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Snowflake ARA-C01 Exam Syllabus Topics:

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

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ARA-C01 Latest Dumps & ARA-C01 Exam Simulation & ARA-C01 Practice Test

The Snowflake ARA-C01 certification exam is without a doubt a terrific and quick way to develop your profession in your field. These advantages include the opportunity to develop new, in-demand skills, advantages in the marketplace, professional credibility, and the opening up of new job opportunities. SnowPro Advanced Architect Certification ARA-C01 real reliable test cram and test book help you pass the SnowPro Advanced Architect Certification exam successfully.

Snowflake SnowPro Advanced Architect Certification Sample Questions (Q223-Q228):

NEW QUESTION # 223
You have create a task as below
CREATE TASK mytask1
WAREHOUSE = mywh
SCHEDULE = '5 minute'
WHEN
SYSTEM$STREAM_HAS_DATA('MYSTREAM')
AS
INSERT INTO mytable1(id,name) SELECT id, name FROM mystream WHERE METADATA$ACTION = 'INSERT';
Which statement is true below?

Answer: C


NEW QUESTION # 224
What built-in Snowflake features make use of the change tracking metadata for a table? (Choose two.)

Answer: A,D

Explanation:
In Snowflake, the change tracking metadata for a table is utilized by the MERGE command and the STREAM object. The MERGE command uses change tracking to determine how to apply updates and inserts efficiently based on differences between source and target tables. STREAM objects, on the other hand, specifically capture and store change data, enabling incremental processing based on changes made to a table since the last stream offset was committed.
References:Snowflake Documentation on MERGE and STREAM Objects.


NEW QUESTION # 225
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: A

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 # 226
An Architect runs the following SQL query:

How can this query be interpreted?

Answer: D

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:
1: Stages
2: LIST Function


NEW QUESTION # 227
Which alter command below may affect the availability of column with respect to time travel?

Answer: A


NEW QUESTION # 228
......

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