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Exam Code:	DEA-C02
Exam Name:	SnowPro Advanced: Data Engineer (DEA-C02)
Certification Provider:	Snowflake
Free Question Number:	149
Version:	v2025-10-09
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# of Questions views:	1636
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Exam Question List: 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...

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