REL05-BP02: Throttle requests
Overview
Implement request throttling mechanisms to control the rate of incoming requests and prevent system overload. Throttling protects downstream services from being overwhelmed, maintains system stability during traffic spikes, and ensures fair resource allocation across different clients and request types.
Implementation Steps
1. Design Rate Limiting Strategies
- Implement token bucket and leaky bucket algorithms
- Configure rate limits based on client, API endpoint, and resource type
- Design adaptive throttling based on system capacity and health
- Establish different rate limits for different service tiers
2. Implement Client-Based Throttling
- Apply rate limits per client ID or API key
- Implement sliding window rate limiting
- Design burst allowances for legitimate traffic spikes
- Create whitelisting mechanisms for critical clients
3. Configure Resource-Based Throttling
- Implement throttling based on CPU, memory, and database utilization
- Design backpressure mechanisms for queue-based systems
- Configure adaptive limits based on downstream service capacity
- Implement priority-based throttling for different request types
4. Establish Graceful Throttling Responses
- Return appropriate HTTP status codes (429 Too Many Requests)
- Include retry-after headers with backoff recommendations
- Provide informative error messages and guidance
- Implement progressive throttling with warnings before limits
5. Monitor and Tune Throttling Parameters
- Track throttling metrics and patterns
- Implement automated tuning based on system performance
- Monitor false positive throttling and adjust limits
- Create dashboards for throttling visibility and analysis
6. Test Throttling Under Load
- Conduct load testing to validate throttling effectiveness
- Test throttling behavior during traffic spikes
- Validate client retry behavior and backoff strategies
- Ensure throttling doesn’t impact legitimate traffic
Implementation Examples
Example 1: Advanced Request Throttling System
AWS Services Used
- Amazon API Gateway: Built-in request throttling with rate limiting and burst capacity
- AWS Lambda: Serverless functions with reserved concurrency for throttling control
- Amazon ElastiCache (Redis): Distributed throttling state management and rate limiting
- Amazon CloudWatch: Monitoring throttling metrics and automated scaling triggers
- AWS Application Load Balancer: Request rate limiting and connection throttling
- Amazon DynamoDB: Throttling configuration storage and request tracking
- AWS WAF: Web application firewall with rate-based rules and IP throttling
- Amazon Kinesis: Stream throttling and backpressure management
- AWS Step Functions: Workflow throttling and execution rate control
- Amazon SQS: Message throttling and visibility timeout management
- AWS Systems Manager: Parameter store for dynamic throttling configuration
- Amazon CloudFront: CDN-level rate limiting and geographic throttling
- AWS X-Ray: Distributed tracing for throttling pattern analysis
- Amazon Route 53: DNS-based load balancing with health-based throttling
- AWS Auto Scaling: Automatic scaling based on throttling metrics
Benefits
- System Protection: Prevents system overload and maintains stability during traffic spikes
- Fair Resource Allocation: Ensures equitable access to resources across different clients
- Improved Performance: Maintains consistent response times by controlling request rates
- Cost Control: Prevents excessive resource consumption and associated costs
- Better User Experience: Provides predictable service availability and response times
- DDoS Protection: Helps mitigate distributed denial-of-service attacks
- Capacity Planning: Provides insights into system capacity and usage patterns
- Service Level Management: Enables different service tiers with appropriate rate limits
- Graceful Degradation: Allows systems to degrade gracefully under high load
- Operational Stability: Reduces the risk of cascading failures due to overload
Related Resources
- AWS Well-Architected Reliability Pillar
- Throttle Requests
- Amazon API Gateway Throttling
- AWS Lambda Concurrency
- Amazon ElastiCache for Redis
- AWS WAF Rate-Based Rules
- Application Load Balancer Request Routing
- Rate Limiting Patterns
- Amazon CloudWatch Metrics
- AWS Auto Scaling User Guide
- Token Bucket Algorithm
- Building Resilient Systems