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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Time Travel & Cloning | 10% | - Zero-copy cloning - Time travel concepts and retention - Fail-safe concepts - UNDROP and historical data access |
| Topic 2: Semi-Structured Data | 10% | - Array and object operations - Parsing and flattening semi-structured data - VARIANT data type |
| Topic 3: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Virtual warehouse concepts and credit usage - Snowflake editions and features - Snowflake architecture layers (storage, compute, services) |
| Topic 4: Virtual Warehouses | 15% | - Warehouse creation and configuration - Cache concepts (warehouse, result, metadata) - Multi-cluster warehouses - Warehouse sizing and scaling - Warehouse monitoring and troubleshooting |
| Topic 5: Databases, Tables & Views | 18% | - Column types and sequences - Views (standard, materialized, secure) - Stored procedures and UDFs - Clustering and micro-partitions - Table types (permanent, transient, temporary) - Data manipulation (DML operations) |
| Topic 6: Security & Access Control | 10% | - Authentication (SSO, MFA) - Authorization (roles, privileges) - Masking policies - Row-level and column-level security - Governance best practices |
| Topic 7: Data Sharing | 12% | - Reader account management - Private sharing vs. Data Exchange - Data listing marketplace - Shares and reader accounts |
| Topic 8: Performance Optimization & Monitoring | 4% | - Query profiling and performance tuning - Resource optimization techniques - Query history and monitoring |
| Topic 9: Data Loading & Unloading | 15% | - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices - Bulk loading with COPY command - Data unloading and staging - Continuous loading with Snowpipe |
| Topic 10: Account Objects | 8% | - Organizations and accounts structure - Resource monitors - Warehouses, databases, and schemas hierarchy |
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NEW QUESTION # 912
Which command will identify the names of files that are in a Snowflake stage?
Answer: C
NEW QUESTION # 913
What are the recommended alternative data types in Snowflake for unsupported large object data types such as BLOB and CLOB? (Select TWO).
Answer: D,E
NEW QUESTION # 914
Which command will create an ARRAY output from inputs ' a ' and ' b ' ?
Answer: C
NEW QUESTION # 915
What kind of authentication do Snowpipe REST endpoints use?
Answer: B
Explanation:
Snowpipe uses key-based authentication for its REST endpoints. This involves generating and using a key pair (public and private keys) to securely authenticate API requests.
Generate Key Pair: Generate a public and private key pair.
Register Public Key: Register the public key with the Snowflake user that will be making the API requests.
Authenticate Requests: Use the private key to sign API requests sent to Snowpipe REST endpoints.
References:
Snowflake Documentation: Key Pair Authentication & Key Rotation
Snowflake Documentation: Using Snowpipe REST API
NEW QUESTION # 916
What is the MINIMUM Snowflake edition required to use a dedicated metadata store?
Answer: D
NEW QUESTION # 917
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