Try and practice the latest Google : LookML-Developer real questions & answers

Last Updated: Aug 28, 2026

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Google LookML-Developer Exam Overview:

Certification Vendor:Google / Looker
Exam Name:Looker LookML Developer
Exam Number:LookML-Developer
Exam Format:Scenario-based questions, Multiple choice
Real Exam Qty:50–65
Available Languages:English
Related Certifications:Looker Business Analyst (retired)
Google Cloud certifications
Exam Duration:100 minutes
Sample Questions: DOWNLOAD DEMO
Exam Way:Online proctored delivery
Pre Condition:Practical experience developing Looker models and familiarity with SQL and BI development recommended.

Google LookML-Developer Exam Syllabus Topics:

SectionObjectives
Topic 1: Performance & Optimization- Query efficiency
  • 1. Derived tables / PDTs
  • 2. Caching strategies
Topic 2: Security & Governance- Access controls
  • 1. Permission models
  • 2. Data security implementation
Topic 3: LookML Fundamentals- LookML syntax and structure
  • 1. Model files
  • 2. View files
Topic 4: Data Modeling- Joins and Explores
  • 1. Explore configuration
  • 2. Defining joins
Topic 5: Project Management & Content- Project structures
  • 1. Content validation and debugging
  • 2. Maintaining project health

Common Questions About the Google Looker LookML Developer

The Google Looker LookML Developer exam is the official Google assessment behind the Looker certifications credential, which sits at the Professional / Specialist level. Passing it confirms that your skills meet the vendor's current requirements rather than a textbook outline. It also connects with related certifications such as Looker Business Analyst (retired), Google Cloud certifications, so it can anchor a broader certification path.

According to the official exam information, the Google Looker LookML Developer exam includes 50–65 questions and gives you 100 minutes to complete them. Treat that as a pacing exercise, not just a knowledge check: bank the questions you know first, flag the ones that stall you, and circle back instead of burning minutes on a single item. Before test day, run at least one full timed session in the Actual4Cert desktop or online test engine, so the clock never feels unfamiliar when it counts.

The official prerequisites for the Google Looker LookML Developer exam are as follows: Practical experience developing Looker models and familiarity with SQL and BI development recommended.. Requirements can change over time, so confirm the details on the official Google exam page before you book your seat.

Yes. A free PDF demo of the Google Looker LookML Developer practice questions is available on the Actual4Cert samples page, so you can check the question style and difficulty before spending anything. Every purchase also includes 365 days of free updates, and if your product expires after that period, you can extend the update service from your member zone at 50% off.

If you take the LookML-Developer exam within 60 days of your purchase and do not pass, Actual4Cert offers a 100% money-back guarantee: send a scanned copy of your exam enrollment slip together with the official Score Report PDF within two days of your exam date, and the refund is processed within seven days. The candidate name must match the payer name, and the guarantee does not apply to exams taken within three days of purchase, to material that was downloaded without the exam actually being taken, or to free materials and expired orders. Prefer to keep studying instead? You can exchange your purchase for two additional exam products of equal value, free of charge, while keeping the update service on your original product. Delivery itself is instant: the download link is emailed within one minute of payment, and if nothing arrives within two hours, our support team will sort it out. There is no limit on how many computers you install the material on.

The Google Looker LookML Developer syllabus is organized into 5 domains. The leading areas include LookML Fundamentals, Data Modeling, and Performance & Optimization. For the complete, topic-by-topic breakdown, scroll up to the Exam Topics section above.

Google Looker LookML Developer Sample Questions:

Question 1

A LookML developer has written the following persistent derived table. It references orders_rollup, another persistent derived table that also rebuilds with the same SQL trigger value.

Which change is needed to guarantee that user_facts will always rebuild with the latest data from orders_rollup?

A. Change the sql_trigger_value parameter for both persistent derived tables to a datagroup_trigger parameter, and set them to use the same datagroup.
B. Change the orders_rollup view reference to ${orders_rollup.DERVIED_TABLE_NAME}
C. Change the sql_trigger_value parameter of user_facts to select the current date plus one hour, so it triggers an hour after orders_rollup.
D. Change the orders_rollup view reference to the literal table name from the database's scratch schema.


Question 2

A developer has created a persistent derived table that tracks new or updated orders and they want to cache the results. The cache should be refreshed whenever some new order is available on the underlying datasource table my tablename or at least every 24 hours.
Which datagroup definition will refresh the cache as expected?
A)

B)

C)

D)

A. Option B
B. Option A
C. Option D
D. Option C


Question 3

A retail company wants to limit who can see the financial information in their reports to executives and store managers. The LookML Developer creates a user attribute called leadership with the value "000" for executives and "999" for store managers. The developer creates three access grant objects and one dimension:

How should the developer ensure that only authorized users see the data in the Total Revenue dimension?

A. required_access_grants: [can_view_financial_data]
B. required_access_grants: [total_revenue]
C. required_access_grants: ["000","999"]
D. required_access_grants: [leadership]


Question 4

A developer is defining the users table within a view file in Looker. The users table will be available as an individual Explore and it will also be joined into other Explores, such as the products Explore. The developer needs to limit the fields visible in the products Explore without affecting the visibility of the fields in the users Explore.
How should the developer meet this requirement?

A. Use the fields parameter at the join level for the products Explore to specify which fields should be included and leave the users Explore as is.
B. Use the hidden parameter in the users view file for the fields that should not come over to the products Explore and leave the users Explore as is.
C. Create two view files for the users table. One view file will have all possible fields for the users Explore, and the other will have only the fields required for the products Explore.
D. Create duplicate dimensions and measures, one for the users Explore and one for the products Explore, and use the hidden parameter to modify the visibility of the fields.


Question 5

A developer wants to create a measure that shows the item count broken out by category. When a second, more granular dimension is added to the same query, the count broken out by category should still represent the original aggregation and be duplicated on each line. The business wants this "count" in "category" available in the Explore section without any additional work done by the end user. For example:
The Count column represents the count for each combination of Category and Item.
The Count in Category column represents the count for each Category only.

How can the developer address this need with a LookML object?

A. Calculate the measure using a derived table, and then join that derived table back into the Explore.
B. Calculate the overall count using table calculations in the Explore.
C. Create a measure with type: sum_over_dimension, and make the dimension value controlled by a parameter.
D. Create a measure filtered on Category, and make the filter value controlled by a parameter.


Solutions:

Question 1
Answer: A
Question 2
Answer: B
Question 3
Answer: A
Question 4
Answer: A
Question 5
Answer: A

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