Editorial policy

How Certbie creates study content

Certbie publishes independent certification study material. Our goal is to help candidates understand public exam objectives, identify weak domains, and practice with original questions that teach the underlying concepts.

Sources we use

Official vendor exam pages, exam guides, certification handbooks, product documentation, retirement notices, and standards-body publications are treated as the source of truth. For regulatory and standards-based topics, we prioritize primary sources such as NIST, PCI SSC, ISO-related documentation, EUR-Lex, government agencies, and vendor documentation.

Question creation

Practice questions are independently written to cover public objectives and common decision patterns. They are not copied from real exams, braindumps, leaked test banks, or proprietary vendor content. We reject questions that appear repetitive, underspecified, overly broad, or disconnected from the stated exam objective.

AI assistance

Certbie may use AI tools to draft practice questions, flashcards, summaries, or article outlines. AI-assisted material is expected to be grounded in official public sources, validated for structure and duplicate risk, and reviewed before being promoted into indexed public pages.

Updates and corrections

Certification programs change. We mark review dates where practical, compare priority content against current official pages, and revise or remove pages when an exam is retired, replaced, or ambiguous. Readers can report corrections through the contact page.

Independence

Certbie is independent. Vendor names, certification names, and product names belong to their respective owners. References to those names are used only to identify study topics and certification paths.