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Snowflake ARA-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Performance Optimization20%- Cost and Resource Optimization
  • 1. Warehouse cost optimization
  • 2. Resource monitors
  • 3. Concurrency scaling
- Query Performance
  • 1. Materialized views
  • 2. Caching strategies
  • 3. Query profiling and tuning
  • 4. Search optimization service
Topic 2: Data Engineering25%- Data Loading and Pipelines
  • 1. Streams and CDC
  • 2. External stages and file formats
  • 3. Bulk and continuous data loading
  • 4. Snowpipe and tasks
- Data Transformation
  • 1. ETL and ELT design
  • 2. Data modeling strategies
  • 3. Semi-structured data processing
Topic 3: Accounts and Security25%- Access Control and Authentication
  • 1. Network policies
  • 2. Role-based access control
  • 3. Data masking and row access policies
  • 4. SSO and MFA
- Governance and Compliance
  • 1. Object ownership and privilege management
  • 2. Data governance strategies
  • 3. Encryption and security architecture
Topic 4: Snowflake Architecture30%- Storage and Compute Design
  • 1. Database and schema design
  • 2. Micro-partitions and clustering
  • 3. Warehouse sizing and scaling
- Platform Architecture Design
  • 1. Cross-region and cross-cloud architecture
  • 2. Data sharing architecture
  • 3. Multi-account strategies
  • 4. Organization and account structure

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q85-Q90):

NEW QUESTION # 85
When unloading from a snowflake table to an internal or external stage, the COPY INTO command supports which of the below ones?

Answer: A,B,C,D,E


NEW QUESTION # 86
The following DDL command was used to create a task based on a stream:

Assuming MY_WH is set to auto_suspend - 60 and used exclusively for this task, which statement is true?

Answer: A

Explanation:
The warehouse MY_WH will only be active when there are results in the stream. This is because the task is created based on a stream, which means that the task will only be executed when there are new data in the stream. Additionally, the warehouse is set to auto_suspend - 60, which means that the warehouse will automatically suspend after 60 seconds of inactivity. Therefore, the warehouse will only be active when there are results in the stream. Reference:
[CREATE TASK | Snowflake Documentation]
[Using Streams and Tasks | Snowflake Documentation]
[CREATE WAREHOUSE | Snowflake Documentation]


NEW QUESTION # 87
A company has a Snowflake environment running in AWS us-west-2 (Oregon). The company needs to share data privately with a customer who is running their Snowflake environment in Azure East US 2 (Virginia).
What is the recommended sequence of operations that must be followed to meet this requirement?

Answer: C

Explanation:
Option C is the correct answer because it allows the company to share data privately with the customer across different cloud platforms and regions. The company can create a new Snowflake account in Azure East US 2 (Virginia) and set up replication between AWS us-west-2 (Oregon) and Azure East US 2 (Virginia) for the database objects to be shared. This way, the company can ensure that the data is always up to date and consistent in both accounts. The company can then create a share and add the database privileges to the share, and alter the share and add the customer's Snowflake account to the share. The customer can then access the shared data from their own Snowflake account in Azure East US 2 (Virginia).
Option A is incorrect because the Snowflake Marketplace is not a private way of sharing data. The Snowflake Marketplace is a public data exchange platform that allows anyone to browse and subscribe to data sets from various providers. The company would not be able to control who can access their data if they use the Snowflake Marketplace.
Option B is incorrect because it requires the customer to create a new Snowflake account in Azure East US 2 (Virginia), which may not be feasible or desirable for the customer. The customer may already have an existing Snowflake account in a different cloud platform or region, and may not want to incur additional costs or complexity by creating a new account.
Option D is incorrect because it involves creating a reader account in Azure East US 2 (Virginia), which is a limited and temporary way of sharing data. A reader account is a special type of Snowflake account that can only access data from a single share, and has a fixed duration of 30 days. The company would have to manage the reader account's URL and credentials, and renew the account every 30 days. The customer would not be able to use their own Snowflake account to access the shared data, and would have to rely on the company's reader account.
References:
Snowflake Replication
Secure Data Sharing Overview
Snowflake Marketplace Overview
Reader Account Overview


NEW QUESTION # 88
An Architect runs the following SQL query:

How can this query be interpreted?

Answer: C

Explanation:
A stage is a named location in Snowflake that can store files for data loading and unloading. A stage can be internal or external, depending on where the files are stored.
The query in the question uses the LIST function to list the files in a stage named FILEROWS. The function returns a table with various columns, including FILE_ROW_NUMBER, which is the line number of the file in the stage.
Therefore, the query can be interpreted as listing the files in a stage named FILEROWS and showing the line number of each file in the stage.
Reference:
: Stages
: LIST Function


NEW QUESTION # 89
Search optimization does not support Materialized views and External Tables

Answer: A


NEW QUESTION # 90
......

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