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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Loading & Unloading | 15% | - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices - Data unloading and staging - Continuous loading with Snowpipe - Bulk loading with COPY command |
| Topic 2: Databases, Tables & Views | 18% | - Clustering and micro-partitions - Stored procedures and UDFs - Views (standard, materialized, secure) - Column types and sequences - Table types (permanent, transient, temporary) - Data manipulation (DML operations) |
| Topic 3: Account Objects | 8% | - Warehouses, databases, and schemas hierarchy - Resource monitors - Organizations and accounts structure |
| Topic 4: Performance Optimization & Monitoring | 4% | - Resource optimization techniques - Query profiling and performance tuning - Query history and monitoring |
| Topic 5: Semi-Structured Data | 10% | - Array and object operations - VARIANT data type - Parsing and flattening semi-structured data |
| Topic 6: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake editions and features - Virtual warehouse concepts and credit usage - Snowflake architecture layers (storage, compute, services) |
| Topic 7: Virtual Warehouses | 15% | - Warehouse sizing and scaling - Warehouse monitoring and troubleshooting - Cache concepts (warehouse, result, metadata) - Multi-cluster warehouses - Warehouse creation and configuration |
| Topic 8: Time Travel & Cloning | 10% | - Zero-copy cloning - Fail-safe concepts - Time travel concepts and retention - UNDROP and historical data access |
| Topic 9: Data Sharing | 12% | - Data listing marketplace - Shares and reader accounts - Private sharing vs. Data Exchange - Reader account management |
| Topic 10: Security & Access Control | 10% | - Authentication (SSO, MFA) - Authorization (roles, privileges) - Masking policies - Row-level and column-level security - Governance best practices |
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NEW QUESTION # 648
Which command should be used to load data from a file, located in an external stage, into a table in Snowflake?
Answer: C
Explanation:
The COPY command is used in Snowflake to load data from files located in an external stage into a table.This command allows for efficient and parallelized data loading from various file formats1.
References = [COF-C02] SnowPro Core Certification Exam Study Guide, Snowflake Documentation
NEW QUESTION # 649
A user has been granted the APPLY privilege on a masking policy that partially masks customer telephone numbers. Which additional privilege must be granted so that the user can apply the masking policy to the relevant columns?
Answer: D
Explanation:
The correct answer is D. USAGE on the parent database and schemas and SELECT on the relevant tables or views .
To apply a masking policy to a table or view column, a role needs the ability to reference the masking policy and the target object. The APPLY privilege on the masking policy allows the role to apply that policy.
However, the role must also have access to the object hierarchy and the relevant table or view.
Why D is correct:
The user already has APPLY on the masking policy. In addition, the role needs:
USAGE ON DATABASE < database_name >
USAGE ON SCHEMA < schema_name >
SELECT ON TABLE OR VIEW < object_name >
This allows the user to access the parent database and schema and apply the masking policy to relevant columns in the table or view.
Why the other options are incorrect:
A). SELECT alone is not enough because the user also needs USAGE on the parent database and schema.
B). USAGE on the parent database and schemas is not enough because the user also needs privileges on the relevant table or view.
C). This omits USAGE on the parent database, which is required to resolve the object path.
Official Snowflake documentation reference:
Snowflake documentation explains that to set or unset a masking policy on a column, a role needs the APPLY privilege on the masking policy, plus sufficient privileges on the target object and its containing database and schema.
Reference: Snowflake Documentation - Dynamic Data Masking; Snowflake Documentation - Masking policy privileges; Snowflake Documentation - Access control privileges; SnowPro Core Study Guide - Data Protection and Governance.
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NEW QUESTION # 650
Which role has the ability to create a share from a shared database by default?
Answer: C
Explanation:
By default, the ACCOUNTADMIN role in Snowflake has the ability to create a share from a shared database. This role has the highest level of access within a Snowflake account, including the management of all aspects of the account, such as users, roles, warehouses, and databases, as well as the creation and management of shares for secure data sharing with other Snowflake accounts.
References:
Snowflake Documentation: Roles
NEW QUESTION # 651
Which of the following describes the Snowflake Cloud Services layer?
Answer: D
Explanation:
The Snowflake Cloud Services layer coordinates activities within the Snowflake account. It is responsible for tasks such as authentication, infrastructure management, metadata management, query parsing and optimization, and access control. References: Based on general cloud database architecture knowledge.
NEW QUESTION # 652
A virtual warehouse has the same value for MIN_CLUSTER_COUNT and MAX_CLUSTER_COUNT. What will happen when the warehouse is started?
Answer: B
Explanation:
The correct answer is A. Snowflake will start all available clusters .
A multi-cluster warehouse can run in Auto-scale mode or Maximized mode. When MIN_CLUSTER_COUNT and MAX_CLUSTER_COUNT are set to the same value greater than 1, the warehouse runs in Maximized mode.
Why A is correct:
In Maximized mode, Snowflake starts all configured clusters when the warehouse starts. For example, if both MIN_CLUSTER_COUNT and MAX_CLUSTER_COUNT are set to 3, Snowflake starts 3 clusters when the warehouse starts.
Clarification:
"Available clusters" here means all clusters configured for that warehouse, not every cluster in the Snowflake account.
Why the other options are incorrect:
B). Starting enough clusters based on workload describes Auto-scale behavior, not Maximized mode.
C). This describes a queued-query scaling behavior but does not apply when minimum and maximum cluster counts are equal.
D). This describes the Economy scaling policy behavior in Auto-scale mode, not Maximized mode.
Official Snowflake documentation reference:
Snowflake documentation explains that when the minimum and maximum number of clusters are the same, a multi-cluster warehouse runs in Maximized mode and starts all clusters when the warehouse starts.
Reference: Snowflake Documentation - Multi-cluster warehouses; Snowflake Documentation - Maximized mode; SnowPro Core Study Guide - Snowflake Account and Resource Management.
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NEW QUESTION # 653
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