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Snowflake ARA-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q95-Q100):

NEW QUESTION # 95
Which SQL alter command will MAXIMIZE memory and compute resources for a Snowpark stored procedure when executed on the snowpark_opt_wh warehouse?

Answer: B

Explanation:
To maximize memory and compute resources for a Snowpark stored procedure, you need to set the MAX_CONCURRENCY_LEVEL parameter for the warehouse that executes the stored procedure. This parameter determines the maximum number of concurrent queries that can run on a single warehouse. By setting it to 16, you ensure that the warehouse can use all the available CPU cores and memory on a single node, which is the optimal configuration for Snowpark-optimized warehouses. This will improve the performance and efficiency of the stored procedure, as it will not have to share resources with other queries or nodes. The other options are incorrect because they either do not change the MAX_CONCURRENCY_LEVEL parameter, or they set it to a lower value than 16, which will reduce the memory and compute resources for the stored procedure. References:
* [Snowpark-optimized Warehouses] 1
* [Training Machine Learning Models with Snowpark Python] 2
* [Snowflake Shorts: Snowpark Optimized Warehouses] 3


NEW QUESTION # 96
An Architect needs to ensure that users can upload data from Snowsight into an existing table.
What privileges must be granted? (Select THREE).

Answer: B,E,F

Explanation:
Uploading data into an existing table via Snowsight requires sufficient privileges to access the database and schema and to interact with the target table. Database-level USAGE is required to access objects within the database (Answer A). Schema-level USAGE is required to access the schema containing the table (Answer D).
Table-level SELECT is required by Snowsight to validate and preview the data and table structure during the upload process (Answer E). OWNERSHIP privileges are not required and would grant excessive control.
CREATE TABLE is unnecessary when uploading into an existing table.
This reflects Snowflake's least-privilege security model and is a common SnowPro Architect exam topic when designing user self-service data ingestion workflows.
=========


NEW QUESTION # 97
There are two databases in an account, named fin_db and hr_db which contain payroll and employee data, respectively. Accountants and Analysts in the company require different permissions on the objects in these databases to perform their jobs. Accountants need read-write access to fin_db but only require read-only access to hr_db because the database is maintained by human resources personnel.
An Architect needs to create a read-only role for certain employees working in the human resources department.
Which permission sets must be granted to this role?

Answer: A

Explanation:
To create a read-only role for certain employees working in the human resources department, the role needs to have the following permissions on the hr_db database:
USAGE on the database: This allows the role to access the database and see its schemas and objects.
USAGE on all schemas in the database: This allows the role to access the schemas and see their objects.
SELECT on all tables in the database: This allows the role to query the data in the tables.
Option A is the correct answer because it grants the minimum permissions required for a read-only role on the hr_db database.
Option B is incorrect because SELECT on schemas is not a valid permission. Schemas only support USAGE and CREATE permissions.
Option C is incorrect because MODIFY on the database is not a valid permission. Databases only support USAGE, CREATE, MONITOR, and OWNERSHIP permissions. Moreover, USAGE on tables is not sufficient for querying the data. Tables support SELECT, INSERT, UPDATE, DELETE, TRUNCATE, REFERENCES, and OWNERSHIP permissions.
Option D is incorrect because REFERENCES on tables is not relevant for querying the data. REFERENCES permission allows the role to create foreign key constraints on the tables.
Reference:
: https://docs.snowflake.com/en/user-guide/security-access-control-privileges.html#database-privileges
: https://docs.snowflake.com/en/user-guide/security-access-control-privileges.html#schema-privileges
: https://docs.snowflake.com/en/user-guide/security-access-control-privileges.html#table-privileges


NEW QUESTION # 98
You ran the below query. I have a warehouse with auto suspend set at 5 seconds
SELECT * FROM INVENTORY;
The query profile looks like as below. Please see below 'Percentage scanned from cache' is 0%

You ran the query again before 5 seconds has elapsed and the query profile looks as below. Look at the 'Percentage scanned for cache', it is 75%

You ran the query again after 5 seconds. The query profile looks as below. Look at the 'Percentage scanned from cache', it is zero again.

Why is this happening?

Answer: B


NEW QUESTION # 99
A table contacts_data contains a VARIANT column with nested JSON data.
Which queries correctly retrieve the first name value "Snow"? (Select TWO).

Answer: A,B

Explanation:
Snowflake supports multiple syntaxes for accessing elements in VARIANT columns. Bracket notation with quoted keys is valid for object traversal, making option B correct. Dot notation with colon syntax is also valid and commonly used for readability, as shown in option E.
Option A is invalid because unquoted identifiers inside brackets are interpreted as column names, not JSON keys. Option C contains incorrect syntax combining brackets and colons. Option D is invalid because JSON key names are case-sensitive unless quoted, and the provided structure uses lowercase keys.
Understanding VARIANT traversal syntax is a core SnowPro Architect skill for semi-structured data handling and transformation.
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NEW QUESTION # 100
......

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