What’s New

“Enterprise reality” on all 77 techniques + interview questions on all 61 tools

Two major depth passes shipped this sprint:

• Enterprise reality callouts — all 77 technique pages: every technique page now explains how the technique changes at 200–300-developer NZ enterprise scale. Each callout covers: what gets automated or governed (that’s manual at startup scale), relevant NZ legislation or standards (Privacy Act 2020, NZISM, HISF, PCI DSS), specific tooling at volume, and coordination consequences across 10+ squads. Anchored to real NZ organisations: Harbour Bank, Revenue NZ, Benefits NZ, CoverNZ, TransitNZ, HealthNZ, TeleNZ, Pacific Bank, Pacific Air, CloudBooks, and more.
• Interview questions — all 61 tool pages: each tool page now has 5 interview questions with what the interviewer is actually testing for, and a “Strong answer covers” guide with NZ-specific context. Covers conceptual, comparison, scenario, debugging, and architecture question types. Essential if you list any tool on your CV.

All 61 tool pages upgraded — “When to choose” and “What I Would Do” now on every tool

Every page in the QA tool library (Playwright, Cypress, Selenium, Postman, k6, Jest/Vitest, SonarQube, OWASP ZAP, Pact, WireMock, and 51 more) now has two practitioner-depth sections:

• When to choose [Tool] — a 3-column decision table: signals that favour this tool, honest situations where you should pick something else, and specific complementary tools to combine it with. The “choose something else when” column is the most valuable signal — most vendor documentation won’t tell you this.
• What I would do — 2–3 practitioner judgment scenarios in “If… I would…” format, each anchored to a real NZ organisation or project context (CloudBooks, ListRight, Harbour Bank, TransitNZ, HealthNZ, TechServNZ, etc.).

Combined with the existing Pros/Cons, NZ Context, and Alternatives sections, these pages are now the most practical tool selection guide for NZ QA teams in existence.

All 77 technique pages upgraded — Context Guide, Trade-offs, and “What I Would Do” now site-wide

Every page in the technique library (48 core + 29 agile techniques) now has three practitioner-depth sections that didn’t exist before this sprint:

• Context guide — a decision table showing exactly how much effort each technique deserves across 5–6 real NZ project contexts (regulated government systems, legacy migrations, agile squads, startups, and more), with Essential / High / Medium / Low priority signals.
• Trade-offs table — 3-column honest assessment: what you gain, what you give up, and when to use something else instead.
• “What I Would Do” — three practitioner judgment scenarios in “If… I would…” format, each anchored to a real NZ organisation or legislation (Revenue NZ, CoverNZ, Benefits NZ, TransitNZ, HealthNZ, Privacy Act 2020, Harbour Bank, Pacific Air, Spark, and more). This is the most differentiating content type on the site: situational judgment that can’t be found in any certification syllabus.

All three sections are now navigable from the in-page sidebar TOC. Combined with the existing evolution timelines, war stories, senior insights, and 751 interview questions, every technique page is now the most complete practitioner reference for that topic available in New Zealand.

Site-wide knowledge graph complete — 293 pages now have related-technique links

The June 2026 enrichment sprint is complete. Every lesson page on the bootcamp now has curated related-technique links into the library:

• 142 curriculum pages (grad, junior, senior, test lead, test manager, all 5 automation tracks, AI testing) — each page now links to 3 technique library pages with WHY reasons, creating a navigable knowledge graph across the entire curriculum.
• 74 specialised track pages and 77 technique library pages — also got knowledge-graph links in earlier passes. All 293 enriched pages now cross-link into the technique library.
• LearningResource schema on 84 additional pages — all agile technique pages, specialised hub pages, and curriculum track overview pages now have structured data with educational level, provider, and NZ language tags.

Combined with the earlier June 2026 work: 748 interview questions, 77 evolution timelines, 74 specialised track knowledge graphs, war stories and senior insights on all reference pages, and FAQPage schema site-wide.

739 interview questions — specialised track interviews, ERP authority blocks, knowledge graph on all reference pages

Final enrichment pass completing the June 2026 content build:

• Specialised track interview questions — 10 pages across Playwright (4), Environment & Release (3), and Accessibility Certification (3) now have levelled interview Q&A. 739 total interview questions across the bootcamp.
• ERP Testing authority blocks — Oracle Fusion, Salesforce, and UAT Design for ERP now have practitioner war stories and senior engineer insights. All 7 ERP pages now fully enriched.
• Related-topics knowledge graph on all 11 template and comparison pages — Every library page now cross-links to the techniques that underpin it.
• Library hubs link to interview hub — /library/, /library/agile/, and /library/techniques/a-z/ all now link to the 739-question interview hub.
• Quiz content refresh — quiz/content.json rebuilt from current HTML so quiz questions reference all new June 2026 material.

712 interview questions, 29 agile evolution timelines, 18 Grad interview sections

Three final additions completing the June 2026 depth pass:

• 712 total interview questions — the Interview Questions hub now includes 54 new Grad-level questions across 18 first-principles lessons, covering SDLC, testing mindset, exploratory basics, security fundamentals, and more. Up from 658 to 712.
• “How this has changed” on all 29 agile technique pages — Every agile technique page now has a 5-era historical evolution timeline. From Planning Poker’s 2002 invention to AI-assisted estimation, BDD from Dan North’s 2003 insight to Gherkin, SAFe from 2011 to version 6 with AI integration, and all 27 others.
• Grad interview sections — 18 Grad curriculum pages now have formal levelled interview questions (3 per page). Every level from Grad through Test Manager now has interview prep embedded in each lesson.

The technique library is now fully complete: all 77 technique pages (48 core + 29 agile) have definition, worked examples, practitioner depth, knowledge-graph links, evolution timelines, and interview questions.

658 interview questions hub + evolution timelines on all 48 technique pages

Two major additions shipped today:

• Interview Questions hub — 587+ QA interview questions extracted from every lesson page across the bootcamp, organised by career level. From Grad through Test Manager, all automation tracks, AI Testing, the technique library, and specialised tracks. Jump nav, NZ interview context, and coach mode via the Guru button.
• Evolution timelines on all 48 technique pages — Every technique page now has a “How this has changed” section showing 5 eras of history, from academic origins to current AI-assisted practice. Boundary Value Analysis from 1970s academic technique to AI-generated boundary proposals. Chaos Engineering from Netflix’s 2010 Chaos Monkey to continuous automated resilience testing. And 46 more.

Combined with the career navigation pass (June 28 morning) covering 241 lesson pages, the bootcamp now has the deepest freely-available QA training content in New Zealand, with every page showing learners exactly where they are, where they came from, and what the practice looked like across the history of the field.

Career progression nav on every lesson page

Every lesson page across the site now shows where you came from and where to go next:

• Manual curriculum (99 pages) — Grad → Junior → Senior → Test Lead → Test Manager with one-line descriptions of what each track covers
• Automation track (41 pages) — Junior Auto → Mid-Level → Senior Auto → Architect → Test Lead Automation
• AI Testing (27 pages) — track context showing who it’s for, which career level is the best foundation, and the ISO/IEC TS 42119-2 standard it aligns to
• Specialised tracks (74 pages, 21 sub-tracks) — track context with best-for career level and prerequisite foundation
• Capstone (7 pages) — context nav showing the capstone’s place in the full curriculum

Also shipped: complete technique library (77 technique pages, all with authority blocks + knowledge-graph related-technique links), sitemap refresh to 636 URLs, and practitioner blocks on all 4 comparison pages and 7 template pages.

Practitioner authority pass — 265 lesson pages enriched

Every lesson page across all career tracks (Grad, Junior, Senior, Test Lead, Test Manager), the 7-week Capstone, AI Testing, Automation, and Specialised tracks now has four practitioner authority blocks:

• Senior engineer insight — real perspective on what matters at that career level, common mistakes included
• From the field — a war story with NZ-specific context and a lesson that generalises
• Why teams fail here — four domain-specific failure modes for each topic
• Key takeaway — one memorable sentence capturing the professional judgement behind the technique

Selected high-value pages also received Enterprise Reality callouts (how techniques change at 100+ tester / regulated-government scale) and knowledge-graph Related Techniques links (prerequisites and three related techniques with one-line WHY explanations). The technique library gained a quick-comparison table across all 10 core techniques.

Biggest single-day release — practitioner depth, new content & compliance hardening

A multi-pass quality and content release across every section of the bootcamp: new pages, deeper technique content, engineering diagrams, practitioner insights, NZ compliance callouts, security hardening of the AI labs proxy, and a full depth pass on all 8 AI Evaluation lessons.

New pages & lessons

• Learning Roadmap — Visual two-track diagram with self-selection wizard and time estimates per level. Linked from nav and homepage.
• How to Use This Bootcamp — Onboarding guide covering learning flow, ISTQB alignment, portfolio advice, and NZ interview tips.
• Resources & Downloads hub — Every template, comparison guide, interview bank, and checklist in one place.
• Māori Data Sovereignty — Te Mana Raraunga principles, why standard anonymisation fails for iwi/hapū/whānau data, synthetic data generation scenario (Benefits NZ case management), governance checklist.
• Flakiness Classification Framework — 6-category taxonomy with detection signals, fix strategies, quarantine pattern, and Flakiness Budget concept.
• MSW (Mock Service Worker) — Browser and Node.js network-level API mocking. Comparison vs WireMock/Pact, NZ KiwiSaver example.
• WireMock — Standalone HTTP mock server. Stateful scenarios, latency simulation, Benefits NZ benefit calculator example.
• Metamorphic Testing Relations — Testing AI when no oracle exists. 4 MR types, spotting demographic bias accuracy testing misses.
• Neural Network Coverage Metrics — NC, k-MNAC, SNAC — why 99% accuracy is not enough. CT-AI v2.0 gap-fill.
• Templates Library (8 pages) — Test Case, Bug Report, Test Plan, Test Strategy, Risk Register, Playwright Boilerplate, Test Report. Each with blank template, field guide, NZ example, and copy-paste markdown.
• Comparisons & Decision Guides (5 pages) — Playwright vs Cypress vs Selenium, TestRail vs Xray vs Zephyr, Technique Selector, CI/CD Tools for QA.
• Interview Question Banks (5 pages) — Per-level banks with model answers: Grad (20 Qs), Junior (25 Qs), Senior (30 Qs), Test Lead (30 Qs), Automation/SDET (30 Qs). NZ-specific context throughout.
• New specialised lessons — Ethics in Testing, Test Data Management, Metrics & Reporting, Jira Xray, GitHub Actions for QA, Event-Driven & Async Testing.

Technique Library depth — all 78 pages

• 5 new sections on every technique page — Industry Reality (what real projects look like), Decision Framework (use it when / skip it when), Best Practices checklist, Common Misconceptions (3 myth/reality pairs), Knowledge Graph (prerequisites, related techniques, what’s next).
• Self-checks expanded to 9 questions on all 77 technique and agile pages (up from 5). New questions cover applied judgment, NZ scenarios, technique contrasts, and interview traps.
• Key Takeaway boxes on the 15 most-studied pages: 2–3 sentence summary of what the technique is, when to use it, and the most common mistake.
• Senior Engineer Insight boxes on all 48 core technique pages — 80–120 words of practitioner commentary per page: counter-intuitive lessons and specific failure modes you only learn from field experience.
• “Common Mistake vs What Works” comparisons on 12 key pages — Side-by-side anti-pattern sections on BVA, Equivalence Partitioning, Exploratory Testing, Risk-Based Testing, Regression, Defect Management, API Testing, Security Testing, Automation Patterns, Performance Testing, Test Metrics, and Test Planning.
• Deep-dives on 4 high-demand pages — Defect Management (5 Whys, Fishbone, Bug Bash), Performance Testing (5 types, k6 script, NZ target table), Security Testing (OWASP Top 10 NZ examples), Sustainable Testing (energy footprint, carbon cost of AI testing).
• Reading time & last-updated now shown on all 77 technique pages.

Engineering diagrams

• Test Pyramid on How to Use — CSS diagram showing ideal unit/integration/E2E ratio with cost and speed labels.
• RAG Pipeline Architecture on RAG Evaluation — query → embedding → vector store → retrieved chunks → LLM → grounded answer, with test boundary callout.
• AI Agent Execution Loop on Agent Testing — plan / tool-call / observe cycle diagram.
• CI/CD Pipeline on Regression Testing — commit → unit → integration → regression → deploy with timing and role labels.

Navigation & discoverability

• All Techniques A–Z — new index page — All 48 core techniques listed alphabetically with category badges and a live filter/search field. Also linked from the sidebar under “Quick find”.
• NZ career progression ladder on the Learning Roadmap — Two-track visual diagram with NZ salary ranges at each level: Manual/Leadership (Grad QA $55–70k through Test Manager $125–155k) and Quality Engineering (Junior SDET $70–90k through QA Architect $140–175k).
• “Go Deeper” cross-links on 11 technique pages — Technique pages that have a corresponding specialised track now link directly to it. New this release: Compatibility Testing, Compliance & Privacy Testing, Usability Heuristics, Chaos Engineering, Mutation Testing, and Contract Testing.
• “Where do I start?” selector on homepage — three cards (Complete beginner / Career changer / Experienced tester) guide new visitors to the right entry point.
• “Popular & Most Practical” section on Library index — 5 highlighted cards for the most-visited techniques.
• Technique count corrected throughout — 48 core + 29 agile = 78 total, replacing stale “25” and “30+” figures.

AI Evaluation depth pass — all 8 lessons

• “Compared to What?” comparison tables — Every AI eval lesson now answers the question senior engineers always ask first. Each table shows 4–5 competing or complementary techniques with Best For and Weakness columns, with the current technique highlighted.
• “When Not to Use This” sections — 4-card grids covering when the technique is overkill, what assumptions it relies on, and which alternatives are better suited. Teaches judgment, not just mechanics.
• “At Enterprise Scale” sections — How each AI testing technique changes at 300-developer, 40-product, regulated-sector scale. Covers governance, tooling, capacity planning, and process — the content that separates a training site from a practitioner handbook.
• Failure Analysis post-mortems — Each lesson now includes a case study in post-mortem format: what happened, why tests missed it, root cause, fix, and lesson learned. Real-world scenarios (CoverNZ, Benefits NZ, lending, insurance, chatbot breach) that make the lesson stick.
• Common Misconception callouts — One opinionated contrarian observation per lesson, placed early to disrupt assumptions before the core teaching. Examples: “Consistency testing is an advanced topic for later” (it is the floor, not the ceiling); “HITL is a temporary safety net” (it’s a permanent architecture decision in regulated domains).
• “Lessons from Production” sections — 6 opinionated bullets per lesson on what teams consistently discover after deploying the technique in real systems. The kind of content that only comes from field experience.
• “Why the Business Cares” sections — 4-card grid per lesson connecting the technical technique to Regulatory / Customer trust / Operational / Audit outcomes.
• Architecture diagrams on 4 lessons — Human Approval Workflow (HITL), LLM Evaluation Pipeline (Model Benchmarking), Direct vs Indirect Injection (Prompt Injection), Metamorphic Relation Test Cycle (Metamorphic Testing).
• Lesson transition explanations — Every teach-nav section now explains why the next lesson follows from this one, turning 8 standalone pages into a connected learning journey.
• AI Eval hub improvements — “How We Got Here” timeline (2017 traditional ML → 2026 operational assurance) and a decision guide table: 9 engineering situations mapped to the right technique.

ISO/IEC 42119 alignment & NZ compliance

• ISO 42119 Part structure map on module index — 3-card section mapping Parts 2, 3, and 7&8 to specific lessons. Each lesson card now shows its Part badge.
• Prompt Injection & RAG Evaluation branded as Parts 7&8 labs — banners link practical exercises to standard evidence requirements.
• OPC & Privacy Act 2020 checkpoints on Bias & Fairness Testing, Data Quality Testing, and Applying 42119 in a Real NZ Project — covering IPPs 4, 9, 10, 12A (automated decision-making rights), and transborder data flow obligations.
• AI labs proxy hardened — IP rate limiting (20 req/60 s), max prompt size (4,000 chars/message, 8,000 chars/request), max 10 messages per request, server headers stripped.

Biggest content drop yet — 70+ new pages across every track

A complete backlog sweep covering the gaps identified in a full curriculum audit. New specialised tracks, missing manual and automation learning modules, library technique entries, career guidance, and cross-track bridge exercises. Everything has NZ examples, prompt labs, ISTQB mapping, and the standard 10-section teaching architecture.

• New specialised track: ERP Programme Testing — 7 lessons covering Oracle Fusion, Microsoft Dynamics 365, Salesforce, data migration testing, UAT design, and multi-vendor ERP. No NZ competitor has this.
• New specialised track: Playwright Deep-Dive — 4 lessons from playwright.config.ts to CI pipelines with sharding and blob reporting.
• New specialised track: Environment & Release Management — environment topology, Go/No-Go decisions, and test data governance under the NZ Privacy Act 2020.
• New specialised track: QA Career & Job Search Toolkit — NZ salary benchmarks, CV and portfolio, interview prep, and contracting vs permanent. 4 lessons.
• New specialised track: Accessibility Certification Prep (IAAP) — CPACC and WAS exam preparation with NZ Web Accessibility Standard 1.2 context.
• New specialised track: Shift-Left & Shift-Right Testing — Three Amigos, feature flags, canary deployments, synthetic monitoring, and DORA metrics.
• Senior manual modules: API Testing, Database & Backend Testing, Usability Testing.
• Test Manager modules: NZ Government Procurement, Multi-Vendor Programme Testing, plus 3 new practice exercises (Budget Crunch, Post-Mortem, HealthNZ EHR Migration).
• Mid-Level automation modules: BDD & Gherkin, Visual Regression, Cross-Browser Automation, Test Reporting & Artefacts, plus 2 new practice scenarios.
• Senior SDET modules: Mutation Testing (Stryker.js) and Mobile Automation (Appium + Detox).
• Test Automation Lead: Automation Governance Policy — policy templates, sprint charters, and review cadences.
• Library techniques (6 new): Performance Testing, Usability Heuristics, Compatibility Testing, Model-Based Testing, Automation Design Patterns, Exploratory Testing Charters.
• Bridge exercises: Junior → SDET, Mid-Level → Senior, Senior → Test Lead — cross-track scenarios combining manual and automation skills.

GraphQL, OAuth/MFA, Contract Testing, ISTQB MCQs & more

A second wave of specialist content filling gaps identified in the curriculum review.

• GraphQL API Testing — schema, field-level authorisation, introspection, DoS via query depth.
• OAuth / SSO / MFA Testing — state CSRF, token expiry, MFA bypass, JWT claims. RealMe examples.
• Contract Testing (PACT) — 3-lesson track: fundamentals, writing tests with matchers, PACT Broker & can-i-deploy in CI.
• Flaky Test Management — detect, quarantine, root-cause, fix. The 4-step process.
• ISTQB CTFL v4.0 Practice Questions — 40 MCQs across all 6 chapters with live scoring.
• Te Reo Māori UI Testing — macron rendering across every output channel. Unique NZ content.
• WebSocket Testing — Playwright listeners, reconnection, wscat CLI.
• TestContainers — real PostgreSQL in Docker for integration tests. KiwiSaver example.
• Property-Based Testing — fast-check and Hypothesis. 1,000 random inputs, automatic shrinking to the minimal failure.

Testing AI Systems — ISO/IEC TS 42119-2 module

A new 6-lesson module on testing AI systems themselves, aligned to the ISO/IEC TS 42119-2:2025 standard. Covers why AI testing is different, model testing, data-quality testing, bias & fairness testing, audit-ready artefacts, and applying 42119 on a real NZ project.

• Browse the ISO/IEC 42119 module →
• Why AI testing is different
• Bias & fairness testing

Curriculum expansion across every level

The biggest content drop yet: 49+ new learning pages added across the Manual QA and Quality Engineering tracks, with worked NZ examples, decision checklists, failure-mode walkthroughs, and interview prep on every page.

• Test with AI — new 5-module section mapped to the ISTQB CT-GenAI syllabus, with live AI-backed prompt labs.
• Technique Library — 78 techniques (48 core + 29 agile) rebuilt on the new 10-section Teaching Architecture.
• Mobile, performance, and security testing fundamentals added.
• NZ Privacy Compliance Checklist for government-agency AI use.
• AI Interview tool added and the AI Quiz expanded to cover all career tracks.
• New SDLC page (Grad) and Business of QA page (Test Manager), plus a Bug Report Builder worksheet.