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Snowflake Certified SnowPro Associate - Platform Certification Sample Questions (Q160-Q165):
NEW QUESTION # 160
A data scientist wants to leverage Snowflake's A1 Data Cloud capabilities to train a machine learning model directly on data stored in Snowflake. The data is stored in a table named
'customer_data' and contains features like 'age', 'income', 'transaction _ history', and a target variable `churn'. The data scientist intends to use Snowpark ML for model training. Which of the following steps are REQUIRED to enable this scenario?
- A. Grant the necessary privileges to the data scientist's role to access the `customer_datas table (e.g., 'SELECT privilege). No further configuration is needed as Snowpark ML has native access to Snowflake data.
- B. Create a service account in Snowflake and grant the necessary privileges to this service account.Then, configure the Snowpark session to use the service account's credentials.
- C. Install the Snowpark library in the data scientist's local environment and configure it to connect to the Snowflake account using JDBC or ODBC. No specific Snowflake configuration is needed.
- D. Create a Snowflake Anaconda channel integration to manage Python dependencies for Snowpark ML.
Create a Snowpark ML environment and install necessary packages (e.g., scikit-learn) within that environment. Then, grant necessary privileges to the data scientist's role to use the Anaconda packages and create Snowpark ML models. - E. Enable the external access integration for outbound network access to the internet. This will allow the data scientist to download the necessary Python packages during model training.
Answer: A,D
Explanation:
Snowpark ML relies on Anaconda to manage Python dependencies within Snowflake. Therefore, you must set up a Snowflake Anaconda channel integration (Option C) so you can use Python packages. The data scientist also needs read access to the data (Option A). Options D and E involve more complex setups (external access and service accounts), which are not necessary for the baseline scenario of training a model directly on data within Snowflake using Snowpark ML and Anaconda packages. Option B describes setting up Snowpark on local IDEs to connect to Snowflake, it doesn't relate to using Snowflake native capability.
NEW QUESTION # 161
A developer wants to create a stored procedure in Snowflake using the web UI worksheet. The stored procedure needs to accept a VARIANT data type as input, parse a JSON string within the VARIANT, and insert specific values from the JSON into a table. Which of the following code snippets, when placed inside the stored procedure's body, correctly parses the JSON and inserts the 'name' and 'age' from the VARIANT 'json_data' into the 'employees' table?
- A.

- B.

- C.

- D.

- E.

Answer: B
Explanation:
Option B is the correct answer. Snowflake uses the colon operator to access elements within a VARIANT data type representing a JSON object. The and are necessary to explicitly cast the extracted JSON values to the appropriate data types for the `employees' table. Options A, C, and D use incorrect syntax for accessing JSON elements within a VARIANT in Snowflake. Option E uses STRING and NIJMBER which may be less precise than VARCHAR and INT, although would function, Option B is best practice.
NEW QUESTION # 162
How are privileges inherited in the Snowflake role hierarchy?
- A. Privileges are only inherited by the direct parent role in the hierarchy.
- B. Privileges are only inherited by direct child roles in the hierarchy.
- C. Privileges are inherited by any roles above a given role in the hierarchy.
- D. Privileges are inherited by any roles at the same level in the hierarchy.
Answer: C
Explanation:
Snowflake uses a hierarchical Role-Based Access Control (RBAC) model. When Role A is granted to Role B, the higher-level role (Role B) inherits all privileges of the lower-level role (Role A). This upward inheritance allows broad administrative roles (such as SYSADMIN) to automatically inherit permissions granted to subordinate roles.
Key principle:privilege inheritance flows upward, not downward.
* Parent roles inherit from child roles.
* Child roles donotinherit from parent roles.
Sibling roles do not share privileges unless explicitly granted.
Thus, roles above a given role in the hierarchy inherit privileges, making option C correct.
Options A and D incorrectly describe downward inheritance, which Snowflake does not perform.
Option B (same-level inheritance) also does not occur unless privileges are explicitly granted.
This hierarchical model simplifies governance by allowing higher-level administrative roles to centrally manage access across multiple subordinate roles.
NEW QUESTION # 163
You are tasked with loading data from a series of CSV files stored in an Amazon S3 bucket into Snowflake. The CSV files contain a header row, but some files have slight variations in the number and order of columns. You want to ensure that all relevant data is loaded correctly, even if the column order differs, and that any extra columns are ignored. Which of the following approaches is the MOST appropriate and efficient?
- A. Define a single external table with a VARIANT column and use Snowflake's CSV parsing capabilities to load all files into that column. Then, extract the relevant data using JSON path expressions.
- B. Create a VIEW on top of the external table to ensure that column names are consistent across all files.
Then load the data into view. - C. Create a separate external table for each CSV file with a different column structure.
- D. Pre-process the CSV files to standardize the column order and names before loading them into Snowflake.
- E. Create a single target table with all possible columns from all CSV files, using 'SKIP_HEADER = 1' and explicitly map the columns in the 'COPY INTO' statement to the correct columns in the target table, using the 'FILE FORMAT option to specify the correct field delimiter.
Answer: E
Explanation:
Creating a single target table with all possible columns and explicitly mapping the columns in the
'COPY INTO' statement is the most appropriate. This approach handles variations in column order by explicitly mapping columns from the CSV files to the target table. It is more performant than VARIANT, and doesn't require external preprocessing. Option A is not scalable and difficult to maintain. Option B is suitable for schema evolution but is not recommended if schemas are already known. Option D loading data into view, is not direct approach, and requires external table and COPY command need a table not view to load. Option E pre-processing helps if data consistency is high priority, but adds complexity to workflow and is not part of Snowflake functionalities.
NEW QUESTION # 164
You are tasked with creating a table in Snowflake to store customer order data. You need to ensure that the 'order date' column always defaults to the current date if no value is provided during insertion. Additionally, you want to enable automatic clustering on the 'customer id' column to optimize query performance for order retrieval by customer. Which of the following SQL statements correctly date DATE DEFAULT CURRENT DATE) ORDER BY (customer_id); achieves this?
- A. Option B
- B. Option A
- C. Option D
- D. Option E
- E. Option C
Answer: B
Explanation:
Option A is correct because it creates a table with a default value for 'order_date' using
'DEFAULT CURRENT_DATE and specifies clustering on 'customer_id' using `CLUSTER BY (customer_id)' during table creation. Snowflake supports specifying clustering keys during table creation. Option B is incorrect because 'ORDER BY' clause is used for ordering the data during query, not for clustering. Option C is also correct as the 'CLUSTER BY' can be done using ALTER statement as well . Option D is incorrect because Snowflake does not use traditional indexes and the syntax 'CREATE CLUSTERING INDEX is invalid. option E is incorrect because
'AUTOMATIC CLUSTERING BY' is not a valid syntax.
NEW QUESTION # 165
......
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