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Snowflake SnowPro Advanced: Data Engineer Certification Sample Questions:

1. Company A and Company B both have Snowflake accounts. Company A's account is hosted on a different cloud provider and region than Company B's account Companies A and B are not in the same Snowflake organization.
How can Company A share data with Company B? (Select TWO).

A) Create a share within Company A's account and add Company B's account as a recipient of that share
B) Create a share within Company A's account, and create a reader account that is a recipient of the share Grant Company B access to the reader account
C) Use database replication to replicate Company A's data into Company B's account Create a share within Company B's account and grant users within Company B's account access to the share
D) Create a new account within Company A's organization in the same cloud provider and region as Company B's account Use database replication to replicate Company A's data to the new account Create a share within the new account and add Company B's account as a recipient of that share
E) Create a separate database within Company A's account to contain only those data sets they wish to share with Company B Create a share within Company A's account and add all the objects within this separate database to the share Add Company B's account as a recipient of the share

2. Assuming that the session parameter USE_CACHED_RESULT is set to false, what are characteristics of Snowflake virtual warehouses in terms of the use of Snowpark?

A) Creating a DataFrame from a table will start a virtual warehouse
B) Calling a Snowpark stored procedure to query the database with session, call () will start a virtual warehouse
C) Transforming a DataFrame with methods like replace () will start a virtual warehouse -
D) Creating a DataFrame from a staged file with the read () method will start a virtual warehouse

3. A Data Engineer wants to centralize grant management to maximize security. A user needs ownership on a table m a new schema However, this user should not have the ability to make grant decisions What is the correct way to do this?

A) Revoke grant decisions from the user on the table
B) Revoke grant decisions from the user on the schema.
C) Grant ownership to the user on the table
D) Add the with managed access parameter on the schema

4. Within a Snowflake account permissions have been defined with custom roles and role hierarchies.
To set up column-level masking using a role in the hierarchy of the current user, what command would be used?

A) CORRECT_ROLE
B) IS_GRANTED_TO_INVOKER_ROLE
C) IKVOKER_ROLE
D) IS_RCLE_IN_SESSION

5. A Data Engineer needs to ingest invoice data in PDF format into Snowflake so that the data can be queried and used in a forecasting solution.
..... recommended way to ingest this data?

A) Use Snowpipe to ingest the files that land in an external stage into a Snowflake table
B) Use a COPY INTO command to ingest the PDF files in an external stage into a Snowflake table with a VARIANT column.
C) Create an external table on the PDF files that are stored in a stage and parse the data nto structured data
D) Create a Java User-Defined Function (UDF) that leverages Java-based PDF parser libraries to parse PDF data into structured data

Solutions:

Question # 1 Answer: A,E

Question # 2 Answer: A

Question # 3 Answer: D

Question # 4 Answer: D

Question # 5 Answer: D