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Quality attributes and measurable scenarios

Quality attributes are the bridge between business risk and structure. ISO/IEC 25010:2023 provides a product-quality vocabulary, while practical architecture work expresses priorities as concrete scenarios.

Core ideas and patterns

Idea What it solves Cost, limit, or warning
Functional suitability Checks completeness, correctness, and appropriateness A correct feature can still be unusable or unsafe
Performance efficiency Balances latency, throughput, capacity, and resources Averages hide tail latency and overload
Compatibility Covers interoperability and coexistence Shared environments create invisible coupling
Interaction capability Makes user-system interaction effective and inclusive Accessibility cannot be patched at the end
Reliability Covers availability, fault tolerance, recoverability, and maturity Redundancy without independence creates common-mode failure
Security Protects confidentiality, integrity, authenticity, accountability, and resistance Controls must match threats and data class
Maintainability Supports analysis, modification, testing, and reuse Too many abstractions can reduce changeability
Flexibility Supports adaptation, scalability, installability, and replaceability Unused flexibility is permanent complexity
Safety Avoids unacceptable harm Safety needs hazards, controls, and assurance evidence

How to apply it

For each priority, write: source of stimulus, stimulus, environment, affected artifact, expected response, and response measure. Resolve conflicts explicitly—for example stronger consistency can increase latency; more isolation can increase cost; more generic extensibility can slow simple changes.

Evidence, not opinion

Use service-level indicators, recovery exercises, capacity tests, accessibility audits, security tests, change lead time, defect escape rate, and cost per business transaction. Measure percentiles and failure modes, not only happy-path averages.

Small example

When a payment provider times out during peak traffic, 99.9% of checkout requests return a stable pending state within two seconds, no charge is duplicated, and reconciliation completes within 30 minutes.

Feynman check

Explain the design to a new engineer without using the pattern names. State the problem, the forces that conflict, the chosen boundary or mechanism, what can fail, and the evidence that would prove the choice still works.

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