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| Section | Weight | Objectives |
|---|---|---|
| Virtual Warehouses | 15% | - Multi-cluster warehouses - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling - Warehouse creation and configuration - Warehouse monitoring and troubleshooting |
| Security & Access Control | 10% | - Governance best practices - Authentication (SSO, MFA) - Row-level and column-level security - Masking policies - Authorization (roles, privileges) |
| Performance Optimization & Monitoring | 4% | - Query profiling and performance tuning - Query history and monitoring - Resource optimization techniques |
| Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake architecture layers (storage, compute, services) - Snowflake editions and features - Virtual warehouse concepts and credit usage |
| Databases, Tables & Views | 18% | - Data manipulation (DML operations) - Column types and sequences - Table types (permanent, transient, temporary) - Clustering and micro-partitions - Views (standard, materialized, secure) - Stored procedures and UDFs |
| Semi-Structured Data | 10% | - Parsing and flattening semi-structured data - VARIANT data type - Array and object operations |
| Account Objects | 8% | - Organizations and accounts structure - Resource monitors - Warehouses, databases, and schemas hierarchy |
| Time Travel & Cloning | 10% | - Zero-copy cloning - Time travel concepts and retention - UNDROP and historical data access - Fail-safe concepts |
| Data Sharing | 12% | - Shares and reader accounts - Private sharing vs. Data Exchange - Reader account management - Data listing marketplace |
| Data Loading & Unloading | 15% | - Data unloading and staging - Continuous loading with Snowpipe - Bulk loading with COPY command - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices |
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NEW QUESTION # 861
Which statement MOST accurately describes clustering in Snowflake?
Answer: A
Explanation:
Clustering in Snowflake refers to the organization of data within micro-partitions, which are contiguous units of storage within Snowflake tables.Clustering keys can be defined to co-locate similar rows in the same micro-partitions, improving scan efficiency and query performance12.
References: [COF-C02] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 862
A company needs to read multiple terabytes of data for an initial load as part of a Snowflake migration. The company can control the number and size of CSV extract files.
How does Snowflake recommend maximizing the load performance?
Answer: D
Explanation:
Snowflake's documentation recommends producing the largest files possible for data loading, as larger files reduce the number of files to process and the overhead associated with handling many small files.This approach can maximize the load performance by leveraging Snowflake's ability to ingest large files efficiently1.References:[COF-C02] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 863
A Snowflake user has been granted the create data EXCHANGE listing privilege with their role.
Which tasks can this user now perform on the Data Exchange? (Select TWO).
Answer: A,C
Explanation:
With the create data EXCHANGE listing privilege, a Snowflake user can modify the properties of listings and submit them for approval or publishing on the Data Exchange. This allows them to manage and share data sets with consumers effectively. References: Based on general data exchange practices in cloud services as of
2021.
NEW QUESTION # 864
What MINIMUM privilege is required on the external stage for any role in the GET REST API to access unstructured data files using a file URL?
Answer: B
Explanation:
The minimum privilege required on an external stage for any role to access unstructured data files using a file URL in the GET REST API is READ. This allows the role to retrieve or download data files from the stage.
NEW QUESTION # 865
What COPY INTO SQL command should be used to unload data into multiple files?
Answer: C
Explanation:
The COPY INTO SQL command with the option SINGLE=FALSE is used to unload data into multiple files.
This option allows the data to be split into multiple files during the unload process. References: SnowPro Core Certification COPY INTO SQLcommand unload multiple files
NEW QUESTION # 866
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