State-of-the-art software testing strategy and practice (2026) for designing test strategy, writing unit/integration/e2e tests, or auditing test suites. Covers suite shape (pyramid/trophy/honeycomb), test design quality (behavior-first, AAA, determinism, smells), test doubles (mocks/fakes/stubs), test data (builders over fixtures), real-dependency integration (Testcontainers-style), contract testing (Pact/consumer-driven), e2e/UI strategy (selectors, auto-waiting, flake economics), property-b...
Scanned 9/1/2026
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---
name: sota-testing
description: >-
State-of-the-art software testing strategy and practice (2026) for designing
test strategy, writing unit/integration/e2e tests, or auditing test suites.
Covers suite shape (pyramid/trophy/honeycomb), test design quality
(behavior-first, AAA, determinism, smells), test doubles
(mocks/fakes/stubs), test data (builders over fixtures), real-dependency
integration (Testcontainers-style), contract testing (Pact/consumer-driven),
e2e/UI strategy (selectors, auto-waiting, flake economics), property-based
testing, fuzzing, mutation testing, approval testing, and suite health/CI
(flaky-test policy, coverage philosophy, sharding). Trigger keywords -
testing, test strategy, unit test, integration test, e2e, end-to-end,
coverage, flaky tests, TDD, contract testing, property-based, mocking,
fixtures, snapshot test, mutation testing, fuzzing, BDD, Gherkin,
given-when-then, acceptance criteria, security testing, WSTG, IDOR test,
authz test, abuse case, DAST. Use for BOTH building and auditing test
suites.
---
# SOTA Testing (2026)
Expert-level, language-agnostic rules for producing and auditing production test
suites. Per-language runner/tooling details (pytest, go test, cargo test,
vitest/jest) live in the language skills (`sota-python`, `sota-golang`,
`sota-rust`, `sota-javascript-typescript`) — this skill defines the strategy,
design discipline, and quality bar those tools execute against. Every rule
states the *why*; every rules file ends with an audit checklist of yes/no
questions and grep-able smells.
## Purpose
Two consumers, one source of truth:
- **BUILD mode** — designing a test strategy or writing tests for new code:
follow the rules as defaults, not suggestions. Deviate only with an explicit
comment justifying the deviation.
- **AUDIT mode** — reviewing an existing suite: hunt violations using the audit
checklists, classify by severity, report in the finding format below.
## BUILD mode
1. Before writing tests, read the rules files relevant to the layer you are
testing (see index). A service touching HTTP + DB + a message queue needs
`01`, `02`, `03`, `04`.
2. Apply the **top-10 non-negotiables** (below) unconditionally.
3. Decide the suite shape FIRST (`rules/01`): what counts as a unit here, where
the integration boundary is, which 3–10 flows deserve e2e. Write that
decision down (CONTRIBUTING.md or a test README) so the next contributor
doesn't relitigate it.
4. New test code is production code: same review bar, same lint rules, no
`TODO: assert something` placeholders. A merged test with no assertion is
worse than no test — it manufactures false confidence.
5. Write tests alongside the code, not after the PR is "done". For bug fixes,
write the failing test first — it is the only proof the fix fixes anything.
6. Default to real dependencies in containers over mocks for anything with
I/O semantics you don't own (DBs, brokers, caches) — see `rules/04`.
7. When generating code for a test that legitimately violates a rule (e.g. a
sleep in a test that verifies a timeout), comment why inline.
## AUDIT mode
Audit the suite, not just the tests: shape, doubles discipline, data
management, CI health, and what is *missing* (untested risk) all count.
**Severity conventions:**
- **Critical** — the suite lies: assertion-free tests, tests that can't fail
(always-green), mocks asserting mock behavior, disabled/skipped tests hiding
known-broken production behavior, coverage gates gamed by meaningless tests.
- **High** — the suite is unreliable or unmaintainable at current trajectory:
shared mutable state between tests, order-dependent tests, real
time/network/randomness without injection, flaky tests un-quarantined and
retried-to-green, e2e suite owning logic the unit layer should own,
mocking internals so refactors break hundreds of tests.
- **Medium** — quality erosion: mystery-guest fixtures, multi-behavior tests,
snapshot dumps nobody reviews, sleeps instead of waits, fixture data with
irrelevant noise, missing negative-path tests on critical flows.
- **Low** — style/hygiene: weak names, redundant assertions, minor AAA
violations, missing parameterization of near-duplicate tests.
**Finding format** (one per line):
```
file:line | rule-id | severity | finding and concrete fix
```
Example:
```
tests/orders_test.py:88 | 02-determinism | High | uses datetime.now(); inject a fixed clock so the test cannot fail at month boundaries
tests/api/user.spec.ts:12 | 03-mock-boundary | High | mocks internal UserValidator; test the real validator, mock only the HTTP gateway
```
End every audit with: findings table, top-3 risks, and a prioritized fix list
(quick wins vs structural).
## Rules index
| File | Read this when... |
|------|-------------------|
| `rules/01-strategy-and-shape.md` | choosing pyramid/trophy/honeycomb, defining unit vs integration boundaries, deciding what NOT to test, risk-based prioritization, budgeting test cost |
| `rules/02-test-design-quality.md` | writing or reviewing any test: behavior-over-implementation, AAA, naming, one logical assertion, determinism (clock/random/network — incl. **proving hermeticity by running the suite with egress blocked**, and tests that pass because a real call succeeded), test smells catalog (assertion-free, tautological, the liar, mystery guest, resource optimism), snapshot discipline |
| `rules/03-doubles-and-test-data.md` | deciding mock vs fake vs stub, fixing over-mocked suites, building test data (builders/factories vs fixtures), seeding test DBs, using production data |
| `rules/04-integration-contract-system.md` | testing against real DBs/brokers (Testcontainers-style), contract testing between services (Pact, schema-based), API testing, migrations, message/queue tests, ephemeral environments |
| `rules/05-e2e-and-ui.md` | building or pruning an e2e suite: critical-path selection, selector strategy, auto-waiting, page objects/screenplay, visual regression, when to delete e2e tests |
| `rules/06-property-fuzzing-mutation.md` | going beyond examples: property-based testing (what properties to encode), fuzzing parsers, mutation testing ROI, approval testing for legacy code, chaos pointer |
| `rules/07-suite-health-and-ci.md` | flaky-test policy and quarantine, coverage philosophy (ratchets not targets), speed budgets, parallelization correctness, CI sharding, failure triage |
| `rules/08-bdd-spec-by-example.md` | BDD / specification by example: Given-When-Then done declaratively, the three-amigos value (and when there's no cross-role audience), outside-in double loop with TDD, scenario-explosion and UI-script anti-patterns, Gherkin tooling, and tracing scenarios to spec acceptance criteria (`sota-docs-workflow` rules/05) |
| `rules/09-security-testing.md` | security testing as a test type: WSTG as the verification map, the security-regression set (IDOR/BOLA, BFLA, authn/session, injection, mass-assignment, rate-limit, SSRF, tenant isolation), business-logic/abuse-case tests from threat models, where SAST/DAST/fuzz fit and their ceiling, security-critical coverage floor. Pairs with `sota-code-security`, `sota-threat-modeling`, `sota-devsecops` rules/05 |
## Top-10 non-negotiables
1. **Every test must be able to fail.** A test that passes when the code under
test is deleted or inverted is a Critical finding. Verify the failure mode
when writing (break the code, watch it go red — TDD gives this for free).
2. **Test behavior through public interfaces, not implementation.** If a
pure refactor (no behavior change) breaks the test, the test is wrong.
3. **No real time, randomness, or network in unit tests.** Inject clocks,
seed or inject RNGs, fake the network. Nondeterminism is how flakes are born.
4. **No shared mutable state between tests; no ordering dependence.** Every
test must pass alone, in any order, and in parallel with its siblings.
5. **Mock only at architectural boundaries you own the interface to** (your
gateway/port), never internals, and don't mock types you don't own —
wrap them, then fake the wrapper. Verify fakes against the real thing.
6. **One logical behavior per test**, named as a specification of that
behavior (`rejects_expired_card`, not `test_payment_2`).
7. **Integration tests use real dependencies** (containerized DB/broker/cache),
not in-memory lookalikes with different semantics. SQLite is not Postgres.
8. **E2E is a small, curated, critical-path suite** (smoke + money paths) with
role/testid selectors and auto-waiting — never `sleep()`, never a dumping
ground for cases a lower layer can cover.
9. **Flaky tests are quarantined within a day, with an owner and an expiry** —
never silently retried-to-green forever, never deleted without a
root-cause label (ordering / async / time / infra / test bug / real bug).
10. **Coverage is a gap-finder, not a target.** Ratchet it (never decrease),
read the uncovered lines, and never write a test whose only purpose is to
move the number.
Security-critical paths (authn/authz, crypto, input parsing, money/quota,
tenancy, untrusted data) additionally require **negative security tests** at a
higher coverage bar — see `rules/09`. A green functional suite proves nothing
about IDOR, injection, or broken authz.
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