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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Time Travel & Cloning | 10% | - Fail-safe concepts - Zero-copy cloning - UNDROP and historical data access - Time travel concepts and retention |
| Topic 2: Virtual Warehouses | 15% | - Multi-cluster warehouses - Warehouse creation and configuration - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling - Warehouse monitoring and troubleshooting |
| Topic 3: Account Objects | 8% | - Organizations and accounts structure - Resource monitors - Warehouses, databases, and schemas hierarchy |
| Topic 4: 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) |
| Topic 5: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Virtual warehouse concepts and credit usage - Snowflake editions and features - Snowflake architecture layers (storage, compute, services) |
| Topic 6: Databases, Tables & Views | 18% | - Data manipulation (DML operations) - Views (standard, materialized, secure) - Column types and sequences - Table types (permanent, transient, temporary) - Clustering and micro-partitions - Stored procedures and UDFs |
| Topic 7: Security & Access Control | 10% | - Row-level and column-level security - Authentication (SSO, MFA) - Authorization (roles, privileges) - Masking policies - Governance best practices |
| Topic 8: Data Sharing | 12% | - Private sharing vs. Data Exchange - Shares and reader accounts - Data listing marketplace - Reader account management |
| Topic 9: Semi-Structured Data | 10% | - Array and object operations - VARIANT data type - Parsing and flattening semi-structured data |
| Topic 10: Performance Optimization & Monitoring | 4% | - Resource optimization techniques - Query history and monitoring - Query profiling and performance tuning |
A user needs to load Snowflake files from a stage that contains data from the past 5 years while using the least amount of operational overhead. The file names follow a specific format, such as files ending in _01.gz.
Which command should be used to load the data from 2024?
Correct Answer: A 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
At what levels can a resource monitor be configured? (Select TWO).
Correct Answer: D,E 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
Which operation can be performed on Snowflake external tables?
Correct Answer: C 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
When cloning tables, which INFORMATION_SCHEMA view will show different columns for owned storage and referenced storage?
Correct Answer: A 🗳️
Which option can be used to define column data types when unloading data into Parquet-formatted files?
Correct Answer: D 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
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