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| Section | Weight | Objectives |
|---|---|---|
| Time Travel & Cloning | 10% | - UNDROP and historical data access - Zero-copy cloning - Fail-safe concepts - Time travel concepts and retention |
| Data Loading & Unloading | 15% | - File formats (JSON, CSV, Parquet, AVRO) - Continuous loading with Snowpipe - Data unloading and staging - Data ingestion best practices - Bulk loading with COPY command |
| Cloud Platform Overview & Snowflake Key Concepts | 8% | - Virtual warehouse concepts and credit usage - Snowflake architecture layers (storage, compute, services) - Snowflake editions and features |
| Security & Access Control | 10% | - Authorization (roles, privileges) - Authentication (SSO, MFA) - Masking policies - Row-level and column-level security - Governance best practices |
| Virtual Warehouses | 15% | - Cache concepts (warehouse, result, metadata) - Warehouse sizing and scaling - Warehouse monitoring and troubleshooting - Warehouse creation and configuration - Multi-cluster warehouses |
| Data Sharing | 12% | - Shares and reader accounts - Private sharing vs. Data Exchange - Reader account management - Data listing marketplace |
| Semi-Structured Data | 10% | - Parsing and flattening semi-structured data - VARIANT data type - Array and object operations |
| Performance Optimization & Monitoring | 4% | - Query profiling and performance tuning - Resource optimization techniques - Query history and monitoring |
| Databases, Tables & Views | 18% | - Column types and sequences - Table types (permanent, transient, temporary) - Clustering and micro-partitions - Views (standard, materialized, secure) - Data manipulation (DML operations) - Stored procedures and UDFs |
| Account Objects | 8% | - Warehouses, databases, and schemas hierarchy - Resource monitors - Organizations and accounts structure |
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NEW QUESTION # 1028
What are characteristics of Snowflake network policies? (Select TWO).
Answer: C,D
Explanation:
Snowflake network policies are a security feature that allows administrators to control access to Snowflake by specifying allowed and blocked IP address ranges. These policies apply to all editions of Snowflake, making them widely applicable across different Snowflake environments. They are specifically designed to restrict or enable access based on the originating IP addresses of client requests, adding an extra layer of security.
Network policies are not applied to roles but are set at the account or user level. They are not activated using ALTER DATABASE SQL commands but are managed through ALTER ACCOUNT or ALTER NETWORK POLICY commands. The management of network policies does not exclusively require the ORGADMIN role; instead, they can be managed by users with the necessary privileges on the account.
NEW QUESTION # 1029
Which tools, services, or features should be used to write code when using the Snowpark API? (Choose two.)
Answer: D,E
Explanation:
The Snowpark API is available through language-specific libraries for Java, Python, and Scala. Among the answer choices, Snowpark for Scala and Snowpark for Python are the two actual Snowpark libraries used to write application code with the API. Snowpark pushes supported transformations and computations into Snowflake, allowing applications to process data at scale without moving the data to the client environment. Snowpark Container Services is a managed container platform rather than a Snowpark language library. Streamlit in Snowflake is an application framework, and SQL Scripting provides procedural SQL constructs rather than a Snowpark API library. Java is also a supported Snowpark language, but it is not included in the available choices. Therefore, the two correct options are B and C.
NEW QUESTION # 1030
A user creates two tasks:
* Task A loads data into a staging table.
* Task B transforms the data and is configured as a child task that depends on Task A.
After resuming Task A, the user notices that Task B never runs, even though Task A completes successfully.
What is the reason?
Answer: D
Explanation:
Newly created tasks are suspended by default. Resuming the root task does not automatically resume suspended child tasks in a task graph.
A child task does not need its own schedule. It runs after its predecessor completes successfully, subject to any task conditions. However, the child task must be in a started or resumed state.
The task graph can be enabled by resuming each task individually or by using the system function designed to enable dependent tasks.
Tasks in a graph can use different warehouses. That configuration does not, by itself, prevent a child task from running.
References:
Snowflake Documentation - Task graphs: https://docs.snowflake.com/en/user-guide/tasks-graphs Snowflake Documentation - Starting and suspending tasks: https://docs.snowflake.com/en/user-guide/tasks- intro
==
NEW QUESTION # 1031
Which is the MINIMUM required Snowflake edition that a user must have if they want to use AWS/Azure Privatelink or Google Cloud Private Service Connect?
Answer: B
Explanation:
https://docs.snowflake.com/en/user-guide/admin-security-privatelink.html
NEW QUESTION # 1032
What is SnowSQL used for?
Answer: B
Explanation:
The correct answer is B. Loading and unloading data .
SnowSQL is Snowflake's command-line client. It is used to connect to Snowflake, execute SQL statements, run SQL scripts, and perform data loading and unloading operations.
Why B is correct:
SnowSQL supports data loading and unloading workflows. For example, users can use SnowSQL to run PUT, GET, and COPY commands.
Example loading workflow:
PUT file:///local/path/data.csv @my_stage;
COPY INTO my_table
FROM @my_stage
FILE_FORMAT = (TYPE = CSV);
Example unloading workflow:
COPY INTO @my_stage/output/
FROM my_table;
GET @my_stage/output/ file:///local/path/output/;
Why the other options are incorrect:
A). Dashboards are usually developed in BI tools or applications, not SnowSQL.
C). Snowflake Native Apps are developed and managed using Snowflake Native App Framework tools and Snowflake CLI, not primarily SnowSQL.
D). Monitoring transformation activity is usually done through Snowflake views, query history, task history, event tables, or monitoring features, not as the primary purpose of SnowSQL.
Official Snowflake documentation reference:
Snowflake documentation describes SnowSQL as the command-line client for connecting to Snowflake and executing SQL queries, including data loading and unloading commands.
Reference: Snowflake Documentation - SnowSQL; Snowflake Documentation - Loading data using SnowSQL; Snowflake Documentation - PUT, GET, and COPY INTO; SnowPro Core Study Guide - Data Loading and Unloading.
NEW QUESTION # 1033
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