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Snowflake ARA-C01 (SnowPro Advanced Architect Certification) Certification Exam is a globally recognized certification program that validates an individual's expertise in designing and implementing Snowflake solutions. SnowPro Advanced Architect Certification certification is designed for experienced architects who have already achieved the SnowPro Core Certification and have a deep understanding of Snowflake's data warehousing platform. The Snowflake ARA-C01 exam covers a wide range of advanced topics, including Snowflake architecture, query optimization, data modeling, security, and performance tuning.
Snowflake ARA-C01 Certification Exam is an industry-leading certification that validates the advanced technical skills of Snowflake architects. SnowPro Advanced Architect Certification certification is highly respected by organizations that utilize Snowflake and is a demonstration of the architect's expertise in designing and implementing complex Snowflake solutions. Candidates who successfully pass the exam can expect to have a significant advantage in the job market and be highly sought after by organizations looking for Snowflake experts.
NEW QUESTION # 35
You are a snowflake architect in an organization. The business team came to to deploy an use case which requires you to load some data which they can visualize through tableau. Everyday new data comes in and the old data is no longer required.
What type of table you will use in this case to optimize cost
Answer: C
Explanation:
* A transient table is a type of table in Snowflake that does not have a Fail-safe period and can have a Time Travel retention period of either 0 or 1 day. Transient tables are suitable for temporary or intermediate data that can be easily reproduced or replicated1.
* A temporary table is a type of table in Snowflake that is automatically dropped when the session ends or the current user logs out. Temporary tables do not incur any storage costs, but they are not visible to other users or sessions2.
* A permanent table is a type of table in Snowflake that has a Fail-safe period and a Time Travel retention period of up to 90 days. Permanent tables are suitable for persistent and durable data that needs to be protected from accidental or malicious deletion3.
* In this case, the use case requires loading some data that can be visualized through Tableau. The data is updated every day and the old data is no longer required. Therefore, the best type of table to use in this case to optimize cost is a transient table, because it does not incur any Fail-safe costs and it can have a short Time Travel retention period of 0 or 1 day. This way, the data can be loaded and queried by Tableau, and then deleted or overwritten without incurring any unnecessary storage costs.
Transient Tables : Temporary Tables : Understanding & Using Time Travel
NEW QUESTION # 36
With default settings for multi cluster warehouse, how does snowflake determines when to start a new cluster?
Answer: C
NEW QUESTION # 37
A company is storing large numbers of small JSON files (ranging from 1-4 bytes) that are received from IoT devices and sent to a cloud provider. In any given hour, 100,000 files are added to the cloud provider.
What is the MOST cost-effective way to bring this data into a Snowflake table?
Answer: D
Explanation:
Explanation
* A pipe is a Snowflake object that continuously loads data from files in a stage (internal or external) into a table. A pipe can be configured to use auto-ingest, which means that Snowflake automatically detects new or modified files in the stage and loads them into the table without any manual intervention1.
* A pipe is the most cost-effective way to bring large numbers of small JSON files into a Snowflake table, because it minimizes the number of COPY commands executed and the number of micro-partitions created. A pipe can use file aggregation, which means that it can combine multiple small files into a single larger file before loading them into the table. This reduces the load time and the storage cost of the data2.
* An external table is a Snowflake object that references data files stored in an external location, such as Amazon S3, Google Cloud Storage, or Microsoft Azure Blob Storage. An external table does not store the data in Snowflake, but only provides a view of the data for querying. An external table is not a cost-effective way to bring data into a Snowflake table, because it does not support file aggregation, and it requires additional network bandwidth and compute resources to query the external data3.
* A stream is a Snowflake object that records the history of changes (inserts, updates, and deletes) made to a table. A stream can be used to consume the changes from a table and apply them to another table or a task. A stream is not a way to bring data into a Snowflake table, but a way to process the data after it is loaded into a table4.
* A copy command is a Snowflake command that loads data from files in a stage into a table. A copy command can be executed manually or scheduled using a task. A copy command is not a cost-effective way to bring large numbers of small JSON files into a Snowflake table, because it does not support file aggregation, and it may create many micro-partitions that increase the storage cost of the data5.
References: : Pipes : Loading Data Using Snowpipe : External Tables : Streams : COPY INTO <table>
NEW QUESTION # 38
A Data Engineer is designing a near real-time ingestion pipeline for a retail company to ingest event logs into Snowflake to derive insights. A Snowflake Architect is asked to define security best practices to configure access control privileges for the data load for auto-ingest to Snowpipe.
What are the MINIMUM object privileges required for the Snowpipe user to execute Snowpipe?
Answer: C
Explanation:
According to the SnowPro Advanced: Architect documents and learning resources, the minimum object privileges required for the Snowpipe user to execute Snowpipe are:
OWNERSHIP on the named pipe. This privilege allows the Snowpipe user to create, modify, and drop the pipe object that defines the COPY statement for loading data from the stage to the table1.
USAGE and READ on the named stage. These privileges allow the Snowpipe user to access and read the data files from the stage that are loaded by Snowpipe2.
USAGE on the target database and schema. These privileges allow the Snowpipe user to access the database and schema that contain the target table3.
INSERT and SELECT on the target table. These privileges allow the Snowpipe user to insert data into the table and select data from the table4.
The other options are incorrect because they do not specify the minimum object privileges required for the Snowpipe user to execute Snowpipe. Option A is incorrect because it does not include the READ privilege on the named stage, which is required for the Snowpipe user to read the data files from the stage. Option C is incorrect because it does not include the OWNERSHIP privilege on the named pipe, which is required for the Snowpipe user to create, modify, and drop the pipe object. Option D is incorrect because it does not include the OWNERSHIP privilege on the named pipe or the READ privilege on the named stage, which are both required for the Snowpipe user to execute Snowpipe. Reference: CREATE PIPE | Snowflake Documentation, CREATE STAGE | Snowflake Documentation, CREATE DATABASE | Snowflake Documentation, CREATE TABLE | Snowflake Documentation
NEW QUESTION # 39
Which parameters can only be set at the account level? (Select TWO).
Answer: B,D
Explanation:
Snowflake parameters exist at different levels of the hierarchy, including account, user, session, warehouse, database, schema, and object levels. However, some parameters are intentionally restricted to the account level because they enforce global security or compliance behavior across the entire Snowflake environment.
ENFORCE_SESSION_POLICY is an account-level parameter that determines whether session policies (such as authentication or session controls) are enforced across all users. Because this impacts authentication and session behavior globally, it cannot be overridden at lower scopes (Answer B).
PERIODIC_DATA_REKEYING is another account-level-only parameter. It controls automatic re-encryption (rekeying) of data to meet strict compliance and security requirements. Rekeying affects all encrypted data in the account and must therefore be centrally managed at the account level (Answer D).
By contrast, DATA_RETENTION_TIME_IN_DAYS can be set at multiple levels (account, database, schema, and table). MAX_CONCURRENCY_LEVEL is a warehouse-level parameter, and TIMESTAMP_INPUT_FORMAT can be set at account, user, or session levels. From a SnowPro Architect perspective, understanding which parameters are global versus scoped is critical for designing secure, compliant, and governable Snowflake architectures.
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NEW QUESTION # 40
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