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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Data Protection, Retention, Time Travel, Fail-safe - Secure Data Sharing, Listings, Marketplace |
| Topic 2: Snowflake Architecture & Core Concepts | 31% | - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types - Virtual Warehouses, Clustering, Caching |
| Topic 3: Data Loading, Unloading & Connectivity | 18% | - Stages, File Formats, COPY INTO, Snowpipe - Unloading Data, Export Options - Bulk Load, Streaming, Dynamic Tables - External Integrations, Connectors, SnowSQL |
| Topic 4: Account Management & Data Governance | 20% | - Security: Network Policies, MFA, Encryption - Trust Center, Data Lineage, Compliance - Access Control: RBAC, DAC, Roles, Privileges - Governance: Resource Monitors, Data Masking, Row/Column Security |
| Topic 5: Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - Cortex AI, Notebooks, Apache Iceberg Tables - Materialized Views, Streams, Tasks, Pipelines - SQL Transformations, Semi-structured/Unstructured Data |
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NEW QUESTION # 66
What are valid values for the FIELD_OPTIONALLY_ENCLOSED_BYoption in the copy into < location > command used during data unloading? (Select TWO).
Answer: B,E
NEW QUESTION # 67
When loading data into Snowflake, how should the data be organized?
Answer: A
Explanation:
When loading data into Snowflake, it is recommended to organize the data into single files with 100-250 MB of compressed data per file. This size range is optimal for parallel processing and can help in achieving better performance during data loading operations. References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 68
How can a 5 GB table be downloaded into a single file MOST efficiently?
Answer: B
Explanation:
To download a 5 GB table into a single file most efficiently in Snowflake, you should set the SINGLE parameter to TRUE. This parameter ensures that the COPY INTO command outputs the result into a single file, regardless of the file size. This approach is more efficient than relying on the default MAX_FILE_SIZE setting, which would split the output into multiple files.
References:
Snowflake Documentation: COPY INTO <location>
NEW QUESTION # 69
A user is setting up Snowpipe automation to load data from an Amazon S3 bucket into Snowflake. The user wants Snowflake to automatically start loading files as soon as new ones are added to the bucket. Which steps are required to configure this automation using cloud messaging? Select TWO.
Answer: B,E
Explanation:
For Snowpipe auto-ingest on Amazon S3, cloud event notifications are configured so Snowflake is notified when new files arrive. The pipe must also be created with AUTO_INGEST = TRUE.
Why A and D are correct:
Amazon S3 event notifications can publish file arrival events through Amazon SNS/SQS integration, and Snowpipe uses those notifications when AUTO_INGEST is enabled.
Reference: Snowflake Documentation - Snowpipe auto-ingest on Amazon S3; CREATE PIPE.
NEW QUESTION # 70
When enabling access to unstructured data, which URL permits temporary access to a staged file without the need to grant privileges to the stage or to issue access tokens?
Answer: C
Explanation:
A Scoped URL permits temporary access to a staged file without the need to grant privileges to the stage or to issue access tokens.It provides a secure way to share access to files stored in Snowflake
NEW QUESTION # 71
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