DEA-C02 Exam Questions

A Data Engineer is investigating a query that is taking a long time to return. The Query Profile shows the following: What step should the Engineer take to increase the query perfo...

How can the following relational data be transformed into semi-structured data using the LEAST amount of operational overhead?

A Data Engineer executes a complex query and wants to make use of Snowflake's query results caching capabilities to reuse the results. Which conditions must be met? (Choose three.)

A Data Engineer needs to load JSON output from some software into Snowflake using Snowpipe. Which recommendations apply to this scenario? (Choose three.)

Given the table SALES which has a clustering key of column CLOSED_DATE, which table function will return the average clustering depth for the SALES_REPRESENTATIVE column for the No...

A large table with 200 columns contains two years of historical data. When queried, the table is filtered on a single day. Below is the Query Profile: Using a size 2XL virtual ware...

A Data Engineer is working on a Snowflake deployment in AWS eu-west-1 (Ireland). The Engineer is planning to load data from staged files into target tables using the COPY INTO comm...

A Data Engineer wants to create a new development database (DEV) as a clone of the permanent production database (PROD). There is a requirement to disable Fail-safe for all tables....

Which query will show a list of the 20 most recent executions of a specified task, MYTASK, that have been scheduled within the last hour that have ended or are still running? A. B....

Which methods can be used to create a DataFrame object in Snowpark? (Choose three.)

A new CUSTOMER table is created by a data pipeline in a Snowflake schema where MANAGED ACCESS is enabled. Which roles can grant access to the CUSTOMER table? (Choose three.)

What is the purpose of the BUILD_STAGE_FILE_URL function in Snowflake?

The JSON below is stored in a VARIANT column named V in a table named jCustRaw: Which query will return one row per team member (stored in the teamMembers array) along with all of...

A company has an extensive script in Scala that transforms data by leveraging DataFrames. A Data Engineer needs to move these transformations to Snowpark. What characteristics of d...

The following is returned from SYSTEM$CLUSTERING_INFORMATION() for a table named ORDERS with a DATE column named O_ORDERDATE: What does the total_constant_partition_count value ind...

A company is building a dashboard for thousands of Analysts. The dashboard presents the results of a few summary queries on tables that are regularly updated. The query conditions...

A Data Engineer has developed a dashboard that will issue the same SQL select clause to Snowflake every 12 hours. How long will Snowflake use the persisted query results from the r...

A Data Engineer ran a stored procedure containing various transactions. During the execution, the session abruptly disconnected, preventing one transaction from committing or rolli...

A database contains a table and a stored procedure defined as: The log_table is initially empty and a Data Engineer issues the following command: CALL insert_log(NULL::VARCHAR); No...

When would a Data Engineer use TABLE with the FLATTEN function instead of the LATERAL FLATTEN combination?

Which output is provided by both the SYSTEM$CLUSTERING_DEPTH function and the SYSTEM$CLUSTERING_INFORMATION function?

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. What is the recommended way to ingest...

A table is loaded using Snowpipe and truncated afterwards. Later, a Data Engineer finds that the table needs to be reloaded, but the metadata of the pipe will not allow the same fi...

A stream called TRANSACTIONS_STM is created on top of a TRANSACTIONS table in a continuous pipeline running in Snowflake. After a couple of months, the TRANSACTIONS table is rename...

A Data Engineer is evaluating the performance of a query in a development environment. Based on the Query Profile, what are some performance tuning options the Engineer can use? (C...

Which methods will trigger an action that will evaluate a DataFrame? (Choose two.)

Which Snowflake objects does the Snowflake Kafka connector use? (Choose three.)

A Data Engineer has created table t1 with one column c1 with datatype VARIANT: create or replace table t1 (c1 variant); The Engineer has loaded the following JSON data set, which h...

What is a characteristic of the use of external tokenization?

A Data Engineer is implementing a near real-time ingestion pipeline to load data into Snowflake using the Snowflake Kafka connector. There will be three Kafka topics created. Which...

The following chart represents the performance of a virtual warehouse over time: A Data Engineer notices that the warehouse is queueing queries. The warehouse is size X-Small, the...

A secure function returns data coming through an inbound share. What will happen if a Data Engineer tries to assign USAGE privileges on this function to an outbound share?

Which functions will compute a 'fingerprint' over an entire table, query result, or window to quickly detect changes to table contents or query results? (Choose two.)

Which stages support external tables?

A Data Engineer wants to check the status of a pipe named my_pipe. The pipe is inside a database named test and a schema named Extract (case-sensitive). Which query will provide th...

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...

A Data Engineer is trying to load the following rows from a CSV file into a table in Snowflake with the following structure: The engineer is using the following COPY INTO statement...

A Data Engineer is working on a continuous data pipeline which receives data from Amazon Kinesis Firehose and loads the data into a staging table which will later be used in the da...

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,...

Assuming a Data Engineer has all appropriate privileges and context, which statements would be used to assess whether the User-Defined Function (UDF), MYDATABASE.SALES.REVENUE_BY_R...

A Data Engineer has written a stored procedure that will run with caller's rights. The Engineer has granted ROLEA the right to use this stored procedure. What is a characteristic o...

What is a characteristic of the use of binding variables in JavaScript stored procedures in Snowflake?

Which use case would be BEST suited for the search optimization service?

What is a characteristic of the operations of streams in Snowflake?

At what isolation level are Snowflake streams?

What kind of Snowflake integration is required when defining an external function in Snowflake?

A Data Engineer is writing a Python script using the Snowflake Connector for Python. The Engineer will use the snowflake.connector.connect function to connect to Snowflake. The req...

A Data Engineer wants to centralize grant management to maximize security. A user needs OWNERSHIP on a table in a new schema. However, this user should not have the ability to make...

A CSV file, around 1 TB in size, is generated daily on an on-premise server. A corresponding table, internal stage, and file format have already been created in Snowflake to facili...

What are characteristics of Snowpark Python packages? (Choose three.)