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Last Updated: Jul 22, 2026
No. of Questions: 332 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Loading & Transformation | 20% | - Internal/external stages & file formats - DDL/DML & data transformation - Semi-structured & unstructured data - Bulk loading & Snowpipe |
| Topic 2: Account Access & Security | 20% | - Security monitoring & compliance - Users, roles & privilege model - Network policies & authentication - Data encryption & governance |
| Topic 3: Snowflake Architecture & Cloud Concepts | 25% | - Micro-partitions, clustering & caching - Three-layer architecture - Virtual warehouses & compute resources - Cloud platform integrations |
| Topic 4: Performance & Optimization | 15% | - Search optimization & materialized views - Query optimization & pruning - Warehouse sizing & scaling - Resource monitoring & cost control |
| Topic 5: Data Protection & Sharing | 10% | - Cloning & zero-copy replication - Secure data sharing & reader accounts - Data marketplace & collaboration - Time Travel & Fail-safe |
| Topic 6: Data Pipelines & Automation | 10% | - Streams & change data capture - Pipeline monitoring & management - Stored procedures & error handling - Tasks & scheduling |
1. Which Snowflake feature allows a user to substitute a randomly generated identifier for sensitive data, in order to prevent unauthorized users access to the data, before loading it into Snowflake?
A) External Tables
B) External Tokenization
C) User-Defined Table Functions (UDTF)
D) Materialized Views
2. Which of the following can be executed/called with Snowpipe?
A) A single copy_into statement
B) A stored procedure
C) A single insert__into statement
D) A User Defined Function (UDF)
3. True or False: It is possible to unload structured data to semi-structured formats such as JSON and parquet.
A) True
B) False
4. Which statements are true concerning Snowflake's underlying cloud infrastructure? (Select THREE),
A) Snowflake data and services are deployed in a single availability zone within a cloud provider's region.
B) Snowflake data and services are available in a single cloud provider and a single region, the use of multiple cloud providers is not supported.
C) Snowflake uses the core compute and storage services of each cloud provider for its own compute and storage
D) Snowflake data and services are deployed in at least three availability zones within a cloud provider's region
E) Snowflake can be deployed in a customer's private cloud using the customer's own compute and storage resources for Snowflake compute and storage
F) All three layers of Snowflake's architecture (storage, compute, and cloud services) are deployed and managed entirely on a selected cloud platform
5. Credit Consumption by the Compute Layer (Virtual Warehouses) is based on: (Choose two.)
A) # of clusters for the Warehouse
B) Warehouse size
C) Number of users
D) Amount of data processed
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: C,D,F | Question # 5 Answer: A,B |
Marshall
Harvey
Ken
Meredith
Pete
Stanford
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