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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Time Travel & Cloning | 10% | - Fail-safe concepts - UNDROP and historical data access - Zero-copy cloning - Time travel concepts and retention |
| Topic 2: Databases, Tables & Views | 18% | - Views (standard, materialized, secure) - Data manipulation (DML operations) - Column types and sequences - Table types (permanent, transient, temporary) - Stored procedures and UDFs - Clustering and micro-partitions |
| Topic 3: Security & Access Control | 10% | - Authorization (roles, privileges) - Masking policies - Row-level and column-level security - Governance best practices - Authentication (SSO, MFA) |
| Topic 4: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Virtual warehouse concepts and credit usage - Snowflake editions and features - Snowflake architecture layers (storage, compute, services) |
| Topic 5: Semi-Structured Data | 10% | - VARIANT data type - Parsing and flattening semi-structured data - Array and object operations |
| Topic 6: Account Objects | 8% | - Warehouses, databases, and schemas hierarchy - Organizations and accounts structure - Resource monitors |
| Topic 7: Data Sharing | 12% | - Private sharing vs. Data Exchange - Shares and reader accounts - Reader account management - Data listing marketplace |
| Topic 8: Virtual Warehouses | 15% | - Cache concepts (warehouse, result, metadata) - Warehouse monitoring and troubleshooting - Warehouse sizing and scaling - Warehouse creation and configuration - Multi-cluster warehouses |
| Topic 9: Performance Optimization & Monitoring | 4% | - Query profiling and performance tuning - Resource optimization techniques - Query history and monitoring |
| Topic 10: Data Loading & Unloading | 15% | - Data ingestion best practices - Data unloading and staging - Bulk loading with COPY command - Continuous loading with Snowpipe - File formats (JSON, CSV, Parquet, AVRO) |
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NEW QUESTION # 697
Why would a Snowflake user load JSON data into a VARIANT column instead of a string column?
Answer: C
Explanation:
A VARIANT column in Snowflake is specifically designed to store semi-structured data, such as JSON, and allows for the creation of a data hierarchy. Unlike string columns, VARIANT columns can natively handle JSON data structures, enabling complex querying and manipulation of hierarchical data using functions designed for semi-structured data.
Snowflake Documentation: VARIANT Data
NEW QUESTION # 698
What type of account can be used to share data with a consumer who does have a Snowflake account?
Answer: B
Explanation:
A Reader account in Snowflake can be used to share data with a consumer who does not have a Snowflake account. Reader accounts are a type of shared account provided by data providers to external data consumers, allowing them to access and query shared data using Snowflake's web interface without needing their own Snowflake account.
References:
Snowflake Documentation: Reader Accounts
NEW QUESTION # 699
Which type of workload traditionally benefits from the use of the query acceleration service?
Answer: A
Explanation:
The query acceleration service in Snowflake is beneficial for workloads that include on-demand data analyses. This service optimizes query performance by dynamically allocating additional resources to execute queries faster, particularly useful for ad-hoc analysis where data volume and complexity can vary.
Snowflake Documentation: Query Acceleration Service
NEW QUESTION # 700
Will data cached in a warehouse be lost when the warehouse is resized?
Answer: C
Explanation:
When a Snowflake virtual warehouse is resized, the data cached in the warehouse is not lost. This is because the cache is maintained independently of the warehouse size. Resizing a warehouse, whether scaling up or down, does not affect the cached data, ensuring that query performance is not impacted by such changes.
References:
[ COF-C03 ] SnowPro Core Certification Exam Study Guide
Snowflake Documentation onVirtual Warehouse Performance1
NEW QUESTION # 701
How does a scoped URL expire?
Answer: C
Explanation:
A scoped URL expires when the persisted query result period ends, which is typically after the results cache expires.This is currently set to 24 hours
NEW QUESTION # 702
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