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| Topic | Details |
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| Topic 1 | - Interacting with Snowflake and the Architecture: This domain covers Snowflake's elastic architecture, key user interfaces like Snowsight and Notebooks, and the object hierarchy including databases, schemas, tables, and views with practical navigation and code execution skills.
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| Topic 2 | - Data Protection and Data Sharing: This domain addresses continuous data protection through Time Travel and cloning, plus data collaboration capabilities via Snowflake Marketplace and private Data Exchange sharing.
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| Topic 3 | - Identity and Data Access Management: This domain focuses on Role-Based Access Control (RBAC) including role hierarchies and privileges, along with basic database administration tasks like creating objects, transferring ownership, and executing fundamental SQL commands.
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| Topic 4 | - Data Loading and Virtual Warehouses: This domain covers loading structured, semi-structured, and unstructured data using stages and various methods, virtual warehouse configurations and scaling strategies, and Snowflake Cortex LLM functions for AI-powered operations.
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Quiz SOL-C01 - Updated Reliable Snowflake Certified SnowPro Associate - Platform Certification Dumps Book
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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q185-Q190):
NEW QUESTION # 185
What type of mode available in PARSE_DOCUMENT function? (choose two)
- A. OCR
- B. CONTENT
- C. OMR
- D. LAYOUT
Answer: A,D
Explanation:
PARSE_DOCUMENT supports two processing modes:OCRandLAYOUT. OCR mode performs Optical Character Recognition, extracting raw text from scanned documents, images within PDFs, or low-quality text- based documents. It is ideal for scenarios like contract ingestion, receipt processing, or older scanned documents. LAYOUT mode extracts structured layout elements-tables, paragraphs, lines, bounding boxes- preserving the original document's spatial organization. This enables downstream analytical tasks such as table reconstruction or semantic segmentation of document content. OMR (Optical Mark Recognition) is not a supported feature, and "CONTENT" is not a valid mode. By supporting OCR and LAYOUT modes, Snowflake Cortex provides robust document intelligence capabilities directly within the Snowflake environment.
NEW QUESTION # 186
What kind of information can be found in Query History in Snowsight? (Select THREE)
- A. Execution Status (e.g. Succeeded, Failed)
- B. Duration of the query
- C. Query ID
- D. Credit consumption
- E. Virtual Warehouse size used
Answer: A,B,C
Explanation:
Query History in Snowsight includes:
* Query ID - A unique identifier for each executed query.
* Execution Status - Indicates whether the query succeeded, failed, or was canceled.
* Duration - Total time taken for the query to run.
While warehouse name is shown,warehouse sizeis not explicitly displayed. Credit consumption appears in Account Usage views, not directly in Query History.
NEW QUESTION # 187
What is a benefit of using an external stage to load data into Snowflake?
- A. External stages provide automatic data purging after successful loads.
- B. External stages are more secure than internal stages for sensitive data.
- C. External stages reduce the number of objects in a database.
- D. External stages reduce data storage costs because data is stored outside Snowflake.
Answer: D
Explanation:
External stages point to files in external cloud storage (S3, Azure Blob, GCS). Because the data is not stored inside Snowflake, the user avoids Snowflake storage charges, which can significantly reduce cost for large staging datasets.
External stages do not automatically delete files, are not inherently more secure than internal stages, and still count as database objects even though they reference external storage.
NEW QUESTION # 188
What is the Snowsight Query Profile used for?
- A. To create new database objects
- B. To execute SQL queries
- C. To manage data loading processes
- D. To visualize and analyze query performance
Answer: D
Explanation:
The Snowsight Query Profile is a powerful diagnostic tool that provides a visual breakdown of how Snowflake executed a query. Its primary purpose is to help users visualize and analyze query performance. It displays execution steps, including scan operations, join strategies, pruning results, aggregation methods, and data movement between processing nodes.
The profile shows metrics such as execution time per step, partition pruning effectiveness, bytes scanned, and operator relationships. This allows developers, analysts, and DBAs to identify bottlenecks-such as unnecessary full-table scans, non-selective filters, or inefficient joins-and tune SQL accordingly.
Query Profile does not execute queries; execution happens in worksheets or programmatic interfaces. It does not create objects or manage data loading; those tasks involve separate SQL commands and UI interfaces.
Overall, Query Profile is essential for performance tuning, helping teams reduce compute costs, optimize warehouse sizing, and improve query efficiency.
NEW QUESTION # 189
A data engineer is experiencing inconsistent query performance during peak hours. They have a single X- Small warehouse currently configured. After analyzing query history, they observed significant queuing delays. Which of the following actions would MOST effectively address this performance issue while minimizing costs in the short term?
- A. Enable auto-suspend on the warehouse to reduce credits consumed during idle periods.
- B. Upgrade the warehouse size to Large. This will provide more resources to handle concurrent queries.
- C. Create a separate X-Small warehouse for each user to isolate their workloads.
- D. Enable auto-resume on the warehouse to ensure it's always available.
- E. Enable multi-cluster warehouse with a minimum and maximum cluster count of 2. This will scale out the compute resources as needed.
Answer: E
Explanation:
Enabling a multi-cluster warehouse allows Snowflake to automatically scale out compute resources by adding additional clusters as needed to handle concurrent queries and reduce queuing. Upgrading the warehouse size (option A) is more expensive and might not be the most cost-effective initial solution. Auto-suspend/resume (options B & C) do not address concurrency issues. Creating separate warehouses per user (option E) adds administrative overhead and may not be efficient if users have varying workload demands.
NEW QUESTION # 190
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