Editorial Policy.
How we write, review & correct.

All articles on QAPulse by SK (skakarh.com) are written by Shahnawaz Khan — a QA Automation Engineer and SDET with 11+ years of software engineering experience, the last 5 focused on production test automation and AI-driven quality engineering.

Author identity is publicly verifiable through:

• LinkedIn — employment and consulting history
• GitHub (QAPulse by SK) — open-source research repositories
• Google Scholar — academic publications
• ORCID 0009-0007-4055-6563 — verified researcher identity

Guest authors, when they appear, are named at the top of the article with the same links to their public professional profiles.

• Primary sources. Official framework documentation (Playwright, Cypress, Selenium, Apple, Microsoft, Google) is always preferred over secondary blogs. Every tutorial cross-references the current stable release.
• Hands-on execution. Every code sample published on this site has been executed locally against the tool version stated in the article. If a snippet is illustrative and not runnable end-to-end, it is labelled as such.
• Version anchoring. Where behaviour depends on a specific framework version, that version is called out inline — not left to age silently.
• External linking. Sources are cited inline as clickable links to the original documentation, GitHub repository, or research paper. External links to competing tools and vendors are provided when relevant.

Where AI helps:

• Draft outlines and section structure for long-form tutorials
• Grammar, clarity and rephrasing passes on human-written drafts
• Generating alternative code examples that are then executed, reviewed and edited by hand
• Summarising release notes and framework changelogs for the Tool News category

Where AI is never the final voice:

• Technical claims — every assertion about how a tool behaves is verified against the tool itself before publishing
• Code that appears in the article — every published snippet is executed by a human
• Recommendations — tool picks, framework choices and career advice reflect the author’s real production experience, not model output
• Client work, case studies and portfolio pieces — written entirely by the author

Any article that is substantially AI-generated without human execution and review is not published. This is a firm rule, not a guideline.

1. Draft. Written by the author, with any AI-assisted sections re-read and edited line-by-line.
2. Code verification. Every command, snippet and configuration is run against the stated tool version on a real machine.
3. Fact-check. Version numbers, feature availability, pricing (where mentioned), and links are re-checked against the official source.
4. Readability pass. The article is re-read end-to-end for structure, clarity and useful examples over filler.
5. SEO and metadata. Title, meta description, canonical URL, alt text and schema markup are set and validated.
6. Publish. The article ships with a real publication date and author byline.
7. Post-publish monitoring. Comments, emails and reader corrections are reviewed weekly.

• Report an error. Email contact@skakarh.com with the article URL and a short description of what needs fixing. We respond within 48 hours.
• Minor edits (typos, broken links, out-of-date version numbers) are applied silently and the article’s dateModified is updated.
• Substantive corrections (a factual error, a code sample that does not actually work, an inaccurate recommendation) are noted in a short “Editor’s note” at the top of the article with the correction date.
• Retractions. If an entire article turns out to be wrong or misleading, we retract it — the URL is either replaced with a corrected version referencing the change, or 301-redirected to a related article, with a note explaining why.
• Framework changes. Long-form tutorials are re-checked when the underlying tool ships a major release. Outdated tutorials are either refreshed or clearly marked as version-specific.

• Display ads. When enabled, display advertising on this site is served through Google AdSense or a comparable network. Ad placement, targeting and measurement follow Google’s policies. See our Privacy Policy for advertising-cookie details.
• Sponsored articles. Sponsored content, when it appears, is clearly labelled “Sponsored” at the top of the article. Sponsors do not receive final editorial approval; the author retains full control over tone, structure and honest assessment.
• Affiliate links. Some tool recommendations may use affiliate links. These are used only for tools the author actually recommends on technical merit. Affiliate status never influences the ranking or recommendation.
• Newsletter sponsorship. The QA Pulse newsletter accepts sponsorship. Sponsor placements are labelled and separated from editorial sections.