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- Multi-cluster warehouses
- Cache concepts (warehouse, result, metadata)
- Warehouse monitoring and troubleshooting
- Warehouse creation and configuration
- Warehouse sizing and scaling
Data Sharing
12%
- Private sharing vs. Data Exchange
- Shares and reader accounts
- Reader account management
- Data listing marketplace
Performance Optimization & Monitoring
4%
- Resource optimization techniques
- Query profiling and performance tuning
- Query history and monitoring
Account Objects
8%
- Warehouses, databases, and schemas hierarchy
- Organizations and accounts structure
- Resource monitors
Semi-Structured Data
10%
- Array and object operations
- Parsing and flattening semi-structured data
- VARIANT data type
Cloud Platform Overview & Snowflake Key Concepts
8%
- Virtual warehouse concepts and credit usage
- Snowflake editions and features
- Snowflake architecture layers (storage, compute, services)
Databases, Tables & Views
18%
- Data manipulation (DML operations)
- Stored procedures and UDFs
- Clustering and micro-partitions
- Views (standard, materialized, secure)
- Table types (permanent, transient, temporary)
- Column types and sequences
Data Loading & Unloading
15%
- Data ingestion best practices
- Data unloading and staging
- Continuous loading with Snowpipe
- File formats (JSON, CSV, Parquet, AVRO)
- Bulk loading with COPY command
Security & Access Control
10%
- Masking policies
- Governance best practices
- Authentication (SSO, MFA)
- Authorization (roles, privileges)
- Row-level and column-level security
Time Travel & Cloning
10%
- Time travel concepts and retention
- Zero-copy cloning
- UNDROP and historical data access
- Fail-safe concepts
Which of the following are best practices for loading data into Snowflake? (Choose three.)
A. When planning which warehouse(s) to use for data loading, start with the largest warehouse possible.
B. Aim to produce data files that are between 100 MB and 250 MB in size, compressed.
C. Enclose fields that contain delimiter characters in single or double quotes.
D. Load data from files in a cloud storage service in a different region or cloud platform from the service or region containing the Snowflake account, to save on cost.
E. Partition the staged data into large folders with random paths, allowing Snowflake to determine the best way to load each file.
F. Split large files into a greater number of smaller files to distribute the load among the compute resources in an active warehouse.
Explanation: Only visible for PrepAwayTest members. You can sign-up / login (it's free).
A Snowflake user needs to share a data set and wants it to be available to any Snowflake account that resides in the same cloud region. What is the recommended way to do this?
Explanation: Only visible for PrepAwayTest members. You can sign-up / login (it's free).
discussion
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