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| Section | Weight | Objectives |
|---|---|---|
| Performance Optimization & Monitoring | 4% | - Resource optimization techniques - Query history and monitoring - Query profiling and performance tuning |
| Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake architecture layers (storage, compute, services) - Virtual warehouse concepts and credit usage - Snowflake editions and features |
| Security & Access Control | 10% | - Authentication (SSO, MFA) - Masking policies - Row-level and column-level security - Authorization (roles, privileges) - Governance best practices |
| Time Travel & Cloning | 10% | - Time travel concepts and retention - UNDROP and historical data access - Zero-copy cloning - Fail-safe concepts |
| Account Objects | 8% | - Resource monitors - Warehouses, databases, and schemas hierarchy - Organizations and accounts structure |
| Semi-Structured Data | 10% | - Parsing and flattening semi-structured data - Array and object operations - VARIANT data type |
| Data Sharing | 12% | - Private sharing vs. Data Exchange - Shares and reader accounts - Reader account management - Data listing marketplace |
| Databases, Tables & Views | 18% | - Stored procedures and UDFs - Views (standard, materialized, secure) - Data manipulation (DML operations) - Table types (permanent, transient, temporary) - Column types and sequences - Clustering and micro-partitions |
| Data Loading & Unloading | 15% | - Data ingestion best practices - Continuous loading with Snowpipe - File formats (JSON, CSV, Parquet, AVRO) - Bulk loading with COPY command - Data unloading and staging |
| Virtual Warehouses | 15% | - Multi-cluster warehouses - Cache concepts (warehouse, result, metadata) - Warehouse creation and configuration - Warehouse sizing and scaling - Warehouse monitoring and troubleshooting |
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NEW QUESTION # 392
What is a key difference between the Snowflake CLI and SnowSQL?
Answer: D
Explanation:
The correct answer is B. Snowflake CLI is primarily used for managing workloads and applications, while SnowSQL is used for executing operations .
SnowSQL is Snowflake's command-line client that is primarily used to connect to Snowflake and execute SQL statements. It is commonly used for SQL operations, including running queries, loading data, unloading data, and executing scripts.
Snowflake CLI is a broader command-line tool designed for managing Snowflake workloads and application development workflows. It supports tasks related to Snowflake Native Apps, Snowpark, Streamlit, stages, tasks, and other development or deployment activities.
Why B is correct:
Snowflake CLI is more focused on managing Snowflake workloads, projects, and applications. SnowSQL is primarily used as a SQL command-line client to execute SQL operations against Snowflake.
Why the other options are incorrect:
A). This reverses the primary purposes of the tools. SnowSQL is not mainly for managing workloads and applications.
C). SnowSQL is not limited to DDL, and Snowflake CLI is not limited to DML.
D). Snowflake CLI is not limited to query execution, and SnowSQL is not a Python package management tool.
Official Snowflake documentation reference:
Snowflake documentation describes SnowSQL as the command-line client for connecting to Snowflake and executing SQL queries. Snowflake CLI is described as a command-line tool for developer workflows and managing Snowflake workloads and applications.
Reference: Snowflake Documentation - SnowSQL; Snowflake Documentation - Snowflake CLI; SnowPro Core Study Guide - Snowflake Account and Resource Management.
==
NEW QUESTION # 393
A Snowflake Practitioner manages a database called SALES_DB. This database has a PUBLIC schema and an ORDERS table that is updated frequently. The database has a data retention period of 7 days. On November 16, 2025, at 3:00 PM, the Practitioner accidentally ran a DELETE command that removed all records from the ORDERS table. Which statement will recover all deleted records?
Answer: A
Explanation:
To recover data deleted at 3:00 PM, the clone should be created from a point immediately before the delete statement. BEFORE (TIMESTAMP = > ' 2025-11-16 15:00:00 ' ) returns the table state before that timestamp.
Why B is correct:
Snowflake Time Travel supports cloning a table at or before a specific timestamp within the retention period.
Reference: Snowflake Documentation - Time Travel; CREATE TABLE ... CLONE; AT | BEFORE.
==
NEW QUESTION # 394
Which SQL commands, when committed, will consume a stream and advance the stream offset? (Choose two.)
Answer: A,D
Explanation:
The SQL commands that consume a stream and advance the stream offset are those that result in changes to the data, such as UPDATE and INSERT operations. Specifically, 'UPDATE TABLE FROM STREAM' and 'INSERT INTO TABLE SELECT FROM STREAM' will consume the stream and move the offset forward, reflecting the changes made to the data.
References: [COF-C02] SnowPro Core Certification Exam Study Guide
NEW QUESTION # 395
Which data types are supported by the Search Optimization Service? Select TWO.
Answer: D,E
Explanation:
The correct answers are A. INTEGER and B. GEOMETRY .
The Snowflake Search Optimization Service can improve performance for selective queries by maintaining a search access path. It supports several data types depending on the type of search being optimized, including scalar equality searches and geospatial searches.
Why A is correct:
INTEGER is a numeric data type. Search optimization supports equality searches on supported scalar data types, including numeric types such as integers.
Why B is correct:
GEOMETRY is supported for geospatial search optimization. Search optimization can improve performance for supported geospatial predicates when used with geospatial data types.
Why the other options are less appropriate in this question:
C). FLOAT is not the best answer in this option set. Snowflake search optimization support is commonly associated with exact/equality search behavior, and floating-point values are generally less suitable for exact lookup optimization scenarios.
D). VARIANT can be involved in semi-structured search optimization, but this question's provided verified answer indicates the expected choices are INTEGER and GEOMETRY.
E). BOOLEAN is a supported Snowflake scalar type, but it is generally low-cardinality and not the intended answer here.
Official Snowflake documentation reference:
Snowflake documentation explains that the Search Optimization Service supports specific query types and data types, including equality searches on supported scalar values and geospatial search optimization for geospatial data types such as GEOMETRY.
Reference: Snowflake Documentation - Search Optimization Service; Snowflake Documentation - Search optimization for geospatial queries; SnowPro Core Study Guide - Performance Optimization.
==
NEW QUESTION # 396
What role is required to use Partner Connect?
Answer: B
Explanation:
To use Partner Connect, the ACCOUNTADMIN role is required.Partner Connect allows account administrators to easily create trial accounts with selected Snowflake business partners and integrate these accounts with Snowflake
NEW QUESTION # 397
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