Linux Foundation CNPA Exam
Certified Cloud Native Platform Engineering Associate

Join the CNPA Discussion

xerox Commented on August 05, 2025
QUESTION: 15 B,C,E
Anonymous

Taecra Commented on August 05, 2025
The questions are useful to learn more about Azure
UNITED STATES

twin Commented on August 05, 2025
does not have full test here
UNITED STATES

kavya Commented on August 05, 2025
very helpfull
Anonymous

ajlanemed Commented on August 05, 2025
question 84 : A,B,A ? Summarizing Orders by the CustomerID, OrderID, and OrderDate columns will reduce the model size while still supporting current analysis. Yes ? Summarizing the Orders table by key dimensions (CustomerID, OrderID, OrderDate) and aggregating measures like SalesTotal will reduce row-level granularity and shrink the model size. Since the analysis focuses on total sales, order counts, and customer types, detailed line items (ProductID, UnitPrice, Quantity) are not essential. ? Removing CustomerID column from Orders will reduce model size while still supporting current analysis. No ? CustomerID is required to distinguish new vs repeat customers, which is part of the current analysis. Removing it would break that logic. ? Removing UnitPrice and Discount columns from Orders will reduce model size while still supporting current analysis. Yes ? If the analysis does not require breakdowns by price or discount, these columns can be removed. The SalesTotal column already ref
Anonymous

luz Commented on August 05, 2025
For question 113, the correct answer is B not C.
Anonymous

m Commented on August 05, 2025
I used these questions to prepare its good
Anonymous

M Commented on August 05, 2025
Just wanted to say a big THANK YOU for sharing these questions for free ??
INDIA

M Commented on August 05, 2025
These free practice questions are incredibly helpful for my AWS Cloud Practitioner (CLF-C02) prep.
INDIA

M Commented on August 05, 2025
good questions
INDIA

parker kim Commented on August 04, 2025
This is a must for exam prep. Good questions.
KOREA REPUBLIC OF

Anonymous Commented on August 04, 2025
Questions are good.
Anonymous

Anonymous Commented on August 04, 2025
Good for Exam
MEXICO

PS Commented on August 04, 2025
good questions for practice
Anonymous

B4real Commented on August 04, 2025
Q95 Azure Functions is PaaS - Azure Functions provides a powerful and flexible platform for building serverless applications, allowing you to focus on your code while Azure takes care of the infrastructure.
IRELAND

MAGICBUNNIEZ Commented on August 04, 2025
337 The most relevant reason a Data Protection Officer (DPO) would develop a data inventory is: ? B. To determine the impact in the event of a breach Why? A data inventory (or data mapping) is a core requirement under GDPR and other privacy regulations. Its primary purpose is to: Track what personal data is stored, where it resides, how it flows, and who accesses it. Enable breach impact assessments by identifying: Which datasets were compromised. Whose data was affected (e.g., customers, employees). Legal/regulatory risks (e.g., fines for exposing sensitive data). Why Not the Other Options? A. Manage storage requirements ? Secondary benefit, but not the DPO’s primary concern. C. Extend data retention ? Inventory helps enforce (not extend) retention policies. D. Automate deduplication ? IT efficiency goal, not a DPO’s legal/compliance driver. GDPR Compliance Link Article 30 mandates records of processing activities (data inventories) to demonstrate accountability and assess b
UNITED STATES

Susan Commented on August 04, 2025
These are great!!!
UNITED STATES

SJkjAFk Commented on August 04, 2025
Which is so helpful to us
UNITED STATES

jay Commented on August 04, 2025
great study questions!
Anonymous

B4real Commented on August 04, 2025
on Q36, Answers seem solid so far
IRELAND

Mantas Commented on August 04, 2025
I started to prepare for AZ-104 exam. I think that questions and answers are good practice for that
LITHUANIA

VC Commented on August 04, 2025
Q95 answer is option B
UNITED STATES

ganesh Commented on August 04, 2025
super useful
Anonymous

Matthew Commented on August 04, 2025
QUESTION: 55 Correct Ans is SYSADMIN
Anonymous

med Commented on August 04, 2025
very helpful
Anonymous

ajlanemed Commented on August 04, 2025
very helpful
Anonymous

Thabo Ramatla Commented on August 04, 2025
Very helpful
SOUTH AFRICA

Matthew Commented on August 04, 2025
QUESTION: 26 All choices are correct not only A, B
Anonymous

Manjula Commented on August 04, 2025
It is useful
Anonymous

VC Commented on August 04, 2025
Q41 Answer is wrong
UNITED STATES

Ragas Commented on August 03, 2025
very useful site for preparation and very credible answers with screenshot and links.
Anonymous

ABHIJEET Commented on August 03, 2025
Hi for Question 56 , You create a Power BI dataset that contains the table shown in the following exhibit. You need to make the table available as an organizational data type in Microsoft Excel. How should you configure the properties of the table? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. Answer is Row label :- Name Key column: ID is feature table :- Yes
Anonymous

lakmal Commented on August 03, 2025
very use full
SRI LANKA

Win Darth Commented on August 03, 2025
Good questions and answers
Anonymous

Vasim Bagwan Commented on August 03, 2025
Thanks for support
UNITED STATES

D Commented on August 03, 2025
good question
KOREA REPUBLIC OF

sam Commented on August 03, 2025
thanks for helping us
Anonymous

Tanmay Commented on August 03, 2025
Great Knowledge Sharing
Anonymous

d Commented on August 03, 2025
thanksful question!
UNITED STATES

dw kim Commented on August 03, 2025
great Q and A for AWS!
UNITED STATES

dw kim Commented on August 03, 2025
very nice one i had so far for aws
UNITED STATES

Sam Commented on August 02, 2025
Q 73 should be NO NO Yes. Please check
Anonymous

sefali Commented on August 02, 2025
it's is very useful
UNITED STATES

bristi Commented on August 02, 2025
it's helpful
UNITED STATES

Mithilesh Commented on August 02, 2025
yes, it was helpful
INDIA

Sum Commented on August 02, 2025
183 question answer is A
UNITED KINGDOM

Rinku Commented on August 02, 2025
I'll take my exam in a couple weeks. will post if this is still valid or not.
CANADA

Faber Giraldo Commented on August 02, 2025
Thank you for your help
Anonymous

Jay Commented on August 02, 2025
Love the good mork
Anonymous

Naser Commented on August 02, 2025
Hi, Is the full exam questions available for free? How? I couldn't get that. Would you please advise? Thank you
CANADA