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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Account Management & Data Governance | 20% | - Governance: Resource Monitors, Data Masking, Row/Column Security - Trust Center, Data Lineage, Compliance - Security: Network Policies, MFA, Encryption - Access Control: RBAC, DAC, Roles, Privileges |
| Topic 2: Data Collaboration & Protection | 10% | - Data Clean Rooms, Collaboration Features - Data Protection, Retention, Time Travel, Fail-safe - Secure Data Sharing, Listings, Marketplace |
| Topic 3: Snowflake Architecture & Core Concepts | 31% | - Virtual Warehouses, Clustering, Caching - Snowsight Interface, Core Platform Features - Cloud Services Layer, Compute Layer, Storage Layer - Databases, Schemas, Objects, Data Types |
| Topic 4: Performance Optimization, Querying & Transformation | 21% | - Query Processing, Profiling, Optimization - SQL Transformations, Semi-structured/Unstructured Data - Materialized Views, Streams, Tasks, Pipelines - Cortex AI, Notebooks, Apache Iceberg Tables |
| Topic 5: Data Loading, Unloading & Connectivity | 18% | - Unloading Data, Export Options - Stages, File Formats, COPY INTO, Snowpipe - External Integrations, Connectors, SnowSQL - Bulk Load, Streaming, Dynamic Tables |
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NEW QUESTION # 1055
In Snowpipe, what is the default behavior of the ON_ERROR copy option?
Answer: A
Explanation:
The correct answer is B. SKIP_FILE .
Important correction:
The provided answer A. CONTINUE is not correct for Snowpipe.
For regular bulk loading with COPY INTO < table > , the default ON_ERROR behavior is commonly associated with ABORT_STATEMENT. However, Snowpipe has different behavior. In Snowpipe, the default ON_ERROR option is SKIP_FILE .
Why B is correct:
With ON_ERROR = SKIP_FILE, if Snowpipe encounters an error while loading a file, the file is skipped instead of causing the entire continuous loading process to fail.
Why the other options are incorrect:
A). CONTINUE continues loading and skips individual error rows, but it is not the default Snowpipe behavior.
C). SKIP_FILE_ < num > skips a file after a specified number of errors, but it is not the default.
D). ABORT_STATEMENT is associated with standard COPY INTO < table > behavior, not the default Snowpipe behavior.
Official Snowflake documentation reference:
Snowflake documentation for Snowpipe explains that the default ON_ERROR copy option for Snowpipe is SKIP_FILE.
Reference: Snowflake Documentation - Snowpipe; Snowflake Documentation - CREATE PIPE; Snowflake Documentation - COPY INTO < table > copy options; SnowPro Core Study Guide - Data Loading and Unloading.
NEW QUESTION # 1056
When loading data into Snowflake, how should the data be organized?
Answer: D
Explanation:
When loading data into Snowflake, it is recommended to organize the data into single files with 100-250 MB of compressed data per file. This size range is optimal for parallel processing and can help in achieving better performance during data loading operations. References: [ COF-C03 ] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 1057
What information is included in the output of an EXPLAIN_PLAN?
Answer: B
Explanation:
The correct answer is D. The total number of micro-partitions that the operation will reference .
In Snowflake, EXPLAIN or EXPLAIN USING returns the logical execution plan for a SQL statement. The plan can include information about the operations Snowflake expects to perform, such as table scans, filters, joins, and estimated partitions involved in the query.
Why D is correct:
The explain plan can show partition-related information for table scan operations, including the number of partitions that may be scanned. This is useful for understanding how well Snowflake can prune micro- partitions.
Why the other options are incorrect:
A). EXPLAIN_PLAN does not provide a guaranteed predicted query runtime. Actual execution time depends on warehouse size, load, caching, pruning, and other runtime factors.
B). EXPLAIN_PLAN does not directly state the number of credits the query will consume. Credit consumption is based mainly on warehouse runtime and size.
C). EXPLAIN_PLAN describes the execution plan, not the actual result data type returned by the query.
Official Snowflake documentation reference:
Snowflake documentation explains that the EXPLAIN command displays the logical execution plan for a SQL statement. Query plans can include details about operations such as scans, joins, filters, and partitions.
Reference: Snowflake Documentation - EXPLAIN; Snowflake Documentation - Query Profile and query optimization; SnowPro Core Study Guide - Performance Optimization.
NEW QUESTION # 1058
A user has a standard multi-cluster warehouse auto-scaling policy in place.
Which condition will trigger a cluster to shut-down?
Answer: C
Explanation:
In a standard multi-cluster warehouse with auto-scaling, a cluster will shut down when, after 2-3 consecutive checks, the system determines that the load on the least-loaded cluster could be redistributed to other clusters. This ensures efficient resource utilization and cost management. References: [COF-C02] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 1059
What metadata does Snowflake store concerning all rows stored in a micro-partition? (Select TWO).
Answer: B,E
NEW QUESTION # 1060
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