design" - "design" - "systems" - "services" - "architectures" tools: [] mutating: false priority: normal source: "anthropics/knowledge-work-plugins/engineering" --- # System Design Help design systems and evaluate architectural decisions. ## Framework ### 1. Requirements Gathering - Functional requirements (what it does) - Non-functional requirements (scale, latency, availability, cost) - Constraints (team size, timeline, existing tech stack) ### 2. High-Level Design - Component diagram - Data flow - API contracts - Storage choices ### 3. Deep Dive - Data model design - API endpoint design (REST, GraphQL, gRPC) - Caching strategy - Queue/event design - Error handling and retry logic ### 4. Scale and Reliability - Load estimation - Horizontal vs. vertical scaling - Failover and redundancy - Monitoring and alerting ### 5. Trade-off Analysis - Every decision has trade-offs. Make them explicit. - Consider: complexity, cost, team familiarity, time to market, maintainability ## Output Produce clear, structured design documents with diagrams (ASCII or described), explicit assumptions, and trade-off analysis. Always identify what you'd revisit as the system grows.--- name: system-design-6a0f996dfd03 version: 1 description: Design systems, services, and architectures. Trigger with "design a system for", "how should we architect", "system design for", "what's the right architecture for", or when the user needs help with API design, data modeling, or service boundaries. triggers: - "system-design" - "/system-design" - "design" - "systems" - "services" - "architectures" tools: [] mutating: false priority: normal source: "anthropics/knowledge-work-plugins/engineering" --- # System Design Help design systems and evaluate architectural decisions. ## Framework ### 1. Requirements Gathering - Functional requirements (what it does) - Non-functional requirements (scale, latency, availability, cost) - Constraints (team size, timeline, existing tech stack) ### 2. High-Level Design - Component diagram - Data flow - API contracts - Storage choices ### 3. Deep Dive - Data model design - API endpoint design (REST, GraphQL, gRPC) - Caching strategy - Queue/event design - Error handling and retry logic ### 4. Scale and Reliability - Load estimation - Horizontal vs. vertical scaling - Failover and redundancy - Monitoring and alerting ### 5. Trade-off Analysis - Every decision has trade-offs. Make them explicit. - Consider: complexity, cost, team familiarity, time to market, maintainability ## Output Produce clear, structured design documents with diagrams (ASCII or described), explicit assumptions, and trade-off analysis. Always identify what you'd revisit as the system grows.
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