Practice Questions¶

Scenario-based practice question banks, one per certification. Every bank follows the house format: a short scenario, four options, and a collapsible answer with a "why" that also explains the distractors. See template.md for the format and CONTRIBUTING.md for how to add one.

Coverage: 151 of 151 cert directories. Counts and this index are derived from docs/certs.json; do not edit the tables by hand expecting them to stick, regenerate instead.

These banks are original scenario questions for study. They contain no verbatim vendor exam content.

How to use¶

Read the scenario, commit to an answer, then expand the answer block. The explanation matters more than the letter.
Weighting sentences at the top of each bank follow the published exam domain blueprint, so time your practice where the marks are.
Pair a bank with its cert page (linked at the top of each bank) for notes, a practice plan, and strategy.

Banks by provider¶

Azure (27)¶

AWS (18)¶

Google Cloud (13)¶

Kubernetes (12)¶

NVIDIA (10)¶

HashiCorp (7)¶

Oracle (7)¶

Databricks (6)¶

GitHub (5)¶

IBM (5)¶

Anthropic (5)¶

CompTIA (4)¶

FinOps (4)¶

Snowflake (4)¶

ISC2 (3)¶

MongoDB (3)¶

Salesforce (3)¶

Cisco (2)¶

Confluent (2)¶

ISACA (2)¶

Linux Foundation (2)¶

Red Hat (2)¶