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Exam Code:	Professional-Data-Engineer
Exam Name:	Google Certified Professional Data Engineer Exam
Certification Provider:	Google
Free Question Number:	99
Version:	v2022-09-29
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# of Questions views:	27408
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Exam Question List: Question 1: You need ads data to serve Al models and historical data tor...; Question 2: You are a retailer that wants to integrate your online sales...; Question 3: You designed a database for patient records as a pilot proje...; Question 4: The YARN ResourceManager and the HDFS NameNode interfaces ar...; Question 5: These primary tool in use, and the data format is Optimized ...; Question 6: If you're running a performance test that depends upon Cloud...; Question 7: All Google Cloud Bigtable client requests go through a front...; Question 8: You are planning to migrate your current on-premises Apache ...; Question 9: You are creating a model to predict housing prices. Due to b...; Question 10: MJTelco is building a custom interface to share dat a. They ...; Question 11: You want to rebuild your batch pipeline for structured data ...; Question 12: You're using Bigtable for a real-time application, and you h...; Question 13: You are choosing a NoSQL database to handle telemetry data s...; Question 14: The _________ for Cloud Bigtable makes it possible to use Cl...; Question 15: Your analytics team wants to build a simple statistical mode...; Question 16: What is the recommended action to do in order to switch betw...; Question 17: You are selecting services to write and transform JSON messa...; Question 18: Your company receives both batch- and stream-based event dat...; Question 19: The marketing team at your organization provides regular upd...; Question 20: Which of the following is not true about Dataflow pipelines?...; Question 21: Which methods can be used to reduce the number of rows proce...; Question 22: You need to create a near real-time inventory dashboard that...; Question 23: To run a TensorFlow training job on your own computer using ...; Question 24: You have Cloud Functions written in Node.js that pull messag...; Question 25: Cloud Bigtable is Google's ______ Big Data database service....; Question 26: You are integrating one of your internal IT applications and...; Question 27: Suppose you have a dataset of images that are each labeled a...; Question 28: You are building a data pipeline on Google Cloud. You need t...; Question 29: Cloud Dataproc is a managed Apache Hadoop and Apache _____ s...; Question 30: You have spent a few days loading data from comma-separated ...; Question 31: You are building a new data pipeline to share data between t...; Question 32: You use a dataset in BigQuery for analysis. You want to prov...; Question 33: You need to choose a database for a new project that has the...; Question 34: You are migrating your data warehouse to BigQuery. You have ...; Question 35: Suppose you have a table that includes a nested column calle...; Question 36: You are designing storage for very large text files for a da...; Question 37: Business owners at your company have given you a database of...; Question 38: If you want to create a machine learning model that predicts...; Question 39: You create a new report for your large team in Google Data S...; Question 40: You have a data pipeline that writes data to Cloud Bigtable ...; Question 41: You launched a new gaming app almost three years ago. You ha...; Question 42: Your company has recently grown rapidly and now ingesting da...; Question 43: Cloud Bigtable is a recommended option for storing very larg...; Question 44: What are two of the benefits of using denormalized data stru...; Question 45: Which of these are examples of a value in a sparse vector? (...; Question 46: The Dataflow SDKs have been recently transitioned into which...; Question 47: You want to optimize your queries for cost and performance. ...; Question 48: You need to copy millions of sensitive patient records from ...; Question 49: You store historic data in Cloud Storage. You need to perfor...; Question 50: As your organization expands its usage of GCP, many teams ha...; Question 51: Your company is performing data preprocessing for a learning...; Question 52: Which of the following statements about the Wide & Deep ...; Question 53: You have a query that filters a BigQuery table using a WHERE...; Question 54: Which of the following statements is NOT true regarding Bigt...; Question 55: What Dataflow concept determines when a Window's contents sh...; Question 56: Which of the following are examples of hyperparameters? (Sel...; Question 57: What is the HBase Shell for Cloud Bigtable?...; Question 58: You are designing storage for two relational tables that are...; Question 59: You are building new real-time data warehouse for your compa...; Question 60: You work for a bank. You have a labelled dataset that contai...; Question 61: You are running a pipeline in Cloud Dataflow that receives m...; Question 62: You have a petabyte of analytics data and need to design a s...; Question 63: You are collecting loT sensor data from millions of devices ...; Question 64: Flowlogistic's management has determined that the current Ap...; Question 65: Your company has a hybrid cloud initiative. You have a compl...; Question 66: How would you query specific partitions in a BigQuery table?...; Question 67: You want to analyze hundreds of thousands of social media po...; Question 68: After migrating ETL jobs to run on BigQuery, you need to ver...; Question 69: What are the minimum permissions needed for a service accoun...; Question 70: You are migrating a table to BigQuery and are deeding on the...; Question 71: Which of the following job types are supported by Cloud Data...; Question 72: Your company uses a proprietary system to send inventory dat...; Question 73: You have an Apache Kafka Cluster on-prem with topics contain...; Question 74: An external customer provides you with a daily dump of data ...; Question 75: You are working on a niche product in the image recognition ...; Question 76: Your company is running their first dynamic campaign, servin...; Question 77: Data Analysts in your company have the Cloud IAM Owner role ...; Question 78: Your weather app queries a database every 15 minutes to get ...; Question 79: When running a pipeline that has a BigQuery source, on your ...; Question 80: Cloud Dataproc charges you only for what you really use with...; Question 81: Your globally distributed auction application allows users t...; Question 82: Your team is responsible for developing and maintaining ETLs...; Question 83: You are building a new application that you need to collect ...; Question 84: Your neural network model is taking days to train. You want ...; Question 85: For the best possible performance, what is the recommended z...; Question 86: Your company is selecting a system to centralize data ingest...; Question 87: Given the record streams MJTelco is interested in ingesting ...; Question 88: You currently have a single on-premises Kafka cluster in a d...; Question 89: A shipping company has live package-tracking data that is se...; Question 90: What is the general recommendation when designing your row k...; Question 91: You are using BigQuery and Data Studio to design a customer-...; Question 92: A live TV show asks viewers to cast votes using their mobile...; Question 93: The Development and External teams nave the project viewer I...; Question 94: You are working on a sensitive project involving private use...; Question 95: An online brokerage company requires a high volume trade pro...; Question 96: You need to set access to BigQuery for different departments...; Question 97: Which role must be assigned to a service account used by the...; Question 98: Your United States-based company has created an application ...; Question 99: Which of these statements about BigQuery caching is true?...

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