DEA-C02 Exam Dumps | You are using Snowpark Python to perform data transformation on a large dataset stored in a Snowflake

Home
Snowflake
SnowPro Advanced: Data Engineer (DEA-C02)
Snowflake.DEA-C02.v2025-10-09.q149
Question 71

Valid DEA-C02 Dumps shared by ExamDiscuss.com for Helping Passing DEA-C02 Exam! ExamDiscuss.com now offer the newest DEA-C02 exam dumps, the ExamDiscuss.com DEA-C02 exam questions have been updated and answers have been corrected get the newest ExamDiscuss.com DEA-C02 dumps with Test Engine here:

Access DEA-C02 Dumps Premium Version
(354 Q&As Dumps, 35%OFF Special Discount Code: freecram)

<< Prev Question Next Question >>

Question 71/149

You are using Snowpark Python to perform data transformation on a large dataset stored in a Snowflake table named customer transactions'. This table contains columns such as 'customer id', 'transaction date', 'transaction amount', and product_category'. Your task is to identify customers who have made transactions in more than one product category within the last 30 days. Which of the following Snowpark Python snippets is the most efficient way to achieve this, minimizing data shuffling and maximizing query performance?

A. Option A

B. Option B

C. Option C

D. Option D

E. Option E

Correct Answer: E

Option E is the most efficient. It filters the transactions within the last 30 days, uses a window function to calculate the distinct count of product categories per customer, and then filters to identify customers with more than one category. The use of window functions allows the aggregation to happen within Snowflake, minimizing data transfer and leveraging Snowflake's processing power. distinct at the end makes it unique.

Your email address will not be published. Required fields are marked *

Comment: *

Name: *

Email: *

Rating: *

Verification: *

Question List (149q): Question 1: You are tasked with building a data pipeline that ingests cu...; Question 2: You are designing a data pipeline in Snowflake that involves...; Question 3: You are developing a Secure UDF in Snowflake to encrypt sens...; Question 4: You are tasked with optimizing a continuous data pipeline th...; Question 5: You are using Snowpark to perform a complex join operation b...; Question 6: Your team is developing a set of complex analytical queries ...; Question 7: You're designing a Snowpark data transformation pipeline tha...; Question 8: You have a requirement to continuously load data from a clou...; Question 9: You are using Snowpark Python to transform a DataFrame 'df_o...; Question 10: You're tasked with optimizing a Snowflake data pipeline that...; Question 11: You are developing a Snowpark Python application that needs ...; Question 12: You are tasked with designing a data sharing solution where ...; Question 13: You are designing a CI/CD pipeline for your Snowflake data t...; Question 14: You are responsible for monitoring data quality in a Snowfla...; Question 15: You have a Snowflake task that executes a complex stored pro...; Question 16: You have a 'SALES table and a 'PRODUCTS table. The 'SALES ta...; Question 17: You have a table named 'TRANSACTIONS with the following defi...; Question 18: You have a Snowflake table named 'ORDERS clustered on 'ORDER...; Question 19: You are tasked with migrating data from a legacy SQL Server ...; Question 20: You are designing a data protection strategy for a Snowflake...; Question 21: You are tasked with implementing data masking on a 'CUSTOMER...; Question 22: You are tasked with creating a resilient data pipeline using...; Question 23: You have implemented a Snowpipe using auto-ingest to load da...; Question 24: A financial institution is using Snowflake to store transact...; Question 25: You are building a data pipeline to ingest clickstream data ...; Question 26: You are tasked with implementing a projection policy in Snow...; Question 27: A data warehousing team is experiencing inconsistent query p...; Question 28: You're designing a Snowpark Scala stored procedure that must...; Question 29: You have a requirement to create a UDF in Snowflake that tra...; Question 30: You have a complex data pipeline implemented using Snow park...; Question 31: You are developing a data pipeline to ingest customer feedba...; Question 32: You have configured a Snowpipe to load data from an AWS S3 b...; Question 33: You need to define a UDF in Snowflake that takes a date as i...; Question 34: You are ingesting data from an AWS S3 bucket into a Snowflak...; Question 35: You have a large dataset stored in AWS S3 in Parquet format....; Question 36: You are developing a data pipeline in Snowflake that uses SQ...; Question 37: You have configured a Kafka Connector to load JSON data into...; Question 38: You are designing a data pipeline that uses the Snowflake SQ...; Question 39: You are tasked with processing streaming data in Snowflake u...; Question 40: You have a Snowflake table 'CUSTOMER DATA with a column 'EMA...; Question 41: You are designing a data protection strategy for a Snowflake...; Question 42: You are designing a data recovery strategy for a critical ta...; Question 43: You are tasked with loading a large dataset (50TB) of JSON f...; Question 44: You're building a data product on the Snowflake Marketplace ...; Question 45: A large e-commerce company is experiencing performance issue...; Question 46: A financial institution needs to tokenize sensitive customer...; Question 47: You accidentally truncated a large table named 'SALES DATA' ...; Question 48: You are designing a continuous data pipeline to load data fr...; Question 49: You are using the Snowflake Developer API to automate the cr...; Question 50: You have implemented external tokenization for a sensitive d...; Question 51: A data engineer wants to use Snowpark to read a large CSV fi...; Question 52: You're using Snowpark Python to transform data in a Snowflak...; Question 53: A Snowflake data engineer is troubleshooting a slow-running ...; Question 54: Consider the following Snowflake Javascript UDF designed to ...; Question 55: A Snowflake data pipeline utilizes Snowpipe to ingest JSON d...; Question 56: A Snowflake data pipeline ingests data from multiple externa...; Question 57: A large e-commerce company stores clickstream data in an AWS...; Question 58: You have created a Snowflake Iceberg table that points to da...; Question 59: You have created a masking policy called which redacts salar...; Question 60: You have a Python UDF in Snowflake designed to enrich custom...; Question 61: A data engineer is facing performance issues with a complex ...; Question 62: You're working on a data transformation pipeline in Snowflak...; Question 63: Consider a scenario where you have a Snowflake table named '...; Question 64: You are developing a JavaScript UDF in Snowflake to perform ...; Question 65: You are designing a data pipeline that involves unloading la...; Question 66: A critical database, 'PRODUCTION DB', in your Snowflake acco...; Question 67: You are working with a Snowpark DataFrame named 'customer da...; Question 68: You have created a secure external function that uses a Snow...; Question 69: A data engineering team is tasked with optimizing a complex ...; Question 70: A data engineering team is using a Snowflake stream to captu...; Question 71: You are using Snowpark Python to perform data transformation...; Question 72: You are tasked with creating a system to monitor the data qu...; Question 73: A company is using Snowflake's web app interface to manage i...; Question 74: You have a table 'ORDERS in your Snowflake database. You are...; Question 75: (Exhibit); Question 76: A data engineer is investigating high credit consumption on ...; Question 77: A data engineering team uses Snowflake to analyze website cl...; Question 78: A data engineer is using the Snowflake Spark connector to re...; Question 79: Consider a scenario where you have a Snowflake external tabl...; Question 80: A financial services company is implementing Snowflake. They...; Question 81: You have implemented a masking policy on the 'SSN' column of...; Question 82: A data engineer is tasked with creating a Snowpark Python UD...; Question 83: You are implementing a data share between two Snowflake acco...; Question 84: You are tasked with ingesting a large volume of CSV files fr...; Question 85: You have a Snowflake Task that is designed to transform and ...; Question 86: A healthcare provider stores patient data in Snowflake, incl...; Question 87: You are configuring a Snowflake Data Clean Room for two heal...; Question 88: You are designing a data pipeline using Snowpipe to ingest d...; Question 89: You are configuring cross-cloud replication for a Snowflake ...; Question 90: You are developing a Snowpark Python stored procedure that p...; Question 91: You are monitoring a Snowpipe pipeline that loads data from ...; Question 92: You are tasked with ingesting data from an external stage in...; Question 93: You are tasked with creating a Snowpark Python UDF that calc...; Question 94: You have a Snowflake Stream named 'PRODUCT CHANGES' created ...; Question 95: You are tasked with implementing column-level security on th...; Question 96: A data engineering team observes that queries against a larg...; Question 97: A data engineering team has implemented a continuous data pi...; Question 98: You are setting up a Kafka connector to load data from a Kaf...; Question 99: You are designing a data loading process for a high-volume s...; Question 100: You are responsible for monitoring a critical data pipeline ...; Question 101: You need to load data from a stream of CSV files into a Snow...; Question 102: A Snowflake data warehouse contains a table named 'SALES TRA...; Question 103: You have a Snowflake table 'raw_data' with columns 'id', 'ti...; Question 104: You are tasked with implementing a data loading process for ...; Question 105: You are using the Snowflake Spark connector to update record...; Question 106: You are tasked with building a Snowpipe to ingest JSON data ...; Question 107: A data engineering team is managing a Snowflake warehouse th...; Question 108: You are designing a data sharing solution where the consumer...; Question 109: You are using Snowpipe to ingest data from Azure Blob Storag...; Question 110: You are tasked with building a robust data quality monitorin...; Question 111: You're managing a Snowflake data warehouse and need to creat...; Question 112: You have a data pipeline that aggregates web server logs hou...; Question 113: You're tasked with building an external function in Snowflak...; Question 114: A financial services company stores sensitive customer data,...; Question 115: You are tasked with creating a SQL UDF in Snowflake to mask ...; Question 116: You are designing a system to monitor data access patterns i...; Question 117: You are designing a data pipeline to load JSON data from an ...; Question 118: You've created a JavaScript UDF in Snowflake to perform comp...; Question 119: You are tasked with sharing a subset of a customer table (CU...; Question 120: You are implementing row access policies on a 'SALES DATA ta...; Question 121: You are designing a complex data pipeline in Snowflake that ...; Question 122: You are managing a Snowflake environment where data retentio...; Question 123: A data engineer is tasked with implementing a data governanc...; Question 124: You have a Snowpark DataFrame 'df_products' with columns 'pr...; Question 125: You are responsible for ensuring data consistency across mul...; Question 126: A data engineer is using the Snowflake Spark connector to wr...; Question 127: You have a large dataset of JSON documents stored in AWS S3,...; Question 128: You are designing a Snowpipe pipeline to ingest data from an...; Question 129: A data engineer is using Snowpark Scala to create a UDF that...; Question 130: Which of the following statements are TRUE regarding Snowfla...; Question 131: You are tasked with implementing row-level security (RLS) on...; Question 132: A data engineer is working with a Snowpark DataFrame 'sales ...; Question 133: Consider a scenario where you need to transform data in a Sn...; Question 134: A data provider wants to share a large dataset (several TB) ...; Question 135: A Snowflake table 'PRODUCT REVIEWS' is being ingested into f...; Question 136: Given the following scenario: You have an external table 'EX...; Question 137: You have a Snowflake view that joins three large tables: ORD...; Question 138: A data engineering team is responsible for processing a high...; Question 139: You are tasked with creating a Snowpark Java stored procedur...; Question 140: You are working on a Snowpark Python application that needs ...; Question 141: You have a Snowflake stage pointing to an external cloud sto...; Question 142: You have a base table 'ORDERS' with columns 'ORDER ID, 'CUST...; Question 143: You are designing a data governance strategy for a Snowflake...; Question 144: Consider a table with columns and 'customer _ region'. You w...; Question 145: You are developing a JavaScript stored procedure in Snowflak...; Question 146: A data engineer observes that a daily data transformation pi...; Question 147: You are tasked with optimizing a data pipeline that loads da...; Question 148: Consider the following Snowflake UDTF definition written in ...; Question 149: You are tasked with optimizing the performance of a Snowflak...

[×]

Download PDF File

Enter your email address to download Snowflake.DEA-C02.v2025-10-09.q149.pdf

Email:

Disclaimer:
Freecram doesn't offer Real GIAC Exam Questions. Freecram doesn't offer Real SAP Exam Questions. Freecram doesn't offer Real (ISC)² Exam Questions. Freecram doesn't offer Real CompTIA Exam Questions. Freecram doesn't offer Real Microsoft Exam Questions.
Oracle and Java are registered trademarks of Oracle and/or its affiliates.
Freecram material do not contain actual actual Oracle Exam Questions or material.
Microsoft®, Azure®, Windows®, Windows Vista®, and the Windows logo are registered trademarks of Microsoft Corporation.
Freecram Materials do not contain actual questions and answers from Cisco's Certification Exams. The brand Cisco is a registered trademark of CISCO, Inc.
CFA Institute does not endorse, promote or warrant the accuracy or quality of these questions. CFA® and Chartered Financial Analyst® are registered trademarks owned by CFA Institute.
Freecram does not offer exam dumps or questions from actual exams. We offer learning material and practice tests created by subject matter experts to assist and help learners prepare for those exams. All certification brands used on the website are owned by the respective brand owners. Freecram does not own or claim any ownership on any of the brands.

Question 71/149

LEAVE A REPLY

Download PDF File