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Snowflake ARA-C01 Exam Syllabus Topics:

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

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Snowflake SnowPro Advanced Architect Certification Sample Questions (Q216-Q221):

NEW QUESTION # 216
A Snowflake Architect is setting up database replication to support a disaster recovery plan. The primary database has external tables.
How should the database be replicated?

Answer: C

Explanation:
Database replication is a feature that allows you to create a copy of a database in another account, region, or cloud platform for disaster recovery or business continuity purposes. However, not all database objects can be replicated. External tables are one of the exceptions, as they reference data files stored in an external stage that is not part of Snowflake. Therefore, to replicate a database that contains external tables, you need to move the external tables to a separate database that is not replicated, and then replicate the primary database that contains the other objects. This way, you can avoid replication errors and ensure consistency between the primary and secondary databases. The other options are incorrect because they either do not address the issue of external tables, or they use an alternative method that is not supported by Snowflake. You cannot create a clone of the primary database and then replicate it, as replication only works on the original database, not on its clones. You also cannot share the primary database with another account, as sharing is a different feature that does not create a copy of the database, but rather grants access to the shared objects. Finally, you do not need to ensure that the replicated database is in the same region as the external tables, as external tables can access data files stored in any region or cloud platform, as long as the stage URL is valid and accessible. References:
* [Replication and Failover/Failback] 1
* [Introduction to External Tables] 2
* [Working with External Tables] 3
* [Replication : How to migrate an account from One Cloud Platform or Region to another in Snowflake] 4


NEW QUESTION # 217
A media company needs a data pipeline that will ingest customer review data into a Snowflake table, and apply some transformations. The company also needs to use Amazon Comprehend to do sentiment analysis and make the de-identified final data set available publicly for advertising companies who use different cloud providers in different regions.
The data pipeline needs to run continuously ang efficiently as new records arrive in the object storage leveraging event notifications. Also, the operational complexity, maintenance of the infrastructure, including platform upgrades and security, and the development effort should be minimal.
Which design will meet these requirements?

Answer: D

Explanation:
Explanation
This design meets all the requirements for the data pipeline. Snowpipe is a feature that enables continuous data loading into Snowflake from object storage using event notifications. It is efficient, scalable, and serverless, meaning it does not require any infrastructure or maintenance from the user. Streams and tasks are features that enable automated data pipelines within Snowflake, using change data capture and scheduled execution.
They are also efficient, scalable, and serverless, and they simplify the data transformation process. External functions are functions that can invoke external services or APIs from within Snowflake. They can be used to integrate with Amazon Comprehend and perform sentiment analysis on the data. The results can be written back to a Snowflake table using standard SQL commands. Snowflake Marketplace is a platform that allows data providers to share data with data consumers across different accounts, regions, and cloud platforms. It is a secure and easy way to make data publicly available to other companies.
References:
* Snowpipe Overview | Snowflake Documentation
* Introduction to Data Pipelines | Snowflake Documentation
* External Functions Overview | Snowflake Documentation
* Snowflake Data Marketplace Overview | Snowflake Documentation


NEW QUESTION # 218
What is the best practice to follow when calling the SNOWPIPE REST API loadHistoryScan

Answer: C


NEW QUESTION # 219
An Architect would like to save quarter-end financial results for the previous six years.
Which Snowflake feature can the Architect use to accomplish this?

Answer: E

Explanation:
Zero-copy cloning is a Snowflake feature that can be used to save quarter-end financial results for the previous six years. Zero-copy cloning allows creating a copy of a database, schema, table, or view without duplicating the data or metadata. The clone shares the same data files as the original object, but tracks any changes made to the clone or the original separately. Zero-copy cloning can be used to create snapshots of data at different points in time, such as quarter-end financial results, and preserve them for future analysis or comparison. Zero-copy cloning is fast, efficient, and does not consume any additional storage space unless the data is modified1.
Reference:
Zero-Copy Cloning | Snowflake Documentation


NEW QUESTION # 220
During a database cloning, if a SNOWPIPE is cloned with a fully qualified table in the COPY statement in the pipe definition (in the form of db_name.schema_name.table_name or schema_name.table_name), then what will happen?

Answer: A


NEW QUESTION # 221
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