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Snowflake ARA-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: Performance and Optimization- Cost optimization
  • 1. Storage and compute efficiency
    • 2. Resource monitoring and cost control
      - Query performance tuning
      • 1. Query profiling and optimization techniques
        • 2. Warehouse sizing and scaling
          Topic 2: Security, Governance, and Compliance- Access control and security model
          • 1. Role-based access control (RBAC)
            • 2. Network security and authentication
              - Data governance
              • 1. Audit and compliance features
                • 2. Data classification and masking policies
                  Topic 3: Data Sharing and Collaboration- Secure data sharing
                  • 1. Data marketplace concepts
                    • 2. Cross-account data sharing
                      Topic 4: Data Pipelines and Data Engineering- Data orchestration
                      • 1. Tasks and Streams usage
                        • 2. Pipeline design patterns
                          - Data ingestion and transformation
                          • 1. Snowpipe and continuous data loading
                            • 2. Batch and streaming ingestion
                              Topic 5: Data Architecture and Design- Data modeling and schema design
                              • 1. Star and snowflake schema concepts
                                • 2. Semi-structured data modeling
                                  - Design scalable Snowflake architectures
                                  • 1. Account and environment strategy
                                    • 2. Multi-cluster virtual warehouse design

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                                      Snowflake SnowPro Advanced Architect Certification Sample Questions (Q80-Q85):

                                      NEW QUESTION # 80
                                      When loading data into a table that captures the load time in a column with a default value of either CURRENT_TIME () or CURRENT_TIMESTAMP() what will occur?

                                      Answer: B

                                      Explanation:
                                      According to the Snowflake documentation, when loading data into a table that captures the load time in a column with a default value of either CURRENT_TIME () or CURRENT_TIMESTAMP(), the default value is evaluated once per COPY statement, not once per row. Therefore, all rows loaded using a specific COPY statement will have the same timestamp value. This behavior ensures that the timestamp value reflects the time when the data was loaded into the table, not when the data was read from the source or created in the source.
                                      References:
                                      * Snowflake Documentation: Loading Data into Tables with Default Values
                                      * Snowflake Documentation: COPY INTO table


                                      NEW QUESTION # 81
                                      A 2 TB table with 400 columns is queried frequently to calculate average employee tenure by country and career level. The query exhibits poor partition pruning and runs on an X-Small warehouse.
                                      What improvement meets the requirements with the LEAST operational overhead?

                                      Answer: B

                                      Explanation:
                                      The query filters on equality predicates for COUNTRY, EMPLOYMENT_STATUS, and a specific EFFECTIVE_DATE value representing the latest record. Search Optimization Service (SOS) is specifically designed to accelerate highly selective equality predicates without requiring data reorganization (Answer C).
                                      Clustering would introduce ongoing maintenance overhead and is less effective when cardinality is low or when multiple filter combinations exist. Query Acceleration Service helps with overall query execution time but does not directly improve partition pruning. Materialized views would require ongoing maintenance and additional storage, increasing operational complexity.
                                      For SnowPro Architect candidates, this question highlights choosing the simplest effective optimization tool- SOS-when dealing with selective filters and large tables.
                                      =========


                                      NEW QUESTION # 82
                                      A company's client application supports multiple authentication methods, and is using Okta.
                                      What is the best practice recommendation for the order of priority when applications authenticate to Snowflake?

                                      Answer: D


                                      NEW QUESTION # 83
                                      Following objects can be cloned in snowflake

                                      Answer: C,D,E

                                      Explanation:
                                      Snowflake supports cloning of various objects, such as databases, schemas, tables, stages, file formats, sequences, streams, tasks, and roles. Cloning creates a copy of an existing object in the system without copying the data or metadata. Cloning is also known as zero-copy cloning1.
                                      Among the objects listed in the question, the following ones can be cloned in Snowflake:
                                      Permanent table: A permanent table is a type of table that has a Fail-safe period and a Time Travel retention period of up to 90 days. A permanent table can be cloned using the CREATE TABLE ... CLONE command2. Therefore, option A is correct.
                                      Transient table: A transient table is a type of table that does not have a Fail-safe period and can have a Time Travel retention period of either 0 or 1 day. A transient table can also be cloned using the CREATE TABLE ... CLONE command2. Therefore, option B is correct.
                                      External table: An external table is a type of table that references data files stored in an external location, such as Amazon S3, Google Cloud Storage, or Microsoft Azure Blob Storage. An external table can be cloned using the CREATE EXTERNAL TABLE ... CLONE command3. Therefore, option D is correct.
                                      The following objects listed in the question cannot be cloned in Snowflake:
                                      Temporary table: A temporary table is a type of table that is automatically dropped when the session ends or the current user logs out. Temporary tables do not support cloning4. Therefore, option C is incorrect.
                                      Internal stage: An internal stage is a type of stage that is managed by Snowflake and stores files in Snowflake's internal cloud storage. Internal stages do not support cloning5. Therefore, option E is incorrect.


                                      NEW QUESTION # 84
                                      A company has a table with that has corrupted data, named Data. The company wants to recover the data as it was 5 minutes ago using cloning and Time Travel.
                                      What command will accomplish this?

                                      Answer: C

                                      Explanation:
                                      This is the correct command to create a clone of the table Data as it was 5 minutes ago using cloning and Time Travel. Cloning is a feature that allows creating a copy of a database, schema, table, or view without duplicating the data or metadata. Time Travel is a feature that enables accessing historical data (i.e. data that has been changed or deleted) at any point within a defined period. To create a clone of a table at a point in time in the past, the syntax is:
                                      CREATE TABLE <clone_name> CLONE <source_table> AT (OFFSET => <offset_in_seconds>); The OFFSET parameter specifies the time difference in seconds from the present time. A negative value indicates a point in the past. For example, -60*5 means 5 minutes ago. Alternatively, the TIMESTAMP parameter can be used to specify an exact timestamp in the past. The clone will contain the data as it existed in the source table at the specified point in time12.
                                      References:
                                      * Snowflake Documentation: Cloning Objects
                                      * Snowflake Documentation: Cloning Objects at a Point in Time in the Past


                                      NEW QUESTION # 85
                                      ......

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