Editorial Policy
Last updated: November 1, 2026
This page explains how the content on CaliberTek is made, who is responsible for it, and what to do if you find something wrong.
Who is responsible
Dev Kilaru is the editor of CaliberTek and is accountable for what is published. Dev Kilaru works in data engineering, analytics, and test automation, which is why those topics get the most depth on the site.
How a lesson is made
- Choose a useful topic. We pick topics that learners ask about, that appear in job descriptions and certification exam guides, or that the editor uses in real projects.
- Research official sources. We start from vendor documentation, language specifications, and official exam guides, not from other tutorial sites.
- Draft with AI assistance. We use AI tools to help draft and organize first versions. A draft is never published just because a tool wrote it.
- Edit and check. The editor checks the draft against the sources, runs or reviews the code, and removes or rewrites anything that cannot be backed up. Where we could not verify a detail from an official source, we say so.
- Add practical experience. We are adding notes from real project work to our in-depth lessons: common mistakes, troubleshooting steps, and trade-offs that documentation usually leaves out.
Short reference pages
Some pages, such as cheat sheets and short lessons, are quick references and are not full tutorials. Pages with fewer than 500 words of explanation are marked so that search engines do not index them, they are not listed in our sitemap, and they do not show ads. We expand them into full lessons over time.
Accuracy and updates
Technology changes quickly. The "Updated" date on a page shows when its content last changed, and "Published" shows when it first appeared on the site. For certifications, exam fees, formats, and passing scores are set by the organizations that run each exam, so always confirm them on the official site before you register.
Corrections
If you find an error, email info@tekcaliber.com or use the contact page with the page address and the correction. We review every report, fix confirmed mistakes, and update the page's date.
Product reviews and independence
Product reviews are written to help you choose tools, and we describe both strengths and limitations. If we ever receive payment, a free product, or an affiliate commission related to a review, we will say so on that page.
Advertising
CaliberTek may show ads, including Google AdSense. Ads help pay for the site. They do not change what we write or how we rank or describe tools, and ads are clearly labelled.
Security topics
Security lessons are for defensive and educational use. We teach with practice labs and systems you own or have written permission to test.