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By snowflake
Aug, 2025

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Question 26

Which table function is used to view all errors encountered during a previous data load?

  • A: VALIDATE
  • B: INFER_SCHEMA
  • C: GENERATOR
  • D: QUERY_HISTORY

Question 27

What is the MINIMUM size requirement when creating a Snowpark-optimized virtual warehouse?

  • A: X-Small
  • B: Small
  • C: Medium
  • D: Large

Question 28

Which role has the ability to create and manage users and roles?

  • A: ORGADMIN
  • B: USERADMIN
  • C: SYSADMIN
  • D: SECURITYADMIN

Question 29

What issues can be identified and troubleshooted using the Query Profile? (Choose two.)

  • A: Full index scans
  • B: Cartesian products
  • C: Insufficient privileges
  • D: Queries too large to fit in memory
  • E: Virtual warehouse credit consumption

Question 30

What happens to the objects in a reader account when the DROP MANAGED ACCOUNT command is executed?

  • A: The objects are dropped.
  • B: The objects enter the Fail-safe period.
  • C: The objects enter the Time Travel period.
  • D: The objects are immediately moved to the provider account.

Question 31

What function can be used with the recursive argument to return a list of distinct key names in all nested elements in an object?

  • A: FLATTEN
  • B: GET_PATH
  • C: CHECK_JSON
  • D: PARSE_JSON

Question 32

What does Snowflake recommend when planning virtual warehouse usage for a data load?

  • A: Load the fewest possible number of large files.
  • B: Dedicate a separate warehouse for loading data.
  • C: Increase the size of the warehouse used.
  • D: Use several single-cluster warehouses.

Question 33

Which Snowflake database object can be used to track data changes made to table data?

  • A: Tag
  • B: Task
  • C: Stream
  • D: Stored procedure

Question 34

Who can activate and enforce a network policy for all users in a Snowflake account? (Choose two.)

  • A: A user with an USERADMIN or higher role
  • B: A user with a SECURITYADMIN or higher role
  • C: A role that has been granted the ATTACH POLICY privilege
  • D: A role that has the NETWORK_POLICY account parameter set
  • E: A role that has the OWNERSHIP of the network policy

Question 35

How can a data provider share their Snowflake data? (Choose two.)

  • A: External table
  • B: Snowpark API
  • C: Direct share
  • D: External function
  • E: Snowflake Marketplace listing

Question 36

When scaling up Virtual Warehouses by increasing Virtual Warehouse t-shirt size, you are primarily scaling for improved:

  • A: Concurrency
  • B: Performance

Question 37

What will prevent unauthorized access to a Snowflake account from an unknown source?

  • A: Network policy
  • B: End-to-end encryption
  • C: Multi-Factor Authentication (MFA)
  • D: Role-Based Access Control (RBAC)

Question 38

Which query type is supported for implementing the search optimization service?

  • A: Queries with column concatenation
  • B: Substring search queries on external tables
  • C: String searches on columns using the COLLATE function
  • D: Geography value column searches using geospatial functions

Question 39

What Snowflake feature provides a data hub for secure data collaboration, with a selected group of invited members?

  • A: Data Replication
  • B: Secure Data Sharing
  • C: Data Exchange
  • D: Snowflake Marketplace

Question 40

Which semi-structured data function interprets an input string as a JSON document that produces a VARIANT value?

  • A: PARSE_JSON
  • B: CHECK_JSON
  • C: JSON_EXTRACT_PATH_TEXT
  • D: PARSE_XML

Question 41

Which Snowflake data types can be used to build nested hierarchical data? (Choose two.)

  • A: INTEGER
  • B: OBJECT
  • C: VARIANT
  • D: VARCHAR
  • E: LIST

Question 42

Which statistics can be used to identify queries that have inefficient pruning? (Choose two.)

  • A: Bytes scanned
  • B: Bytes written to result
  • C: Partitions scanned
  • D: Partitions total
  • E: Percentage scanned from cache

Question 43

Which element in the Query Profile interface shows the relationship between the nodes in the execution of a query?

  • A: Node List
  • B: Steps
  • C: Overview
  • D: Operator Tree

Question 44

What will happen if a Snowflake user suspends the updates to a materialized view?

  • A: The queries on that view will generate an error message.
  • B: The queries on that view will return the last stored data.
  • C: The queries on that view will return the data using Time Travel.
  • D: The queries on that view will return the data with a warning message.

Question 45

Which Snowflake function will parse a JSON-null into a SQL-null?

  • A: TO_CHAR
  • B: TO_VARIANT
  • C: TO_VARCHAR
  • D: STRIP_NULL_VALUE

Question 46

Which Snowflake command can be used to unload the result of a query to a single file?

  • A: Use COPY INTO [external stage] followed by a GET command to download the file.
  • B: Use COPY INTO [internal stage] followed by a PUT command to download the file.
  • C: Use COPY INTO [internal stage] with SINGLE = TRUE followed by a GET command to download the file.
  • D: Use COPY INTO [external stage] with SINGLE = TRUE followed by a PUT command to download the file.

Question 47

As a best practice, clustering keys should only be defined on tables of which minimum size?

  • A: Multi-Kilobyte (KB) Range
  • B: Multi-Megabyte (MB) Range
  • C: Multi-Gigabyte (GB) Range
  • D: Multi-Terabyte (TB) Range

Question 48

How are micro-partitions enabled on Snowflake tables?

  • A: Micro-partitioning requires a cluster key on a table.
  • B: Micro-partitioning is automatically performed on a table.
  • C: Micro-partitioning requires the use of the search optimization service.
  • D: Micro-partitioning is defined by the user when a table is created.

Question 49

What persistent data structures are used by the search optimization service to improve the performance of point lookups?

  • A: Micro-partitions
  • B: Clustering keys
  • C: Equality searches
  • D: Search access paths

Question 50

Which Snowflake feature provides increased login security for users connecting to Snowflake that is powered by Duo Security service?

  • A: OAuth
  • B: Network policies
  • C: Single Sign-On (SSO)
  • D: Multi-Factor Authentication (MFA)
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