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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake Architecture & Core Concepts | 31% | - Snowsight Interface, Core Platform Features - Databases, Schemas, Objects, Data Types - Cloud Services Layer, Compute Layer, Storage Layer - Virtual Warehouses, Clustering, Caching |
| Topic 2: Performance Optimization, Querying & Transformation | 21% | - SQL Transformations, Semi-structured/Unstructured Data - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines - Query Processing, Profiling, Optimization |
| Topic 3: Data Loading, Unloading & Connectivity | 18% | - External Integrations, Connectors, SnowSQL - Unloading Data, Export Options - Stages, File Formats, COPY INTO, Snowpipe - Bulk Load, Streaming, Dynamic Tables |
| Topic 4: Data Collaboration & Protection | 10% | - Data Protection, Retention, Time Travel, Fail-safe - Secure Data Sharing, Listings, Marketplace - Data Clean Rooms, Collaboration Features |
| Topic 5: Account Management & Data Governance | 20% | - Governance: Resource Monitors, Data Masking, Row/Column Security - Trust Center, Data Lineage, Compliance - Access Control: RBAC, DAC, Roles, Privileges - Security: Network Policies, MFA, Encryption |
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NEW QUESTION # 570
Which command is used in Snowflake to manually refresh a directory table?
Answer: B
Explanation:
The correct answer is B. ALTER STAGE .
Directory tables are associated with stages. To manually refresh the metadata in a directory table, the stage is refreshed using the ALTER STAGE ... REFRESH command.
Why B is correct:
A directory table stores file-level metadata for files in a stage. Since the directory table is tied to the stage, the manual refresh operation is performed through the stage.
Example:
ALTER STAGE my_stage REFRESH;
This refreshes the directory table metadata for the stage.
Why the other options are incorrect:
A). TRUNCATE STAGE is not the command used to refresh directory table metadata.
C). ALTER TABLE is used to modify table properties, not refresh a directory table associated with a stage.
D). ALTER VIEW is used to modify views, not directory tables.
Official Snowflake documentation reference:
Snowflake documentation explains that directory table metadata can be refreshed manually using ALTER STAGE ... REFRESH.
Reference: Snowflake Documentation - Directory tables; Snowflake Documentation - ALTER STAGE; SnowPro Core Study Guide - Data Loading and Unloading.
NEW QUESTION # 571
A user needs to set up a virtual warehouse for the organization's BI team. The team has around 14 users running similar queries at the same time, and queries often get queued. Which virtual warehouse configuration should be assigned to the team to improve performance and concurrency?
Answer: C
Explanation:
Queued queries from many concurrent BI users indicate a concurrency issue. A multi-cluster warehouse improves concurrency by adding clusters as query demand increases. Increasing warehouse size helps individual query speed, but adding clusters is better for concurrent query queuing.
Reference: Snowflake Documentation - Multi-cluster warehouses; Warehouse load and concurrency.
==
NEW QUESTION # 572
What tasks can be completed using the copy command? (Select TWO)
Answer: C,E
Explanation:
The COPY command in Snowflake allows for the reordering of columns as they are loaded into a table, and it also permits the omission of columns from the source file during the load process. This provides flexibility in handling the schema of the data being ingested. References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 573
What is the purpose of a stream in Snowflake?
Answer: B
Explanation:
The correct answer is C. To record changes made to table data and metadata, so that the changed data can be processed .
A Snowflake stream is a change tracking object. It records data manipulation language, or DML, changes made to a source table, including inserts, updates, and deletes. Streams are commonly used with tasks to build incremental data pipelines.
Why C is correct:
Streams allow users to identify what changed in a table since the stream was last consumed. This makes it possible to process only changed rows rather than reprocessing the entire table.
A stream exposes metadata columns such as:
METADATA$ACTION
METADATA$ISUPDATE
METADATA$ROW_ID
These metadata columns help identify the type of change and the affected row.
Why the other options are incorrect:
A). This describes real-time ingestion, which is closer to Snowpipe, connectors, or streaming ingestion rather than streams.
B). Snowflake streams are not media streaming services.
D). This describes a general streaming data processing system, but a Snowflake stream itself does not process data. It records changes so other SQL processes can consume them.
Official Snowflake documentation reference:
Snowflake documentation describes streams as objects that record DML changes made to tables, including metadata about each change, so the changes can be consumed in downstream processing.
Reference: Snowflake Documentation - Streams; Snowflake Documentation - Stream metadata columns; SnowPro Core Study Guide - SQL and Snowflake Objects.
NEW QUESTION # 574
In the ACCOUNT_USAGE schema, what system-defined database role can see a list of tables?
Answer: A
Explanation:
The correct answer is A. OBJECT_VIEWER.
Snowflake provides system-defined database roles for the shared SNOWFLAKE database. These roles allow users to access different categories of metadata and usage information in schemas such as ACCOUNT_USAGE.
The OBJECT_VIEWER database role is used to view object metadata. This includes metadata about databases, schemas, tables, views, and other Snowflake objects.
Why A is correct:
The ACCOUNT_USAGE.TABLES view contains information about tables in the account. Access to object metadata, including lists of tables, is associated with the OBJECT_VIEWER database role.
Why the other options are incorrect:
B). USAGE_VIEWER is used for usage and billing-related information, such as metering and warehouse usage, not object lists.
C). GOVERNANCE_VIEWER is used for governance-related metadata, such as tags, masking policies, and related governance features.
D). SECURITY_VIEWER is used for security-related metadata, such as users, roles, grants, and access history information.
Official Snowflake documentation reference:
Snowflake documentation describes system-defined database roles in the shared SNOWFLAKE database. The OBJECT_VIEWER role provides access to object metadata views in ACCOUNT_USAGE, including tables.
Reference: Snowflake Documentation - SNOWFLAKE database roles; Snowflake Documentation - ACCOUNT_USAGE.TABLES view; SnowPro Core Study Guide - Snowflake Account and Resource Management.
NEW QUESTION # 575
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