ARA-C01 SnowPro Advanced Architect Certification Dumps

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Share some ARA-C01 exam online questions below. 
1.Who pays for the compute usage of the Reader account?
A. Consumer
B. Provider
Answer: B
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Provider pays the compute of the reader account because the consumer who uses the reader
account doesn't owns the accounts( not a customer of Snowflake for that account).
2.Which types of stages are automatically available in Snowflake and do not need to be created or
configured?
A. Table
B. User
C. Named External
D. Named Internal
Answer: A,B
Explanation:
Internal User Stage C It is allocated to each user for storing files. Managed by a single user. Can’t be
altered or dropped. User Stages are referenced using @~. Internal Table Stage C It is available for
each table created in Snowflake and available for one of many users but only loaded into a single
table. Can’t be altered or dropped. Stage is referenced as @%. When copying data from files in a
table stage, the FROM clause can be omitted because Snowflake automatically checks for files in the
table stage.
3.How is the most effective way to test if clustering a table helped performance?
A. Use SYSTEM$CLUSTERING_INFORMATION. Check the average_depth
B. Run a sample query before clustering and after to compare the results
C. Use the SYSTEM$CLUSTERING_DEPTH and check the depth of each column
D. Use SYSTEM$CLUSTERING_INFORMATION. Check the total_constant_partition_count
E. Use SYSTEM$CLUSTERING_INFORMATION. Check the average_overlaps
Answer: B
Explanation:
Also, Snowflake strongly recommends that you test a representative set of queries on the table to
establish some performance baselines.
4.New or modified data in tables in a share are immediately not available to all consumers who have
created a database from a share
A. FALSE
B. TRUE
Answer: A
Explanation:
New or modified data in tables in a share are immediately available to all consumers who have
created a database from a share. You must grant usage on new objects created in a database in a
share in order for them to be available to consumers.
5.Refreshing a secondary database is blocked for:
A. Materialized views
B. external table exists in the primary table
C. Databased created from shares
D. Transient Tables exists in the primary table
Answer: B,C
Explanation:
Currently following limitations exist with Replication: Refreshing a secondary database is blocked if an
external table exists in the primary database. Databases created from shares cannot be replicated.
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6.Each time the persisted result for a query is reused, Snowflake resets the 24-hour retention period
for the result, up to a maximum of 31 days from the date and time that the query was first executed.
(TRUE / FALSE)
A. FALSE
B. TRUE
Answer: B
Explanation:
Each time the persisted result for a query is reused, Snowflake resets the 24-hour retention period for
the result, up to a maximum of 31 days from the date and time that the query was first executed. After
31 days, the result is purged and the next time the query is submitted, a new result is generated and
persisted.
7.Mike wants to create a multi-cluster warehouse and wants to make sure that whenever new queries
are queued, additional clusters should start immediately.
How should he configure the Warehouse?
A. Snowflake takes care of this automatically so, Mike does not have to worry about it
B. Set the SCALING POLICY as ECONOMY
C. Set the SCALING POLICY as STANDARD
D. Configure as SCALE-MAX so that the warehouse is always using maximum number of specified
clusters
Answer: C
Explanation:
If a multi-cluster warehouse is configured with SCALING policy as STANDARD it immediately when
either a query is queued or the system detects that there’s one more query than the currently-running
clusters can execute
8.Kafka connector requires a role with the following minimum privileges:
A. CREATE STAGE
B. CREATE SCHEMA
C. CREATE DATABASE
D. DATABASE USAGE
E. CREATE TABLE
F. CREATE PIPE
Answer: A,D,E,F
Explanation:
Kafka connector does not create Database as well as Schema. So, CREATE DATABASE and
CREATE SCHEMA privileges are not needed.
9.Please choose the correct Table Type from the given options.
A. TEMPORARY
B. PERMANENT
C. TRANSIENT
D. INTERNAL
E. EXTERNAL
Answer: A,B,C,E
Explanation:
There are four types of tables - Permanent, Temporary, Transient and External.
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10.How often does Snowflake release new features?
A. Weekly
B. Yearly
C. Bi-Weekly
D. Monthly
Answer: A
Explanation:
Snowflake releases new upgrades and patches weekly.
11.Some compute occurs in the cloud services layer. When customer is charged for compute which
occurred in the cloud services layer?
A. Customers are charged for cloud computing that exceeds 10% of total compute costs for the
account
B. There is no charge to customer for cloud services layer
C. Customers are charged for cloud computing that exceeds 10% of total storage costs for the
account
D. Customers are charged for cloud computing that exceeds 50% of total compute costs for the
account
Answer: A
Explanation:
Usage for cloud-services is charged only if the daily consumption of cloud services exceeds 10% of
the daily usage of the compute resources. The charge is calculated daily (in the UTC time zone). This
ensures that the 10% adjustment is accurately applied each day, at the credit price for that day.
12.Semi Structured data can be accessed: (Select 3)
A. In a permanent table using the variant data type
B. In files in a internal stage
C. In files in an external stage
D. In files in an on-prem file server
E. In files on an AWS EC2 server
Answer: A,B,C
Explanation:
Snowflake CAN'T access from AWS EC2 server and on-prem file server. Snowflake can query
External Table ( files of External Stage), Internal Stage and Permanent table.
13.How can you impose row level access control while sharing a database which has your customers
/accounts specific data? One customer should not be granted select on the other customers records
in the same table.
A. Create two tables in Provider account. One for each customer
B. Create two shares for two respective customers
C. Add single account when Altering Share to add the account name
D. Impose row level access control using CURRENT_ACCOUNT(); mapping on secure view and
share
the secure view.
Answer: D
Explanation:
Account mapping using CURRENT_ACCOUNT() function helps in imposing row level access control.
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You can create Secure view as: CREATE SECURE VIEW shared_records AS SELECT * FROM
vendor_records vr JOIN acct_map am ON vr.id = am.id AND am.acct_name =
CURRENT_ACCOUNT(); Here, acct_map table canhave two columns - id and acct_name.
14.What are the use cases for cross-cloud & cross-region replication?
A. Business Continuity & Disaster Recovery
B. Data Portability for Account Migrations
C. Secure Data Sharing across regions/clouds
D. All of these
Answer: A
Explanation:
True, these all three are few of the best use cases for Cross-Cloud and Cross-Region Replications
15.A Virtual Warehouse can't access data loaded in the table using different warehouse.
A. TRUE
B. FALSE
Answer: B
Explanation:
Any warehouse can be used for accessing any database or table without any contention.
16.If you find a data-related tool that is not listed as part of the Snowflake ecosystem, what industry
standard options could you check for as a way to easily connect to Snowflake? (Select 2)
A. Check to see if the tool can connect to other solutions via JDBC
B. Check to see if you can develop a driver and put it on GitHub
C. Check to see if the tool can connect to other solutions via ODBC
D. Check to see if there is a petition in the community to create a driver
Answer: A,C
Explanation:
ODBC (Open Database Connectivity) and JDBC (JAVA Database Connectivity) are the industry
standard options to connect Snowflake easily.
17.What are the key considerations for using warehouse effectively and efficiently?
A. Start with smallest warehouse always and Scale up if the performance is poor
B. Don’t focus on warehouse size. Snowflake utilizes per-second billing, so you can run larger
warehouses (Large, X-Large, 2X-Large, etc.) and simply suspend them when not in use
C. Snowflake utilizes per-hour billing so, customer doesn't have to worry about the warehouse size.
D. Experiment with different types of queries and different warehouse sizes to determine the
combinations that best meet your specific query needs and workload.
Answer: B,D
Explanation:
The keys to using warehouses effectively and efficiently are:
- Experiment with different types of queries and different warehouse sizes to determine the
combinations that best meet your specific query needs and workload.
- Don’t focus on warehouse size. Snowflake utilizes per-second billing, so you can run larger
warehouses (Large, X-Large, 2X-Large, etc.) and simply suspend them when not in use.
18.Which of the following Snowflake Editions encrypt all data transmitted over the network within a
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Virtual Private Cloud (VPC)?
A. Standard
B. Enterprise
C. Business Critical
Answer: C
Explanation:
Business Critical edition has lot many additional features like - Tri-Secret Secure using Customer-
managed key, AWS and Azure Private Link supports.
19.When choosing a geographic deployment region, what factors might an enrollee consider?
A. End-user perceptions of glamorous or trendy geographic locations
B. Number of availability zones within a region
C. Proximity to the point of service
D. Additional fees charged for regions with geo-political unrest
Answer: B,C
Explanation:
It is better to choose the nearest region to avoid any lag or latency with higher number of availability
zones.
20.What are the types of Caches? (Select 2)
A. Storage Cache
B. History Cache
C. Results Cache
D. Metadata Cache
Answer: C,D
Explanation:
Also, Warehouse Cache. Warehouse cache gets purged on suspension.
21.Cross-Cloud and Cross-Region replication is type of:
A. Synchronous Replication
B. Asynchronous Replication
Answer: B
Explanation:
Cross-Cloud and Cross-Region Replications are Asynchronous replications. There is no performance
impact on Primary databases.
22.Mike has table T1 with Time-Travel retention time period set to 20 days. He decreases the
retention period by 15 days to make it 5 days.
What impacts will happen on Table data. Please select 2.
A. Changes will be ONLY effective for new data coming to Time-Travel
B. No impact to existing Time Travel data. That will still complete the longer period of 20 days before
going to Fail-safe
C. The data which was in Time Travel for more than 5 days will move to Fail-safe by Snowflake by
background process
D. The data that is currently in Time Travel and if the data is still within the new shorter period, it
remains in Time Travel
Answer: C,D
Explanation:
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Decreasing Retention reduces the amount of time data is retained in Time Travel:
- For active data modified after the retention period is reduced, the new shorter period applies.
- For data that is currently in Time Travel: --If the data is still within the new shorter period, it remains
in Time Travel. --If the data is outside the new period, it moves into Fail-safe.
23.You set up a Snowflake account, choosing AWS as your cloud platform provider.
What stages can you use to load data files? (Check all that apply)
A. NAMED EXTERNAL - using Azure BLOB storage
B. NAMED EXTERNAL - using GCS/GCP Buckets
C. NAMED EXTERNAL - using S3 Buckets
D. TABLE
E. NAMED INTERNAL
F. USER
Answer: A,B,C,D,E,F
Explanation:
Does not matter which cloud provider you have setup your account, Snowflake supports all the
stages. For example, you can have your account setup on AWS but you can use Azure blob as your
external stage.
24.SNOWPIPE AUTO_INGEST method only works with External Stages. (TRUE/FALSE)
A. TRUE
B. FALSE
Answer: A
Explanation:
SNOWPIPE only works with External Stages whereas, SNOWPIPE (REST) method works for both
External and Internal stages.
25.Stages which do not support File Formats are :
A. Internal User Stage
B. Internal named Stage
C. External Named Stage
D. Internal Table Stage
Answer: A,D
Explanation:
Table Stage and User Stage are created automatically whenever a table is created or a new user is
added into the system respectively. They don’t support setting up the file format.
26.How to choose the right size of warehouse to achieve the best results based on the Query
processing?
A. Execute relatively homogenous queries on the same warehouse
B. Execute varieties of queries on same warehouse to achieve the best result
Answer: A
Explanation:
To achieve the best results, try to execute relatively homogeneous queries (size, complexity, data
sets, etc.) on the same warehouse; executing queries of widely-varying size and/or complexity on the
same warehouse makes it more difficult to analyze warehouse load, which can make it more difficult
to select the best size to match the size, composition, and number of queries in your workload.
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27.What is the recommendation for file size for Parquet files for loading?
A. 3 GB
B. 16 MB
C. 2 GB
D. 1 GB
Answer: D
Explanation:
Currently, data loads of large Parquet files (e.g. greater than 3 GB) could time out. Split large files into
files 1 GB in size (or smaller) for loading.
28.Mike has table T1 with Time-Travel retention time period set to 20 days. He increases the
retention period by 10 days to make it 30 days.
What impacts will happen on Table data. Please select 2.
A. No impact on any data that is 20 days older and has already moved into Fail-safe
B. Data that have moved to Fail-safe after 20 days will now be available in Time-Travel for additional
10 days
C. No impact on existing data which moved from table to Time-Travel before the increase of Time-
Travel retention period
D. Data that would have been removed after 20 days is now retained for an additional 10 days before
moving into Fail-safe
E. Changes will be ONLY effective for new data coming to Time-Travel
Answer: A,D
Explanation:
Increasing Retention causes the data currently in Time Travel to be retained for the longer time
period.
The new data retains for the increased retention period as well.
29.Mike wants to create a multi-cluster warehouse and wants to make sure that whenever new
queries are queued, additional clusters should start immediately.
How should he configure the Warehouse?
A. Set the SCALING POLICY as ECONOMY
B. Configure as SCALE-MAX so thatthe warehouse is always using maximum number of specified
clusters
C. Set the SCALING POLICY as STANDARD
D. Snowflake takes care of this automatically so, Mike does not have to worry about it
Answer: C
Explanation:
If a multi-cluster warehouse is configured with SCALING policy as STANDARD it immediately when
either a query is queued or the system detects that there’s one more query than the currently-running
clusters can execute
30.Which are the correct statements about TASKS?
A. Can not be triggered manually
B. it can be used with STREAMS
C. It is used for Change Data Capture (CDC)
D. TASKS is used to identify and act on changed table records
E. TASKS is used to scheduled SQL execution
Answer: A,B,E
 8 / 14
Explanation:
A task can execute a single SQL statement, including a call to a stored procedure. Tasks can be
combined with table streams for continuous ELT workflows to process recently changed table rows.
Streams ensure exactly once semantics for new or changed data in a table. Tasks can also be used
independently to generate periodic reports by inserting or merging rows into a report table or perform
other periodic work. Tasks can not be triggered manually.
31.Cross-Cloud and Cross-Region replication is type of:
A. Asynchronous Replication
B. Synchronous Replication
Answer: A
Explanation:
Cross-Cloud and Cross-Region Replications are Asynchronous replications. There is no performance
impact on Primary databases.
32.Snowflake supports many methods of authentication.
Which are the supported authentication methods in ALL Snowflake Editions?
A. SSO
B. MFA (Multi-factor authentication)
C. OAuth
D. Only MFA is supported by all the Snowflake editions
E. Only MFA and SSO are supported by all the Snowflake editions
Answer: A,B,C
Explanation:
MFA, Oauth, SSO - all these methods are supported by all the Snowflake editions.
33.SQL Clause which helps defining the clustering key:
A. CLUSERTING ON
B. CLUSTERING BY
C. CLUSTER ON
D. CLUSTER BY
Answer: D
Explanation:
example - create or replace table t1 (c1 date, c2 string, c3 number) cluster by (c1, c2);
34.How can you store Result Scan into a table?
A. CREATE OR REPLACE TABLE MY_RESULT AS (RESULT_SCAN(last_query_id()));
B. CREATE OR REPLACE TABLE MY_RESULT RESULT_SCAN(last_query_id()));
C. CREATE OR REPLACE TABLE MY_RESULT FROM table (RESULT_SCAN(last_query_id(-1)));
D. CREATE OR REPLACE TABLE MY_RESULT FROM table (RESULT_SCAN(last_query_id()));
E. CREATE OR REPLACE TABLE MY_RESULT AS SELECT * FROM table
(RESULT_SCAN(last_query_id()));
Answer: E
Explanation:
Option 1 is the right sql statement to create a table from the result scan data.
35.How many tables can be written for one Kafka Topic?
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A. 3
B. 8
C. 2
D. 1
Answer: D
Explanation:
With Snowflake, the typical pattern is that one topic supplies messages (rows) for one Snowflake
table.
36.You create a Sequence in Snowflake with an initial value of 3 and an interval of 2.
Which series of numbers do you expect to see?
A. 3,4,5,6,7
B. 3,6,9,12,15
C. 3,5,7,9,11
D. 2,5,8,11,14
Answer: C
Explanation:
It starts at initial value and then adds the interval to get the next value.
37.What are the best practices for JOIN on unique keys?
A. Use distinct keys
B. Avoid unintentional cross join
C. Avoid MANY-TO-MANY Join
Answer: A,B,C
Explanation:
Best Practices for Join on Unique keys: - Ensure keys are distinct - Understand relationships between
your tables before joining - Avoid many-to-many join - Avoid unintentional cross join
38.When choosing a geographic deployment region, what factors might an enrollee consider?
A. End-user perceptions of glamorous or trendy geographic locations
B. Number of availability zones within a region
C. Additional fees charged for regions with geo-political unrest
D. Proximity to the point of service
Answer: B,D
Explanation:
It is better to choose the nearest region to avoid any lag or latency with higher number of availability
zones.
39.Clustering keys are not intended for all tables. (TRUE / FALSE)
A. TRUE
B. FALSE
Answer: A
Explanation:
Clustering keys are not intended for all tables. The size of a table, as well as the query performance
for the table, should dictate whether to define a clustering key for the table.
40.Semi-structured data types can be cast using what method?
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A. (<object_type>) Column_name
B. Column_name CAST TO <object_type>
C. Column_name::<object_type>
D. Column_name AS <object_type>
E. Column_name AS_<object_type>
Answer: C
Explanation:
Usage of Two colons is the correct syntax for Casting.
41.A multi-cluster virtual warehouse is Maximized when
A. Minimum number of clusters and Maximum number of clusters are same and must be specified
with a value of more than 1.
B. Minimum and Maximum number of clusters are specified differently.
C. MIN_CLUSTER_COUNT = 3 MAX_CLUSTER_COUNT = 3
D. MIN_CLUSTER_COUNT = 1 MAX_CLUSTER_COUNT = 1
Answer: A,C
Explanation:
Maximized mode is enabled by specifying the same value for both maximum and minimum clusters
(note that the specified value must be larger than 1). In this mode, when the warehouse is started,
Snowflake starts all the clusters so that maximum resources are available while the warehouse is
running.
42.Objects that are dropped from a shared database and then recreated with the same name are not
immediately available in the share; you must execute grant usage on the objects to make them
available
A. FALSE
B. TRUE
Answer: B
Explanation:
True, you need to GRANT on newly create object. It doesn't matter if you create the same object what
you have dropped.
43.Which are the correct statements about STREAMS?
A. it can not be used with TASKS
B. It is used for Change Data Capture (CDC)
C. STREAMS is used to scheduled SQL execution
D. Streams is used to identify and act on changed table records
Answer: B,D
Explanation:
Tasks is used to scheduled SQL execution. A stream records data manipulation language (DML)
changes made to a table, including information about inserts, updates, and deletes. It can be combine
with TASKS to design some valuable solution.
44.Stored Procedure supports
A. Java
B. Python
C. Go
D. JavaScript
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E. SQL
Answer: D
Explanation:
As of now, Snowflake Stored Procedures only support JavaScript
45.All data transparently & synchronously replicated across minimum 2 availability zones. (TRUE /
FALSE)
A. FALSE
B. TRUE
Answer: A
Explanation:
Snowflake is designed to provide high availability and fault tolerance by deploying a Snowflake across
3 availability zones. Data and metadata is replicated across all three zones and Global Services runs
across all 3 zones. In the event a zone becomes unavailable, the only impact is that queries or loads
running in that zone will be automatically restarted.
46.Cross-Cloud and Cross-Region replication is type of:
A. Synchronous Replication
B. Asynchronous Replication
Answer: B
Explanation:
Cross-Cloud and Cross-Region Replications are Asynchronous replications. There is no performance
impact on Primary databases.
47.Materialized views doesn't incur any costs. (TRUE / FALSE)
A. TRUE
B. FALSE
Answer: B
Explanation:
Materialized views are designed to improve query performance for workloads composed of common,
repeated query patterns. However, materializing intermediate results incurs additional costs. As such,
before creating any materialized views, you should consider whether the costs are offset by the
savings from re-using these results frequently enough.
48.Which command will help you get the lists of pipes for which you have access privileges?
A. LIST PIPES
B. SHOW PIPES()
C. LIST PIPE
D. SHOW PIPE
E. SELECT PIPE()
Answer: B
Explanation:
SHOW PIPES lists the pipes for which you have access privileges.
49.Which of the following Snowflake Editions encrypt alldata transmitted over the network within a
Virtual Private Cloud (VPC)?
A. Enterprise
 12 / 14
B. Business Critical
C. Standard
Answer: B
Explanation:
Business Critical edition has lot many additional features like - Tri-Secret Secure using Customer-
managed key, AWS and Azure Private Link supports.
50.Defining a clustering key directly on top of VARIANT columns is not supported. (TRUE / FALSE)
A. TRUE
B. FALSE
Answer: A
Explanation:
Defining a clustering key directly on top of VARIANT columns is not supported; however, you can
specify a VARIANT column in a clustering key if you provide an expression consisting of the path and
the target type.
51.As an ACCOUNTADMIN, how can you find the credit usage of a warehouse?
A. Run SQL query on WAREHOUSE_METERING_HISTORY view under ACCOUNT_USAGE
Schema
B. Run SQL query on ACCOUNT_USAGE table under Snowflake Database
C. Using Web interface > Account > Usage
D. Run SQL query on METERING_HISTORY view under ACCOUNT_USAGE Schema
Answer: A,C,D
Explanation:
Using Web interface > Account > Usage section. AND using SQL - ACCOUNT_USAGE:
- Query the METERING_HISTORY to view hourly usage for an account.
- Query the METERING_DAILY_HISTORY to view daily usage for an account.
- Query the WAREHOUSE_METERING_HISTORY to view usage for a warehouse.
- Query the QUERY_HISTORY to view usage for a job. INFORMATION_SCHEMA:
- Query the QUERY_HISTORY table function.
52.Defining a clustering key directly on top of VARIANT columns is not supported. (TRUE / FALSE)
A. FALSE
B. TRUE
Answer: B
Explanation:
Defining a clustering key directly on top of VARIANT columns is not supported; however, you can
specify a VARIANT column in a clustering key if you provide an expression consisting of the path and
the target type.
53.External Stages require customers to have an account with a cloud storage service provider.
Which of the following are available currently or have been announced by Snowflake as under
development?
A. AWS S3
B. MS Azure Blob
C. GCP Buckets
D. BOX
E. DROPBOX
 13 / 14
Answer: A,B,C
Explanation:
Snowflake currently supports AWS S3, MS Azure Blob, GCP Buckets.
54.When a warehouse is resized, which queries make use of the new size?
A. Only subsequent queries
B. Only currently running queries
C. Both current and subsequent queries
Answer: A
Explanation:
The current running queries keep running on the old size server. Only subsequent queries run on new
Sized Virtual Warehouse. If queries processed by a warehouse are running slowly, you can always
resize the warehouse to provision more servers. The additional servers do not impact any queries
that are already running, but they are available for use by any queries that are queued or newly
submitted.
55.What are the features of Column-level security? (Select 2)
A. External Tokenization
B. Column Masking
C. Internal Tokenization
D. Dynamic Data Masking
Answer: A,D
Explanation:
Column-level security in Snowflake allows the application of a masking policy to a column within a
table or view. Currently, column-level security comprises two features:
- Dynamic Data Masking
- External Tokenization Dynamic Data Masking is a column-level security feature that uses masking
policies to selectively mask plain-text data in table and view columns at query time. External
Tokenization enables accounts to tokenize data before loading it into Snowflake and detokenize the
data at query runtime.
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