Download SnowPro Advanced Data Engineer.SnowPro-Advanced-Data-Engineer.ExamTopics.2025-07-07.65q.vcex

Vendor: Snowflake
Exam Code: SnowPro-Advanced-Data-Engineer
Exam Name: SnowPro Advanced Data Engineer
Date: Jul 07, 2025
File Size: 2 MB
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Demo Questions

Question 1
A new CUSTOMER table is created by a data pipeline in a Snowflake schema where MANAGED ACCESS is enabled.
Which roles can grant access to the CUSTOMER table? (Choose three.)
  1. The role that owns the schema
  2. The role that owns the database
  3. The role that owns the CUSTOMER table
  4. The SYSADMIN role
  5. The SECURITYADMIN role
  6. The USERADMIN role with the MANAGE GRANTS privilege
Correct answer: AEF
Explanation:
Question 2
Given the table SALES which has a clustering key of column CLOSED_DATE, which table function will return the average clustering depth for the SALES_REPRESENTATIVE column for the North American region?
  1. select system$clustering_information('Sales', 'sales_representative', 'region = ''North America''');
  2. select system$clustering_depth('Sales', 'sales_representative', 'region = ''North America''');
  3. select system$clustering_depth('Sales', 'sales_representative') where region = 'North America';
  4. select system$clustering_information('Sales', 'sales_representative') where region = 'North America’;
Correct answer: B
Explanation:
Question 3
A large table with 200 columns contains two years of historical data. When queried, the table is filtered on a single day. Below is the Query Profile:
Using a size 2XL virtual warehouse, this query took over an hour to complete.
What will improve the query performance the MOST?
  1. Increase the size of the virtual warehouse.
  2. Increase the number of clusters in the virtual warehouse.
  3. Implement the search optimization service on the table.
  4. Add a date column as a cluster key on the table.
Correct answer: D
Explanation:
Question 4
A Data Engineer is working on a Snowflake deployment in AWS eu-west-1 (Ireland). The Engineer is planning to load data from staged files into target tables using the COPY INTO command.
Which sources are valid? (Choose three.)
  1. Internal stage on GCP us-central1 (Iowa)
  2. Internal stage on AWS eu-central-1 (Frankfurt)
  3. External stage on GCP us-central1 (Iowa)
  4. External stage in an Amazon S3 bucket on AWS eu-west-1 (Ireland)
  5. External stage in an Amazon S3 bucket on AWS eu-central-1 (Frankfurt)
  6. SSD attached to an Amazon EC2 instance on AWS eu-west-1 (Ireland)
Correct answer: CDE
Explanation:
Question 5
A Data Engineer wants to create a new development database (DEV) as a clone of the permanent production database (PROD). There is a requirement to disable Fail-safe for all tables.
Which command will meet these requirements?
  1. CREATE DATABASE DEV -
    CLONE PROD -
    FAIL_SAFE = FALSE;
  2. CREATE DATABASE DEV -
    CLONE PROD;
  3. CREATE TRANSIENT DATABASE DEV -
    CLONE PROD;
  4. CREATE DATABASE DEV -
    CLONE PROD -
    DATA_RETENTION_TIME_IN DAYS = 0;
Correct answer: C
Explanation:
Question 6
Which query will show a list of the 20 most recent executions of a specified task, MYTASK, that have been scheduled within the last hour that have ended or are still running?
Correct answer: B
Explanation:
Question 7
A stream called TRANSACTIONS_STM is created on top of a TRANSACTIONS table in a continuous pipeline running in Snowflake. After a couple of months, the TRANSACTIONS table is renamed TRANSACTIONS_RAW to comply with new naming standards.
What will happen to the TRANSACTIONS_STM object?
  1. TRANSACTIONS_STM will keep working as expected.
  2. TRANSACTIONS_STM will be stale and will need to be re-created.
  3. TRANSACTIONS_STM will be automatically renamed TRANSACTIONS_RAW_STM.
  4. Reading from the TRANSACTIONS_STM stream will succeed for some time after the expected STALE_TIME.
Correct answer: A
Explanation:
Question 8
A database contains a table and a stored procedure defined as:
The log_table is initially empty and a Data Engineer issues the following command:
CALL insert_log(NULL::VARCHAR);
No other operations are affecting the log_table.
What will be the outcome of the procedure call?
  1. The log_table contains zero records and the stored procedure returned 1 as a return value.
  2. The log_table contains one record and the stored procedure returned 1 as a return value.
  3. The log_table contains one record and the stored procedure returned NULL as a return value.
  4. The log_table contains zero records and the stored procedure returned NULL as a return value.
Correct answer: D
Explanation:
Question 9
A Data Engineer has developed a dashboard that will issue the same SQL select clause to Snowflake every 12 hours.
How long will Snowflake use the persisted query results from the result cache, provided that the underlying data has not changed?
  1. 12 hours
  2. 24 hours
  3. 14 days
  4. 31 days
Correct answer: D
Explanation:
Question 10
A Data Engineer executes a complex query and wants to make use of Snowflake’s query results caching capabilities to reuse the results.
Which conditions must be met? (Choose three.)
  1. The results must be reused within 72 hours.
  2. The query must be executed using the same virtual warehouse.
  3. The USED_CACHED_RESULT parameter must be included in the query.
  4. The table structure contributing to the query result cannot have changed.
  5. The new query must have the same syntax as the previously executed query.
  6. The micro-partitions cannot have changed due to changes to other data in the table.
Correct answer: DEF
Explanation:
Question 11
Which Snowflake objects does the Snowflake Kafka connector use? (Choose three.)
  1. Pipe
  2. Serverless task
  3. Internal user stage
  4. Internal table stage
  5. Internal named stage
  6. Storage integration
Correct answer: ADE
Explanation:
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