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| Section | Weight | Objectives |
|---|---|---|
| Data Loading & Unloading | 15% | - Data ingestion best practices - Bulk loading with COPY command - Continuous loading with Snowpipe - Data unloading and staging - File formats (JSON, CSV, Parquet, AVRO) |
| Account Objects | 8% | - Warehouses, databases, and schemas hierarchy - Resource monitors - Organizations and accounts structure |
| Performance Optimization & Monitoring | 4% | - Query history and monitoring - Resource optimization techniques - Query profiling and performance tuning |
| Time Travel & Cloning | 10% | - Time travel concepts and retention - Zero-copy cloning - UNDROP and historical data access - Fail-safe concepts |
| Virtual Warehouses | 15% | - Multi-cluster warehouses - Warehouse monitoring and troubleshooting - Warehouse creation and configuration - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling |
| Semi-Structured Data | 10% | - VARIANT data type - Parsing and flattening semi-structured data - Array and object operations |
| Security & Access Control | 10% | - Masking policies - Row-level and column-level security - Authentication (SSO, MFA) - Authorization (roles, privileges) - Governance best practices |
| Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake architecture layers (storage, compute, services) - Snowflake editions and features - Virtual warehouse concepts and credit usage |
| Data Sharing | 12% | - Reader account management - Shares and reader accounts - Data listing marketplace - Private sharing vs. Data Exchange |
| Databases, Tables & Views | 18% | - Data manipulation (DML operations) - Views (standard, materialized, secure) - Clustering and micro-partitions - Stored procedures and UDFs - Table types (permanent, transient, temporary) - Column types and sequences |
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NEW QUESTION # 151
Which table function is used to perform additional processing on the results of a previously-run query?
Answer: B
Explanation:
TheRESULT_SCANtable function is used in Snowflake to perform additional processing on the results of a previously-run query. It allows users to reference the result set of a previous query by its query ID, enabling further analysis or transformations without re-executing the original query.
Snowflake Documentation: RESULT_SCAN
NEW QUESTION # 152
Which Snowflake table type is only visible to the user who creates it, can have the same name as permanent tables in the same schema, and is dropped at the end of the session?
Answer: A
Explanation:
In Snowflake, a Temporary table is a type of table that is only visible to the user who creates it, can have the same name as permanent tables in the same schema, and is automatically dropped at the end of the session in which it was created. Temporary tables are designed for transient data processing needs, where data is needed for the duration of a specific task or session but not beyond. Since they are automatically cleaned up at the end of the session, they help manage storage usage efficiently and ensure that sensitive data is not inadvertently persisted.
References:
Snowflake Documentation on Temporary Tables: Temporary Tables
NEW QUESTION # 153
If a virtual warehouse runs for 61 seconds, shut down, and then restart and runs for 30 seconds, for how many seconds is it billed?
Answer: A
Explanation:
Snowflake bills virtual warehouse usage in one-minute increments, rounding up to the nearest minute for any partial minute of compute time used. If a virtual warehouse runs for 61 seconds and then, after being shut down, restarts and runs for an additional 30 seconds, the total time billed would be 120 seconds or 2 minutes.
The first 61 seconds are rounded up to 2 minutes, and the subsequent 30 seconds are within a new minute, which is also rounded up to the nearest minute.
References:
Snowflake Documentation: Virtual Warehouses Billing
NEW QUESTION # 154
What happens to the objects in a reader account when the DROP MANAGED ACCOUNT command is executed?
Answer: D
Explanation:
When the DROP MANAGED ACCOUNT command is executed in Snowflake, it removes the managed account, including all objects created within the account, and access to the account is immediately restricted2.
References:[COF-C02] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 155
A running virtual warehouse is suspended.
What is the MINIMUM amount of time that the warehouse will incur charges for when it is restarted?
Answer: D
Explanation:
When a running virtual warehouse in Snowflake is suspended and then restarted, the minimum amount of time it will incur charges for is 60 seconds2.
NEW QUESTION # 156
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