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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake Architecture & Core Concepts | 31% | - Cloud Services Layer, Compute Layer, Storage Layer - Virtual Warehouses, Clustering, Caching - Databases, Schemas, Objects, Data Types - Snowsight Interface, Core Platform Features |
| Topic 2: Data Collaboration & Protection | 10% | - Data Protection, Retention, Time Travel, Fail-safe - Data Clean Rooms, Collaboration Features - Secure Data Sharing, Listings, Marketplace |
| Topic 3: Data Loading, Unloading & Connectivity | 18% | - External Integrations, Connectors, SnowSQL - Bulk Load, Streaming, Dynamic Tables - Unloading Data, Export Options - Stages, File Formats, COPY INTO, Snowpipe |
| Topic 4: Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - SQL Transformations, Semi-structured/Unstructured Data - Materialized Views, Streams, Tasks, Pipelines - Cortex AI, Notebooks, Apache Iceberg Tables |
| Topic 5: Account Management & Data Governance | 20% | - Trust Center, Data Lineage, Compliance - Governance: Resource Monitors, Data Masking, Row/Column Security - Security: Network Policies, MFA, Encryption - Access Control: RBAC, DAC, Roles, Privileges |
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NEW QUESTION # 79
Which statement can be used to create a point-in-time, zero-copy snapshot of a table named Cable?
Answer: A
Explanation:
The CLONE command creates a zero-copy clone of an existing table, schema, or database. At the time the clone is created, the source object and clone reference the same existing micro-partitions.
The clone initially requires no separate physical copy of the underlying table data. As either object changes, new or modified micro-partitions are associated with the object that was changed. Changes to the clone do not modify the source table, and changes to the source table do not modify the clone.
A view stores a query definition rather than a snapshot of table data. COPY INTO unloads data to a stage, and GRANT provides access to an object.
References:
Snowflake Documentation - Cloning considerations: https://docs.snowflake.com/en/user-guide/object-clone Snowflake SQL Reference - CREATE TABLE ... CLONE: https://docs.snowflake.com/en/sql-reference/sql
/create-clone
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NEW QUESTION # 80
Which command sets the Virtual Warehouse for a session?
Answer: A
Explanation:
The command USE WAREHOUSE < < warehouse name > > ; is used to set the virtual warehouse for the current session in Snowflake. This command specifies which virtual warehouse to use for executing queries in that session1.
Reference: https://docs.snowflake.com/en/user-guide/warehouses-tasks.html
NEW QUESTION # 81
What is the COALESCE conditional expression used for?
Answer: C
Explanation:
The correct answer is D. To return the first non-NULL expression in an argument .
COALESCE evaluates its arguments from left to right and returns the first expression that is not NULL. If all expressions are NULL, it returns NULL.
Why D is correct:
SELECT COALESCE(phone_mobile, phone_home, phone_work, ' No phone ' ) AS contact_phone FROM customers; This returns the first available non-NULL phone number. If all phone columns are NULL, it returns ' No phone ' .
Why the other options are incorrect:
A). Splitting strings is handled by functions such as SPLIT.
B). Removing duplicates is handled with DISTINCT, grouping, or deduplication logic.
C). Joining column values is usually done with concatenation functions or operators, such as CONCAT.
Official Snowflake documentation reference:
Snowflake documentation describes COALESCE as a conditional expression that returns the first non-NULL expression among its arguments.
Reference: Snowflake Documentation - COALESCE; SnowPro Core Study Guide - SQL and Snowflake Objects.
==
NEW QUESTION # 82
Which task privilege does a Snowflake role need in order to suspend or resume a task?
Answer: D
Explanation:
In Snowflake, the OPERATE privilege is required for a role to suspend or resume a task.This privilege allows the role to perform operational tasks such as starting and stopping tasks, which includes suspending and resuming them6
NEW QUESTION # 83
In Snowpipe, what is the default behavior of the ON_ERROR copy option?
Answer: D
Explanation:
The correct answer is B. SKIP_FILE .
Important correction:
The provided answer A. CONTINUE is not correct for Snowpipe.
For regular bulk loading with COPY INTO < table > , the default ON_ERROR behavior is commonly associated with ABORT_STATEMENT. However, Snowpipe has different behavior. In Snowpipe, the default ON_ERROR option is SKIP_FILE .
Why B is correct:
With ON_ERROR = SKIP_FILE, if Snowpipe encounters an error while loading a file, the file is skipped instead of causing the entire continuous loading process to fail.
Why the other options are incorrect:
A). CONTINUE continues loading and skips individual error rows, but it is not the default Snowpipe behavior.
C). SKIP_FILE_ < num > skips a file after a specified number of errors, but it is not the default.
D). ABORT_STATEMENT is associated with standard COPY INTO < table > behavior, not the default Snowpipe behavior.
Official Snowflake documentation reference:
Snowflake documentation for Snowpipe explains that the default ON_ERROR copy option for Snowpipe is SKIP_FILE.
Reference: Snowflake Documentation - Snowpipe; Snowflake Documentation - CREATE PIPE; Snowflake Documentation - COPY INTO < table > copy options; SnowPro Core Study Guide - Data Loading and Unloading.
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NEW QUESTION # 84
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