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Exam Code:Professional-Data-Engineer
Exam Name:Google Certified Professional Data Engineer Exam
Certification Provider:Google
Free Question Number:180
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Exam Question List
Question 1: You are designing the architecture to process your data from...
Question 2: You are running a Dataflow streaming pipeline, with Streamin...
Question 3: You need to move 2 PB of historical data from an on-premises...
Question 4: Your analytics team wants to build a simple statistical mode...
Question 5: Your company produces 20,000 files every hour. Each data fil...
Question 6: You have a query that filters a BigQuery table using a WHERE...
Question 7: Your globally distributed auction application allows users t...
Question 8: If you want to create a machine learning model that predicts...
Question 9: You work for a car manufacturer and have set up a data pipel...
Question 10: You are designing a pipeline that publishes application even...
Question 11: Which of the following job types are supported by Cloud Data...
Question 12: The _________ for Cloud Bigtable makes it possible to use Cl...
Question 13: You have a Standard Tier Memorystore for Redis instance depl...
Question 14: You are creating a data model in BigQuery that will hold ret...
Question 15: Your chemical company needs to manually check documentation ...
Question 16: You are responsible for writing your company's ETL pipelines...
Question 17: Your company's customer and order databases are often under ...
Question 18: You work for a large financial institution that is planning ...
Question 19: A live TV show asks viewers to cast votes using their mobile...
Question 20: What are all of the BigQuery operations that Google charges ...
Question 21: You have data located in BigQuery that is used to generate r...
Question 22: You are working on a linear regression model on BigQuery ML ...
Question 23: Your company uses a proprietary system to send inventory dat...
Question 24: The Dataflow SDKs have been recently transitioned into which...
Question 25: What is the general recommendation when designing your row k...
Question 26: An aerospace company uses a proprietary data format to store...
Question 27: For the best possible performance, what is the recommended z...
Question 28: You stream order data by using a Dataflow pipeline, and writ...
Question 29: You are designing a messaging system by using Pub/Sub to pro...
Question 30: You are integrating one of your internal IT applications and...
Question 31: You have a data pipeline that writes data to Cloud Bigtable ...
Question 32: You work for a mid-sized enterprise that needs to move its o...
Question 33: You are building new real-time data warehouse for your compa...
Question 34: You want to process payment transactions in a point-of-sale ...
Question 35: You have one BigQuery dataset which includes customers' stre...
Question 36: You are administering a BigQuery dataset that uses a custome...
Question 37: You have a data pipeline with a Cloud Dataflow job that aggr...
Question 38: You are designing the architecture of your application to st...
Question 39: When a Cloud Bigtable node fails, ____ is lost....
Question 40: When running a pipeline that has a BigQuery source, on your ...
Question 41: Cloud Bigtable is a recommended option for storing very larg...
Question 42: You are creating a model to predict housing prices. Due to b...
Question 43: You work for a shipping company that uses handheld scanners ...
Question 44: You have a job that you want to cancel. It is a streaming pi...
Question 45: Your company has recently grown rapidly and now ingesting da...
Question 46: Government regulations in the banking industry mandate the p...
Question 47: Your company is migrating its on-premises data warehousing s...
Question 48: Does Dataflow process batch data pipelines or streaming data...
Question 49: You have a petabyte of analytics data and need to design a s...
Question 50: The data analyst team at your company uses BigQuery for ad-h...
Question 51: Your company handles data processing for a number of differe...
Question 52: You are designing a data mesh on Google Cloud with multiple ...
Question 53: You have uploaded 5 years of log data to Cloud Storage A use...
Question 54: You currently have transactional data stored on-premises in ...
Question 55: You create an important report for your large team in Google...
Question 56: You are developing a model to identify the factors that lead...
Question 57: You need to store and analyze social media postings in Googl...
Question 58: You have Cloud Functions written in Node.js that pull messag...
Question 59: Your company built a TensorFlow neural-network model with a ...
Question 60: Google Cloud Bigtable indexes a single value in each row. Th...
Question 61: You are building a model to make clothing recommendations. Y...
Question 62: Which of the following are examples of hyperparameters? (Sel...
Question 63: Your organization is modernizing their IT services and migra...
Question 64: You are building an ELT solution in BigQuery by using Datafo...
Question 65: Which of the following is NOT true about Dataflow pipelines?...
Question 66: How can you get a neural network to learn about relationship...
Question 67: You have terabytes of customer behavioral data streaming fro...
Question 68: Your company is loading comma-separated values (CSV) files i...
Question 69: You need ads data to serve Al models and historical data tor...
Question 70: You work for a large fast food restaurant chain with over 40...
Question 71: You are designing an Apache Beam pipeline to enrich data fro...
Question 72: You have a variety of files in Cloud Storage that your data ...
Question 73: You are collecting loT sensor data from millions of devices ...
Question 74: You work for an advertising company, and you've developed a ...
Question 75: If you're running a performance test that depends upon Cloud...
Question 76: You've migrated a Hadoop job from an on-prem cluster to data...
Question 77: Which Java SDK class can you use to run your Dataflow progra...
Question 78: You want to build a managed Hadoop system as your data lake....
Question 79: Which of the following is NOT a valid use case to select HDD...
Question 80: You store historic data in Cloud Storage. You need to perfor...
Question 81: Your company is migrating their 30-node Apache Hadoop cluste...
Question 82: You have thousands of Apache Spark jobs running in your on-p...
Question 83: Which of the following statements about the Wide & Deep ...
Question 84: Suppose you have a dataset of images that are each labeled a...
Question 85: The marketing team at your organization provides regular upd...
Question 86: You are migrating your on-premises data warehouse to BigQuer...
Question 87: Which of the following is not true about Dataflow pipelines?...
Question 88: You are planning to load some of your existing on-premises d...
Question 89: Which of these is not a supported method of putting data int...
Question 90: Your company is implementing a data warehouse using BigQuery...
Question 91: Which of these are examples of a value in a sparse vector? (...
Question 92: You are creating the CI'CD cycle for the code of the directe...
Question 93: Which TensorFlow function can you use to configure a categor...
Question 94: As your organization expands its usage of GCP, many teams ha...
Question 95: You are building an application to share financial market da...
Question 96: Your company needs to upload their historic data to Cloud St...
Question 97: Cloud Bigtable is Google's ______ Big Data database service....
Question 98: Which action can a Cloud Dataproc Viewer perform?...
Question 99: In order to securely transfer web traffic data from your com...
Question 100: Which software libraries are supported by Cloud Machine Lear...
Question 101: You have an Apache Kafka Cluster on-prem with topics contain...
Question 102: Which Cloud Dataflow / Beam feature should you use to aggreg...
Question 103: You are migrating your on-premises data warehouse to BigQuer...
Question 104: You have a table that contains millions of rows of sales dat...
Question 105: Your company has hired a new data scientist who wants to per...
Question 106: You are implementing security best practices on your data pi...
Question 107: Which Google Cloud Platform service is an alternative to Had...
Question 108: You are planning to migrate your current on-premises Apache ...
Question 109: You are operating a streaming Cloud Dataflow pipeline. Your ...
Question 110: Your software uses a simple JSON format for all messages. Th...
Question 111: You are designing a fault-tolerant architecture to store dat...
Question 112: The YARN ResourceManager and the HDFS NameNode interfaces ar...
Question 113: You are developing a software application using Google's Dat...
Question 114: A data scientist has created a BigQuery ML model and asks yo...
Question 115: MJTelco needs you to create a schema in Google Bigtable that...
Question 116: You have a network of 1000 sensors. The sensors generate tim...
Question 117: You need to choose a database for a new project that has the...
Question 118: When you store data in Cloud Bigtable, what is the recommend...
Question 119: You are building a data pipeline on Google Cloud. You need t...
Question 120: Which SQL keyword can be used to reduce the number of column...
Question 121: You have a BigQuery table that ingests data directly from a ...
Question 122: You are choosing a NoSQL database to handle telemetry data s...
Question 123: You are using Workflows to call an API that returns a 1 KB J...
Question 124: You are working on a sensitive project involving private use...
Question 125: Which of these numbers are adjusted by a neural network as i...
Question 126: You have enabled the free integration between Firebase Analy...
Question 127: You have developed three data processing jobs. One executes ...
Question 128: You want to store your team's shared tables in a single data...
Question 129: You architect a system to analyze seismic data. Your extract...
Question 130: You maintain ETL pipelines. You notice that a streaming pipe...
Question 131: You work for a manufacturing company that sources up to 750 ...
Question 132: You want to automate execution of a multi-step data pipeline...
Question 133: You are designing storage for two relational tables that are...
Question 134: You operate a database that stores stock trades and an appli...
Question 135: An organization maintains a Google BigQuery dataset that con...
Question 136: You need to choose a database to store time series CPU and m...
Question 137: When you design a Google Cloud Bigtable schema it is recomme...
Question 138: You issue a new batch job to Dataflow. The job starts succes...
Question 139: Which of these sources can you not load data into BigQuery f...
Question 140: You are using Google BigQuery as your data warehouse. Your u...
Question 141: You have a BigQuery table that contains customer data, inclu...
Question 142: You work for a global shipping company. You want to train a ...
Question 143: You have a requirement to insert minute-resolution data from...
Question 144: Your company is streaming real-time sensor data from their f...
Question 145: You are building a report-only data warehouse where the data...
Question 146: Your company operates in three domains: airlines, hotels, an...
Question 147: You are a head of BI at a large enterprise company with mult...
Question 148: You want to schedule a number of sequential load and transfo...
Question 149: You are designing a data warehouse in BigQuery to analyze sa...
Question 150: You create a new report for your large team in Google Data S...
Question 151: Which of these is NOT a way to customize the software on Dat...
Question 152: You have historical data covering the last three years in Bi...
Question 153: Which is not a valid reason for poor Cloud Bigtable performa...
Question 154: You are troubleshooting your Dataflow pipeline that processe...
Question 155: You are architecting a data transformation solution for BigQ...
Question 156: Your car factory is pushing machine measurements as messages...
Question 157: Your startup has never implemented a formal security policy....
Question 158: You are designing the database schema for a machine learning...
Question 159: Your team is responsible for developing and maintaining ETLs...
Question 160: You work for a manufacturing plant that batches application ...
Question 161: MJTelco is building a custom interface to share data. They h...
Question 162: You are operating a Cloud Dataflow streaming pipeline. The p...
Question 163: You have spent a few days loading data from comma-separated ...
Question 164: You plan to deploy Cloud SQL using MySQL. You need to ensure...
Question 165: You orchestrate ETL pipelines by using Cloud Composer One of...
Question 166: You are administering a BigQuery on-demand environment. Your...
Question 167: You have created an external table for Apache Hive partition...
Question 168: You are migrating an application that tracks library books a...
Question 169: You're training a model to predict housing prices based on a...
Question 170: You are building a streaming Dataflow pipeline that ingests ...
Question 171: You work for a bank. You have a labelled dataset that contai...
Question 172: You store and analyze your relational data in BigQuery on Go...
Question 173: You are running a streaming pipeline with Dataflow and are u...
Question 174: When creating a new Cloud Dataproc cluster with the projects...
Question 175: You need to modernize your existing on-premises data strateg...
Question 176: You are developing an application on Google Cloud that will ...
Question 177: To give a user read permission for only the first three colu...
Question 178: Your team is building a data lake platform on Google Cloud. ...
Question 179: Suppose you have a table that includes a nested column calle...
Question 180: You operate an IoT pipeline built around Apache Kafka that n...