Search for Well Architected Advice
-
Operational Excellence
-
- Resources have identified owners
- Processes and procedures have identified owners
- Operations activities have identified owners responsible for their performance
- Team members know what they are responsible for
- Mechanisms exist to identify responsibility and ownership
- Mechanisms exist to request additions, changes, and exceptions
- Responsibilities between teams are predefined or negotiated
-
- Executive Sponsorship
- Team members are empowered to take action when outcomes are at risk
- Escalation is encouraged
- Communications are timely, clear, and actionable
- Experimentation is encouraged
- Team members are encouraged to maintain and grow their skill sets
- Resource teams appropriately
- Diverse opinions are encouraged and sought within and across teams
-
- Use version control
- Test and validate changes
- Use configuration management systems
- Use build and deployment management systems
- Perform patch management
- Implement practices to improve code quality
- Share design standards
- Use multiple environments
- Make frequent, small, reversible changes
- Fully automate integration and deployment
-
Security
-
- Evaluate and implement new security services and features regularly
- Automate testing and validation of security controls in pipelines
- Identify and prioritize risks using a threat model
- Keep up-to-date with security recommendations
- Keep up-to-date with security threats
- Identify and validate control objectives
- Secure account root user and properties
- Separate workloads using accounts
-
- Analyze public and cross-account access
- Manage access based on life cycle
- Share resources securely with a third party
- Reduce permissions continuously
- Share resources securely within your organization
- Establish emergency access process
- Define permission guardrails for your organization
- Grant least privilege access
- Define access requirements
-
- Build a program that embeds security ownership in workload teams
- Centralize services for packages and dependencies
- Manual code reviews
- Automate testing throughout the development and release lifecycle
- Train for application security
- Regularly assess security properties of the pipelines
- Deploy software programmatically
- Perform regular penetration testing
-
-
Reliability
-
- How do you ensure sufficient gap between quotas and maximum usage to accommodate failover?
- How do you automate quota management?
- How do you monitor and manage service quotas?
- How do you accommodate fixed service quotas and constraints through architecture?
- How do you manage service quotas and constraints across accounts and Regions?
- How do you manage service quotas and constraints?
- How do you build a program that embeds reliability into workload teams?
-
- How do you enforce non-overlapping private IP address ranges in all private address spaces?
- How do you prefer hub-and-spoke topologies over many-to-many mesh?
- How do you ensure IP subnet allocation accounts for expansion and availability?
- How do you provision redundant connectivity between private networks in the cloud and on-premises environments?
- How do you use highly available network connectivity for workload public endpoints?
-
- Monitor end-to-end tracing of requests through your system
- Conduct reviews regularly
- Analytics
- Automate responses (Real-time processing and alarming)
- Send notifications (Real-time processing and alarming)
- Define and calculate metrics (Aggregation)
- Monitor End-to-End Tracing of Requests Through Your System
-
- Monitor all components of the workload to detect failures
- Fail over to healthy resources
- Automate healing on all layers
- Rely on the data plane and not the control plane during recovery
- Use static stability to prevent bimodal behavior
- Send notifications when events impact availability
- Architect your product to meet availability targets and uptime service level agreements (SLAs)
-
-
Cost Optimization
-
- Establish ownership of cost optimization
- Establish a partnership between finance and technology
- Establish cloud budgets and forecasts
- Implement cost awareness in your organizational processes
- Monitor cost proactively
- Keep up-to-date with new service releases
- Quantify business value from cost optimization
- Report and notify on cost optimization
- Create a cost-aware culture
-
- Perform cost analysis for different usage over time
- Analyze all components of this workload
- Perform a thorough analysis of each component
- Select components of this workload to optimize cost in line with organization priorities
- Perform cost analysis for different usage over time
- Select software with cost effective licensing
-
-
Performance
-
- Learn about and understand available cloud services and features
- Evaluate how trade-offs impact customers and architecture efficiency
- Use guidance from your cloud provider or an appropriate partner to learn about architecture patterns and best practices
- Factor cost into architectural decisions
- Use policies and reference architectures
- Use benchmarking to drive architectural decisions
- Use a data-driven approach for architectural choices
-
- Use purpose-built data store that best support your data access and storage requirements
- Collect and record data store performance metrics
- Evaluate available configuration options for data store
- Implement Strategies to Improve Query Performance in Data Store
- Implement data access patterns that utilize caching
-
- Understand how networking impacts performance
- Evaluate available networking features
- Choose appropriate dedicated connectivity or VPN for your workload
- Use load balancing to distribute traffic across multiple resources
- Choose network protocols to improve performance
- Choose your workload's location based on network requirements
- Optimize network configuration based on metrics
-
- Establish key performance indicators (KPIs) to measure workload health and performance
- Use monitoring solutions to understand the areas where performance is most critical
- Define a process to improve workload performance
- Review metrics at regular intervals
- Load test your workload
- Use automation to proactively remediate performance-related issues
- Keep your workload and services up-to-date
-
-
Sustainability
-
- Optimize geographic placement of workloads based on their networking requirements
- Align SLAs with sustainability goals
- Optimize geographic placement of workloads based on their networking requirements
- Stop the creation and maintenance of unused assets
- Optimize team member resources for activities performed
- Implement buffering or throttling to flatten the demand curve
-
- Optimize software and architecture for asynchronous and scheduled jobs
- Remove or refactor workload components with low or no use
- Optimize areas of code that consume the most time or resources
- Optimize impact on devices and equipment
- Use software patterns and architectures that best support data access and storage patterns
- Remove unneeded or redundant data
- Use technologies that support data access and storage patterns
- Use policies to manage the lifecycle of your datasets
- Use shared file systems or storage to access common data
- Back up data only when difficult to recreate
- Use elasticity and automation to expand block storage or file system
- Minimize data movement across networks
-
- Articles coming soon
< All Topics
Print
Use benchmarking to drive architectural decisions
PostedDecember 20, 2024
UpdatedDecember 20, 2024
ByKevin McCaffrey
Benchmarking is crucial as it offers a data-driven approach to understanding performance requirements. By evaluating an existing workload’s performance metrics in a cloud environment, organizations can make informed decisions that enhance overall performance, scalability, and resource optimization.
Best Practices
- Define Clear Benchmarking Metrics: Establish performance metrics, such as response time, throughput, and resource utilization, to provide a clear benchmark that reflects workload requirements. This clarity helps in making precise architectural choices.
- Utilize Cloud Performance Testing Tools: Leverage AWS services like AWS CloudWatch and AWS X-Ray to monitor and assess workload performance. These tools facilitate proactive performance management and inform necessary architectural changes.
- Iterate and Optimize: Regularly revisit benchmarking as workloads evolve. Continuous performance assessment allows teams to optimize their architecture and resource allocation dynamically to meet changing demands.
Supporting Questions
- What performance metrics were used in the benchmarking process?
- How have the results of benchmarking influenced architectural changes?
- Are the resources optimized based on performance assessment?
Roles and Responsibilities
- Architect: Responsible for selecting and validating cloud resources based on performance benchmarks and making design decisions to optimize efficiency.
- DevOps Engineer: Oversees the implementation of benchmarking scripts, monitors performance data, and ensures infrastructure is refined according to defined metrics.
Artifacts
- Benchmarking Report: A comprehensive report detailing the performance metrics, analysis, and recommendations derived from the benchmarking process for future architectural improvements.
- Performance Testing Framework: A set of guidelines and tools established to conduct performance testing across various workloads systematically.
Cloud Services
AWS
- AWS CloudWatch: A monitoring service that provides real-time visibility into resource performance and operational health for optimizing workload efficiency.
- AWS X-Ray: A service that helps with analyzing and debugging distributed applications, allowing teams to identify performance bottlenecks in their workloads.
- AWS Lambda: Facilitates the execution of application functions while automatically managing compute resources based on user-defined triggers, enhancing overall performance efficiency.
Question: How do you select the appropriate cloud resources and architecture patterns for your workload?
Pillar: Performance Efficiency (Code: PERF)
Table of Contents