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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Time Travel & Cloning | 10% | - Fail-safe concepts - Time travel concepts and retention - UNDROP and historical data access - Zero-copy cloning |
| Topic 2: Databases, Tables & Views | 18% | - Table types (permanent, transient, temporary) - Stored procedures and UDFs - Views (standard, materialized, secure) - Data manipulation (DML operations) - Column types and sequences - Clustering and micro-partitions |
| Topic 3: Data Loading & Unloading | 15% | - Bulk loading with COPY command - Data unloading and staging - Continuous loading with Snowpipe - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices |
| Topic 4: Semi-Structured Data | 10% | - VARIANT data type - Parsing and flattening semi-structured data - Array and object operations |
| Topic 5: Security & Access Control | 10% | - Authorization (roles, privileges) - Masking policies - Governance best practices - Authentication (SSO, MFA) - Row-level and column-level security |
| Topic 6: Data Sharing | 12% | - Data listing marketplace - Shares and reader accounts - Reader account management - Private sharing vs. Data Exchange |
| Topic 7: Performance Optimization & Monitoring | 4% | - Query profiling and performance tuning - Resource optimization techniques - Query history and monitoring |
| Topic 8: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Virtual warehouse concepts and credit usage - Snowflake editions and features - Snowflake architecture layers (storage, compute, services) |
| Topic 9: Account Objects | 8% | - Organizations and accounts structure - Resource monitors - Warehouses, databases, and schemas hierarchy |
| Topic 10: Virtual Warehouses | 15% | - Warehouse creation and configuration - Multi-cluster warehouses - Cache concepts (warehouse, result, metadata) - Warehouse monitoring and troubleshooting - Warehouse sizing and scaling |
1. A user has 10 files in a stage containing new customer data. The ingest operation completes with no errors, using the following command:
COPY INTO my__table FROM @my__stage;
The next day the user adds 10 files to the stage so that now the stage contains a mixture of new customer data and updates to the previous data. The user did not remove the 10 original files.
If the user runs the same copy into command what will happen?
A) All data from all of the files on the stage will be appended to the table
B) The operation will fail with the error uncertain files in stage.
C) All data from only the newly-added files will be appended to the table.
D) Only data about new customers from the new files will be appended to the table
2. True or False: Reader Accounts are able to extract data from shared data objects for use outside of Snowflake.
A) False
B) True
3. Which statement describes pruning?
A) The return of micro-partitions values that overlap with each other to reduce a query ' s runtime.
B) The filtering or disregarding of micro-partitions that are not needed to return a query.
C) The ability to allow the result of a query to be accessed as if it were a table.
D) A service that is handled by the Snowflake Cloud Services layer to optimize caching.
4. What calculation of metrics found in the QUERY_HISTORY view can be used to determine whether optimizing virtual warehouse caching will improve the performance of a long-running query?
A) Multiply the bytes scanned and the percentage scanned from cache.
B) Multiply the bytes written and the percentage scanned from cache.
C) Multiply the bytes scanned and the percentage scanned from cache miss.
D) Multiply the partitions scanned and the percentage scanned from cache.
5. Which services does the Snowflake Cloud Services layer manage? (Select TWO).
A) Data storage
B) Query execution
C) Compute resources
D) Metadata
E) Authentication
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: D,E |
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