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  1. Home
  2. Snowflake Certification
  3. ARA-C01 Exam
  4. Snowflake.ARA-C01.v2026-04-11.q236 Dumps
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Question 166

What is a characteristic of loading data into Snowflake using the Snowflake Connector for Kafka?

Correct Answer: C
The Snowflake Connector for Kafka simplifies streaming ingestion by automatically managing Snowflake objects required for ingestion. It creates and manages internal stages, file formats, and Snowpipe pipes without requiring manual configuration (Answer C). This reduces operational overhead and simplifies deployment.
The connector is cloud-agnostic and works across supported Snowflake clouds, not just AWS. It supports a defined set of formats (such as JSON and Avro), not all possible formats. While the connector enables near real-time ingestion, it still uses Snowpipe under the hood and does not guarantee lower latency than Snowpipe Streaming.
For SnowPro Architect candidates, this question emphasizes understanding how Snowflake-managed connectors abstract infrastructure details while still relying on Snowflake-native ingestion services.
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Question 167

USERADMIN and Security administrators (i.e. users with the SECURITYADMIN role) or higher can create roles.

Correct Answer: A
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Question 168

Which of the below privileges are required for search optimization?

Correct Answer: B,C
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Question 169

Which data models can be used when modeling tables in a Snowflake environment? (Select THREE).

Correct Answer: A,B,D
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Question 170

An Architect has chosen to separate their Snowflake Production and QA environments using two separate Snowflake accounts.
The QA account is intended to run and test changes on data and database objects before pushing those changes to the Production account. It is a requirement that all database objects and data in the QA account need to be an exact copy of the database objects, including privileges and data in the Production account on at least a nightly basis.
Which is the LEAST complex approach to use to populate the QA account with the Production account's data and database objects on a nightly basis?

Correct Answer: C
Explanation
* This approach is the least complex because it uses Snowflake's built-in replication feature to copy the data and database objects from the Production account to the QA account. Replication is a fast and efficient way to synchronize data across accounts, regions, and cloud platforms. It also preserves the privileges and metadata of the replicated objects. By creating clones of the replica databases, the QA account can run tests on the cloned data without affecting the original data. Clones are also zero-copy, meaning they do not consume any additional storage space unless the data is modified. This approach does not require any external stages, tasks, Snowpipe, or external functions, which can add complexity and overhead to the data transfer process.
References:
* Introduction to Replication and Failover
* Replicating Databases Across Multiple Accounts
* Cloning Considerations
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