[{"data":1,"prerenderedAt":1598},["ShallowReactive",2],{"category-data-professional-data-engineer":3},[4,10,15,20,25,30,35,40,45,50,55,60,65,70,75,80,85,90,95,100,105,110,115,120,125,130,135,140,145,150,155,160,165,170,175,180,185,190,195,200,205,210,215,220,225,230,235,240,245,250,255,260,265,270,275,280,285,290,295,300,305,310,315,320,325,330,335,340,345,350,355,360,365,370,375,380,385,390,395,400,405,410,415,420,425,430,435,440,445,450,455,460,465,470,475,480,485,490,495,500,505,510,515,520,525,530,535,540,545,550,555,560,565,570,575,580,585,590,595,600,605,609,614,619,624,629,634,639,644,649,654,659,664,669,674,679,684,689,694,699,704,709,714,718,723,728,733,738,743,748,753,758,763,768,773,778,783,788,793,798,803,808,813,818,823,828,833,838,843,848,853,858,863,868,873,878,883,888,893,898,903,908,913,918,923,928,933,938,942,946,950,954,959,964,969,974,979,984,989,994,999,1004,1009,1014,1019,1024,1029,1034,1038,1043,1048,1053,1058,1063,1068,1073,1078,1083,1088,1093,1098,1103,1108,1113,1118,1123,1128,1133,1138,1143,1148,1153,1158,1163,1168,1173,1178,1183,1187,1191,1196,1201,1205,1210,1215,1220,1225,1230,1235,1240,1245,1250,1255,1260,1265,1270,1275,1280,1285,1290,1295,1300,1305,1310,1315,1320,1325,1330,1335,1340,1345,1350,1355,1360,1365,1370,1375,1380,1384,1389,1394,1399,1404,1409,1414,1419,1424,1429,1434,1439,1444,1449,1454,1459,1464,1469,1474,1479,1484,1489,1494,1499,1504,1509,1514,1519,1524,1529,1534,1539,1543,1548,1553,1558,1563,1568,1573,1578,1583,1588,1593],{"id":5,"title":6,"description":7,"date":8,"image":9},"129854-exam-professional-data-engineer-topic-1-question-207","Exam Question: 129854-exam-professional-data-engineer-topic-1-question-207","Practice question for Google Cloud exam. You are collecting IoT sensor data from millions of devices across the world and storing the data in...","February 11, 2026","https://storage.googleapis.com/mp-blog/images/129854-exam-professional-data-engineer-topic-1-question-207.jpg",{"id":11,"title":12,"description":13,"date":8,"image":14},"129860-exam-professional-data-engineer-topic-1-question-213","Exam Question: 129860-exam-professional-data-engineer-topic-1-question-213","Practice question for Google Cloud exam. Your company's customer_order table in BigQuery stores the order history for 10 million customers, w...","https://storage.googleapis.com/mp-blog/images/129860-exam-professional-data-engineer-topic-1-question-213.jpg",{"id":16,"title":17,"description":18,"date":8,"image":19},"129856-exam-professional-data-engineer-topic-1-question-209","Exam Question: 129856-exam-professional-data-engineer-topic-1-question-209","Practice question for Google Cloud exam. A shipping company has live package-tracking data that is sent to an Apache Kafka stream in real tim...","https://storage.googleapis.com/mp-blog/images/129856-exam-professional-data-engineer-topic-1-question-209.jpg",{"id":21,"title":22,"description":23,"date":8,"image":24},"129862-exam-professional-data-engineer-topic-1-question-215","Exam Question: 129862-exam-professional-data-engineer-topic-1-question-215","Practice question for Google Cloud exam. You are administering a BigQuery dataset that uses a customer-managed encryption key (CMEK). You nee...","https://storage.googleapis.com/mp-blog/images/129862-exam-professional-data-engineer-topic-1-question-215.jpg",{"id":26,"title":27,"description":28,"date":8,"image":29},"129857-exam-professional-data-engineer-topic-1-question-210","Exam Question: 129857-exam-professional-data-engineer-topic-1-question-210","Practice question for Google Cloud exam. You are designing a data mesh on Google Cloud with multiple distinct data engineering teams building...","https://storage.googleapis.com/mp-blog/images/129857-exam-professional-data-engineer-topic-1-question-210.jpg",{"id":31,"title":32,"description":33,"date":8,"image":34},"129858-exam-professional-data-engineer-topic-1-question-211","Exam Question: 129858-exam-professional-data-engineer-topic-1-question-211","Practice question for Google Cloud exam. You are using BigQuery with a multi-region dataset that includes a table with the daily sales volume...","https://storage.googleapis.com/mp-blog/images/129858-exam-professional-data-engineer-topic-1-question-211.jpg",{"id":36,"title":37,"description":38,"date":8,"image":39},"129861-exam-professional-data-engineer-topic-1-question-214","Exam Question: 129861-exam-professional-data-engineer-topic-1-question-214","Practice question for Google Cloud exam. You have a Standard Tier Memorystore for Redis instance deployed in a production environment. You ne...","https://storage.googleapis.com/mp-blog/images/129861-exam-professional-data-engineer-topic-1-question-214.jpg",{"id":41,"title":42,"description":43,"date":8,"image":44},"129865-exam-professional-data-engineer-topic-1-question-218","Exam Question: 129865-exam-professional-data-engineer-topic-1-question-218","Practice question for Google Cloud exam. You have a Cloud SQL for PostgreSQL instance in Region’ with one read replica in Region2 and another...","https://storage.googleapis.com/mp-blog/images/129865-exam-professional-data-engineer-topic-1-question-218.jpg",{"id":46,"title":47,"description":48,"date":8,"image":49},"129853-exam-professional-data-engineer-topic-1-question-206","Exam Question: 129853-exam-professional-data-engineer-topic-1-question-206","Practice question for Google Cloud exam. You need ads data to serve AI models and historical data for analytics. Longtail and outlier data po...","https://storage.googleapis.com/mp-blog/images/129853-exam-professional-data-engineer-topic-1-question-206.jpg",{"id":51,"title":52,"description":53,"date":8,"image":54},"129863-exam-professional-data-engineer-topic-1-question-216","Exam Question: 129863-exam-professional-data-engineer-topic-1-question-216","Practice question for Google Cloud exam. You are developing an Apache Beam pipeline to extract data from a Cloud SQL instance by using JdbcIO...","https://storage.googleapis.com/mp-blog/images/129863-exam-professional-data-engineer-topic-1-question-216.jpg",{"id":56,"title":57,"description":58,"date":8,"image":59},"129866-exam-professional-data-engineer-topic-1-question-219","Exam Question: 129866-exam-professional-data-engineer-topic-1-question-219","Practice question for Google Cloud exam. You orchestrate ETL pipelines by using Cloud Composer. One of the tasks in the Apache Airflow direct...","https://storage.googleapis.com/mp-blog/images/129866-exam-professional-data-engineer-topic-1-question-219.jpg",{"id":61,"title":62,"description":63,"date":8,"image":64},"129867-exam-professional-data-engineer-topic-1-question-220","Exam Question: 129867-exam-professional-data-engineer-topic-1-question-220","Practice question for Google Cloud exam. You are migrating your on-premises data warehouse to BigQuery. One of the upstream data sources resi...","https://storage.googleapis.com/mp-blog/images/129867-exam-professional-data-engineer-topic-1-question-220.jpg",{"id":66,"title":67,"description":68,"date":8,"image":69},"129859-exam-professional-data-engineer-topic-1-question-212","Exam Question: 129859-exam-professional-data-engineer-topic-1-question-212","Practice question for Google Cloud exam. You are troubleshooting your Dataflow pipeline that processes data from Cloud Storage to BigQuery. Y...","https://storage.googleapis.com/mp-blog/images/129859-exam-professional-data-engineer-topic-1-question-212.jpg",{"id":71,"title":72,"description":73,"date":8,"image":74},"129855-exam-professional-data-engineer-topic-1-question-208","Exam Question: 129855-exam-professional-data-engineer-topic-1-question-208","Practice question for Google Cloud exam. A live TV show asks viewers to cast votes using their mobile phones. The event generates a large vol...","https://storage.googleapis.com/mp-blog/images/129855-exam-professional-data-engineer-topic-1-question-208.jpg",{"id":76,"title":77,"description":78,"date":8,"image":79},"129864-exam-professional-data-engineer-topic-1-question-217","Exam Question: 129864-exam-professional-data-engineer-topic-1-question-217","Practice question for Google Cloud exam. You have a BigQuery table that contains customer data, including sensitive information such as names...","https://storage.googleapis.com/mp-blog/images/129864-exam-professional-data-engineer-topic-1-question-217.jpg",{"id":81,"title":82,"description":83,"date":8,"image":84},"129868-exam-professional-data-engineer-topic-1-question-221","Exam Question: 129868-exam-professional-data-engineer-topic-1-question-221","Practice question for Google Cloud exam. You store and analyze your relational data in BigQuery on Google Cloud with all data that resides in...","https://storage.googleapis.com/mp-blog/images/129868-exam-professional-data-engineer-topic-1-question-221.jpg",{"id":86,"title":87,"description":88,"date":8,"image":89},"129869-exam-professional-data-engineer-topic-1-question-222","Exam Question: 129869-exam-professional-data-engineer-topic-1-question-222","Practice question for Google Cloud exam. You have a variety of files in Cloud Storage that your data science team wants to use in their model...","https://storage.googleapis.com/mp-blog/images/129869-exam-professional-data-engineer-topic-1-question-222.jpg",{"id":91,"title":92,"description":93,"date":8,"image":94},"129871-exam-professional-data-engineer-topic-1-question-224","Exam Question: 129871-exam-professional-data-engineer-topic-1-question-224","Practice question for Google Cloud exam. A web server sends click events to a Pub/Sub topic as messages. The web server includes an eventTime...","https://storage.googleapis.com/mp-blog/images/129871-exam-professional-data-engineer-topic-1-question-224.jpg",{"id":96,"title":97,"description":98,"date":8,"image":99},"129870-exam-professional-data-engineer-topic-1-question-223","Exam Question: 129870-exam-professional-data-engineer-topic-1-question-223","Practice question for Google Cloud exam. You are building an ELT solution in BigQuery by using Dataform. You need to perform uniqueness and n...","https://storage.googleapis.com/mp-blog/images/129870-exam-professional-data-engineer-topic-1-question-223.jpg",{"id":101,"title":102,"description":103,"date":8,"image":104},"129875-exam-professional-data-engineer-topic-1-question-228","Exam Question: 129875-exam-professional-data-engineer-topic-1-question-228","Practice question for Google Cloud exam. You have a streaming pipeline that ingests data from Pub/Sub in production. You need to update this ...","https://storage.googleapis.com/mp-blog/images/129875-exam-professional-data-engineer-topic-1-question-228.jpg",{"id":106,"title":107,"description":108,"date":8,"image":109},"129874-exam-professional-data-engineer-topic-1-question-227","Exam Question: 129874-exam-professional-data-engineer-topic-1-question-227","Practice question for Google Cloud exam. You stream order data by using a Dataflow pipeline, and write the aggregated result to Memorystore. ...","https://storage.googleapis.com/mp-blog/images/129874-exam-professional-data-engineer-topic-1-question-227.jpg",{"id":111,"title":112,"description":113,"date":8,"image":114},"129873-exam-professional-data-engineer-topic-1-question-226","Exam Question: 129873-exam-professional-data-engineer-topic-1-question-226","Practice question for Google Cloud exam. Your organization has two Google Cloud projects, project A and project B. In project A, you have a P...","https://storage.googleapis.com/mp-blog/images/129873-exam-professional-data-engineer-topic-1-question-226.jpg",{"id":116,"title":117,"description":118,"date":8,"image":119},"129872-exam-professional-data-engineer-topic-1-question-225","Exam Question: 129872-exam-professional-data-engineer-topic-1-question-225","Practice question for Google Cloud exam. Your organization stores customer data in an on-premises Apache Hadoop cluster in Apache Parquet for...","https://storage.googleapis.com/mp-blog/images/129872-exam-professional-data-engineer-topic-1-question-225.jpg",{"id":121,"title":122,"description":123,"date":8,"image":124},"129901-exam-professional-data-engineer-topic-1-question-245","Exam Question: 129901-exam-professional-data-engineer-topic-1-question-245","Practice question for Google Cloud exam. You are developing a model to identify the factors that lead to sales conversions for your customers...","https://storage.googleapis.com/mp-blog/images/129901-exam-professional-data-engineer-topic-1-question-245.jpg",{"id":126,"title":127,"description":128,"date":8,"image":129},"129876-exam-professional-data-engineer-topic-1-question-229","Exam Question: 129876-exam-professional-data-engineer-topic-1-question-229","Practice question for Google Cloud exam. You currently use a SQL-based tool to visualize your data stored in BigQuery. The data visualization...","https://storage.googleapis.com/mp-blog/images/129876-exam-professional-data-engineer-topic-1-question-229.jpg",{"id":131,"title":132,"description":133,"date":8,"image":134},"129902-exam-professional-data-engineer-topic-1-question-244","Exam Question: 129902-exam-professional-data-engineer-topic-1-question-244","Practice question for Google Cloud exam. Different teams in your organization store customer and performance data in BigQuery. Each team need...","https://storage.googleapis.com/mp-blog/images/129902-exam-professional-data-engineer-topic-1-question-244.jpg",{"id":136,"title":137,"description":138,"date":8,"image":139},"129913-exam-professional-data-engineer-topic-1-question-301","Exam Question: 129913-exam-professional-data-engineer-topic-1-question-301","Practice question for Google Cloud exam. You are architecting a data transformation solution for BigQuery. Your developers are proficient wit...","https://storage.googleapis.com/mp-blog/images/129913-exam-professional-data-engineer-topic-1-question-301.jpg",{"id":141,"title":142,"description":143,"date":8,"image":144},"130210-exam-professional-data-engineer-topic-1-question-257","Exam Question: 130210-exam-professional-data-engineer-topic-1-question-257","Practice question for Google Cloud exam. You are planning to use Cloud Storage as part of your data lake solution. The Cloud Storage bucket w...","https://storage.googleapis.com/mp-blog/images/130210-exam-professional-data-engineer-topic-1-question-257.jpg",{"id":146,"title":147,"description":148,"date":8,"image":149},"130178-exam-professional-data-engineer-topic-1-question-235","Exam Question: 130178-exam-professional-data-engineer-topic-1-question-235","Practice question for Google Cloud exam. You want to schedule a number of sequential load and transformation jobs. Data files will be added t...","https://storage.googleapis.com/mp-blog/images/130178-exam-professional-data-engineer-topic-1-question-235.jpg",{"id":151,"title":152,"description":153,"date":8,"image":154},"130209-exam-professional-data-engineer-topic-1-question-256","Exam Question: 130209-exam-professional-data-engineer-topic-1-question-256","Practice question for Google Cloud exam. You are deploying an Apache Airflow directed acyclic graph (DAG) in a Cloud Composer 2 instance. You...","https://storage.googleapis.com/mp-blog/images/130209-exam-professional-data-engineer-topic-1-question-256.jpg",{"id":156,"title":157,"description":158,"date":8,"image":159},"129911-exam-professional-data-engineer-topic-1-question-298","Exam Question: 129911-exam-professional-data-engineer-topic-1-question-298","Practice question for Google Cloud exam. One of your encryption keys stored in Cloud Key Management Service (Cloud KMS) was exposed. You need...","https://storage.googleapis.com/mp-blog/images/129911-exam-professional-data-engineer-topic-1-question-298.jpg",{"id":161,"title":162,"description":163,"date":8,"image":164},"130174-exam-professional-data-engineer-topic-1-question-230","Exam Question: 130174-exam-professional-data-engineer-topic-1-question-230","Practice question for Google Cloud exam. You need to modernize your existing on-premises data strategy. Your organization currently uses:•\tAp...","https://storage.googleapis.com/mp-blog/images/130174-exam-professional-data-engineer-topic-1-question-230.jpg",{"id":166,"title":167,"description":168,"date":8,"image":169},"130203-exam-professional-data-engineer-topic-1-question-252","Exam Question: 130203-exam-professional-data-engineer-topic-1-question-252","Practice question for Google Cloud exam. You are designing a data warehouse in BigQuery to analyze sales data for a telecommunication service...","https://storage.googleapis.com/mp-blog/images/130203-exam-professional-data-engineer-topic-1-question-252.jpg",{"id":171,"title":172,"description":173,"date":8,"image":174},"130211-exam-professional-data-engineer-topic-1-question-258","Exam Question: 130211-exam-professional-data-engineer-topic-1-question-258","Practice question for Google Cloud exam. You have several different file type data sources, such as Apache Parquet and CSV. You want to store...","https://storage.googleapis.com/mp-blog/images/130211-exam-professional-data-engineer-topic-1-question-258.jpg",{"id":176,"title":177,"description":178,"date":8,"image":179},"130213-exam-professional-data-engineer-topic-1-question-260","Exam Question: 130213-exam-professional-data-engineer-topic-1-question-260","Practice question for Google Cloud exam. You have two projects where you run BigQuery jobs:•\tOne project runs production jobs that have stric...","https://storage.googleapis.com/mp-blog/images/130213-exam-professional-data-engineer-topic-1-question-260.jpg",{"id":181,"title":182,"description":183,"date":8,"image":184},"130218-exam-professional-data-engineer-topic-1-question-267","Exam Question: 130218-exam-professional-data-engineer-topic-1-question-267","Practice question for Google Cloud exam. You are creating a data model in BigQuery that will hold retail transaction data. Your two largest t...","https://storage.googleapis.com/mp-blog/images/130218-exam-professional-data-engineer-topic-1-question-267.jpg",{"id":186,"title":187,"description":188,"date":8,"image":189},"130206-exam-professional-data-engineer-topic-1-question-255","Exam Question: 130206-exam-professional-data-engineer-topic-1-question-255","Practice question for Google Cloud exam. You have an Oracle database deployed in a VM as part of a Virtual Private Cloud (VPC) network. You w...","https://storage.googleapis.com/mp-blog/images/130206-exam-professional-data-engineer-topic-1-question-255.jpg",{"id":191,"title":192,"description":193,"date":8,"image":194},"130157-exam-professional-data-engineer-topic-1-question-282","Exam Question: 130157-exam-professional-data-engineer-topic-1-question-282","Practice question for Google Cloud exam. You are using a Dataflow streaming job to read messages from a message bus that does not support exa...","https://storage.googleapis.com/mp-blog/images/130157-exam-professional-data-engineer-topic-1-question-282.jpg",{"id":196,"title":197,"description":198,"date":8,"image":199},"129916-exam-professional-data-engineer-topic-1-question-305","Exam Question: 129916-exam-professional-data-engineer-topic-1-question-305","Practice question for Google Cloud exam. Your organization uses a multi-cloud data storage strategy, storing data in Cloud Storage, and data ...","https://storage.googleapis.com/mp-blog/images/129916-exam-professional-data-engineer-topic-1-question-305.jpg",{"id":201,"title":202,"description":203,"date":8,"image":204},"130181-exam-professional-data-engineer-topic-1-question-238","Exam Question: 130181-exam-professional-data-engineer-topic-1-question-238","Practice question for Google Cloud exam. You want to encrypt the customer data stored in BigQuery. You need to implement per-user crypto-dele...","https://storage.googleapis.com/mp-blog/images/130181-exam-professional-data-engineer-topic-1-question-238.jpg",{"id":206,"title":207,"description":208,"date":8,"image":209},"130212-exam-professional-data-engineer-topic-1-question-259","Exam Question: 130212-exam-professional-data-engineer-topic-1-question-259","Practice question for Google Cloud exam. Your business users need a way to clean and prepare data before using the data for analysis. Your bu...","https://storage.googleapis.com/mp-blog/images/130212-exam-professional-data-engineer-topic-1-question-259.jpg",{"id":211,"title":212,"description":213,"date":8,"image":214},"130198-exam-professional-data-engineer-topic-1-question-250","Exam Question: 130198-exam-professional-data-engineer-topic-1-question-250","Practice question for Google Cloud exam. Your company's data platform ingests CSV file dumps of booking and user profile data from upstream s...","https://storage.googleapis.com/mp-blog/images/130198-exam-professional-data-engineer-topic-1-question-250.jpg",{"id":216,"title":217,"description":218,"date":8,"image":219},"129909-exam-professional-data-engineer-topic-1-question-296","Exam Question: 129909-exam-professional-data-engineer-topic-1-question-296","Practice question for Google Cloud exam. Your infrastructure team has set up an interconnect link between Google Cloud and the on-premises ne...","https://storage.googleapis.com/mp-blog/images/129909-exam-professional-data-engineer-topic-1-question-296.jpg",{"id":221,"title":222,"description":223,"date":8,"image":224},"130215-exam-professional-data-engineer-topic-1-question-263","Exam Question: 130215-exam-professional-data-engineer-topic-1-question-263","Practice question for Google Cloud exam. You maintain ETL pipelines. You notice that a streaming pipeline running on Dataflow is taking a lon...","https://storage.googleapis.com/mp-blog/images/130215-exam-professional-data-engineer-topic-1-question-263.jpg",{"id":226,"title":227,"description":228,"date":8,"image":229},"130204-exam-professional-data-engineer-topic-1-question-253","Exam Question: 130204-exam-professional-data-engineer-topic-1-question-253","Practice question for Google Cloud exam. You are deploying a batch pipeline in Dataflow. This pipeline reads data from Cloud Storage, transfo...","https://storage.googleapis.com/mp-blog/images/130204-exam-professional-data-engineer-topic-1-question-253.jpg",{"id":231,"title":232,"description":233,"date":8,"image":234},"130175-exam-professional-data-engineer-topic-1-question-232","Exam Question: 130175-exam-professional-data-engineer-topic-1-question-232","Practice question for Google Cloud exam. You are on the data governance team and are implementing security requirements to deploy resources. ...","https://storage.googleapis.com/mp-blog/images/130175-exam-professional-data-engineer-topic-1-question-232.jpg",{"id":236,"title":237,"description":238,"date":8,"image":239},"130217-exam-professional-data-engineer-topic-1-question-266","Exam Question: 130217-exam-professional-data-engineer-topic-1-question-266","Practice question for Google Cloud exam. You are building a streaming Dataflow pipeline that ingests noise level data from hundreds of sensor...","https://storage.googleapis.com/mp-blog/images/130217-exam-professional-data-engineer-topic-1-question-266.jpg",{"id":241,"title":242,"description":243,"date":8,"image":244},"130205-exam-professional-data-engineer-topic-1-question-254","Exam Question: 130205-exam-professional-data-engineer-topic-1-question-254","Practice question for Google Cloud exam. You are running a Dataflow streaming pipeline, with Streaming Engine and Horizontal Autoscaling enab...","https://storage.googleapis.com/mp-blog/images/130205-exam-professional-data-engineer-topic-1-question-254.jpg",{"id":246,"title":247,"description":248,"date":8,"image":249},"130214-exam-professional-data-engineer-topic-1-question-262","Exam Question: 130214-exam-professional-data-engineer-topic-1-question-262","Practice question for Google Cloud exam. You are on the data governance team and are implementing security requirements. You need to encrypt ...","https://storage.googleapis.com/mp-blog/images/130214-exam-professional-data-engineer-topic-1-question-262.jpg",{"id":251,"title":252,"description":253,"date":8,"image":254},"130186-exam-professional-data-engineer-topic-1-question-242","Exam Question: 130186-exam-professional-data-engineer-topic-1-question-242","Practice question for Google Cloud exam. You have designed an Apache Beam processing pipeline that reads from a Pub/Sub topic. The topic has ...","https://storage.googleapis.com/mp-blog/images/130186-exam-professional-data-engineer-topic-1-question-242.jpg",{"id":256,"title":257,"description":258,"date":8,"image":259},"130219-exam-professional-data-engineer-topic-1-question-268","Exam Question: 130219-exam-professional-data-engineer-topic-1-question-268","Practice question for Google Cloud exam. You created a new version of a Dataflow streaming data ingestion pipeline that reads from Pub/Sub an...","https://storage.googleapis.com/mp-blog/images/130219-exam-professional-data-engineer-topic-1-question-268.jpg",{"id":261,"title":262,"description":263,"date":8,"image":264},"130182-exam-professional-data-engineer-topic-1-question-239","Exam Question: 130182-exam-professional-data-engineer-topic-1-question-239","Practice question for Google Cloud exam. The data analyst team at your company uses BigQuery for ad-hoc queries and scheduled SQL pipelines i...","https://storage.googleapis.com/mp-blog/images/130182-exam-professional-data-engineer-topic-1-question-239.jpg",{"id":266,"title":267,"description":268,"date":8,"image":269},"130177-exam-professional-data-engineer-topic-1-question-234","Exam Question: 130177-exam-professional-data-engineer-topic-1-question-234","Practice question for Google Cloud exam. You migrated a data backend for an application that serves 10 PB of historical product data for anal...","https://storage.googleapis.com/mp-blog/images/130177-exam-professional-data-engineer-topic-1-question-234.jpg",{"id":271,"title":272,"description":273,"date":8,"image":274},"130184-exam-professional-data-engineer-topic-1-question-241","Exam Question: 130184-exam-professional-data-engineer-topic-1-question-241","Practice question for Google Cloud exam. You are designing the architecture of your application to store data in Cloud Storage. Your applicat...","https://storage.googleapis.com/mp-blog/images/130184-exam-professional-data-engineer-topic-1-question-241.jpg",{"id":276,"title":277,"description":278,"date":8,"image":279},"130263-exam-professional-data-engineer-topic-1-question-278","Exam Question: 130263-exam-professional-data-engineer-topic-1-question-278","Practice question for Google Cloud exam. Your car factory is pushing machine measurements as messages into a Pub/Sub topic in your Google Clo...","https://storage.googleapis.com/mp-blog/images/130263-exam-professional-data-engineer-topic-1-question-278.jpg",{"id":281,"title":282,"description":283,"date":8,"image":284},"130262-exam-professional-data-engineer-topic-1-question-277","Exam Question: 130262-exam-professional-data-engineer-topic-1-question-277","Practice question for Google Cloud exam. You are designing a real-time system for a ride hailing app that identifies areas with high demand f...","https://storage.googleapis.com/mp-blog/images/130262-exam-professional-data-engineer-topic-1-question-277.jpg",{"id":286,"title":287,"description":288,"date":8,"image":289},"130289-exam-professional-data-engineer-topic-1-question-287","Exam Question: 130289-exam-professional-data-engineer-topic-1-question-287","Practice question for Google Cloud exam. You are administering shared BigQuery datasets that contain views used by multiple teams in your org...","https://storage.googleapis.com/mp-blog/images/130289-exam-professional-data-engineer-topic-1-question-287.jpg",{"id":291,"title":292,"description":293,"date":8,"image":294},"130273-exam-professional-data-engineer-topic-1-question-284","Exam Question: 130273-exam-professional-data-engineer-topic-1-question-284","Practice question for Google Cloud exam. You have a network of 1000 sensors. The sensors generate time series data: one metric per sensor per...","https://storage.googleapis.com/mp-blog/images/130273-exam-professional-data-engineer-topic-1-question-284.jpg",{"id":296,"title":297,"description":298,"date":8,"image":299},"130269-exam-professional-data-engineer-topic-1-question-281","Exam Question: 130269-exam-professional-data-engineer-topic-1-question-281","Practice question for Google Cloud exam. You work for a large ecommerce company. You store your customer's order data in Bigtable. You have a...","https://storage.googleapis.com/mp-blog/images/130269-exam-professional-data-engineer-topic-1-question-281.jpg",{"id":301,"title":302,"description":303,"date":8,"image":304},"130223-exam-professional-data-engineer-topic-1-question-276","Exam Question: 130223-exam-professional-data-engineer-topic-1-question-276","Practice question for Google Cloud exam. You are designing a Dataflow pipeline for a batch processing job. You want to mitigate multiple zona...","https://storage.googleapis.com/mp-blog/images/130223-exam-professional-data-engineer-topic-1-question-276.jpg",{"id":306,"title":307,"description":308,"date":8,"image":309},"130191-exam-professional-data-engineer-topic-1-question-248","Exam Question: 130191-exam-professional-data-engineer-topic-1-question-248","Practice question for Google Cloud exam. dataset.inventory_vm sample records:You have an inventory of VM data stored in the BigQuery table. Y...","https://storage.googleapis.com/mp-blog/images/130191-exam-professional-data-engineer-topic-1-question-248.jpg",{"id":311,"title":312,"description":313,"date":8,"image":314},"130189-exam-professional-data-engineer-topic-1-question-247","Exam Question: 130189-exam-professional-data-engineer-topic-1-question-247","Practice question for Google Cloud exam. Your company operates in three domains: airlines, hotels, and ride-hailing services. Each domain has...","https://storage.googleapis.com/mp-blog/images/130189-exam-professional-data-engineer-topic-1-question-247.jpg",{"id":316,"title":317,"description":318,"date":8,"image":319},"130179-exam-professional-data-engineer-topic-1-question-236","Exam Question: 130179-exam-professional-data-engineer-topic-1-question-236","Practice question for Google Cloud exam. You are deploying a MySQL database workload onto Cloud SQL. The database must be able to scale up to...","https://storage.googleapis.com/mp-blog/images/130179-exam-professional-data-engineer-topic-1-question-236.jpg",{"id":321,"title":322,"description":323,"date":8,"image":324},"130221-exam-professional-data-engineer-topic-1-question-272","Exam Question: 130221-exam-professional-data-engineer-topic-1-question-272","Practice question for Google Cloud exam. You have a BigQuery dataset named “customers”. All tables will be tagged by using a Data Catalog tag...","https://storage.googleapis.com/mp-blog/images/130221-exam-professional-data-engineer-topic-1-question-272.jpg",{"id":326,"title":327,"description":328,"date":8,"image":329},"130264-exam-professional-data-engineer-topic-1-question-279","Exam Question: 130264-exam-professional-data-engineer-topic-1-question-279","Practice question for Google Cloud exam. You want to store your team’s shared tables in a single dataset to make data easily accessible to va...","https://storage.googleapis.com/mp-blog/images/130264-exam-professional-data-engineer-topic-1-question-279.jpg",{"id":331,"title":332,"description":333,"date":8,"image":334},"130183-exam-professional-data-engineer-topic-1-question-240","Exam Question: 130183-exam-professional-data-engineer-topic-1-question-240","Practice question for Google Cloud exam. You are designing a data mesh on Google Cloud by using Dataplex to manage data in BigQuery and Cloud...","https://storage.googleapis.com/mp-blog/images/130183-exam-professional-data-engineer-topic-1-question-240.jpg",{"id":336,"title":337,"description":338,"date":8,"image":339},"130202-exam-professional-data-engineer-topic-1-question-251","Exam Question: 130202-exam-professional-data-engineer-topic-1-question-251","Practice question for Google Cloud exam. You have important legal hold documents in a Cloud Storage bucket. You need to ensure that these doc...","https://storage.googleapis.com/mp-blog/images/130202-exam-professional-data-engineer-topic-1-question-251.jpg",{"id":341,"title":342,"description":343,"date":8,"image":344},"130265-exam-professional-data-engineer-topic-1-question-280","Exam Question: 130265-exam-professional-data-engineer-topic-1-question-280","Practice question for Google Cloud exam. You are running a streaming pipeline with Dataflow and are using hopping windows to group the data a...","https://storage.googleapis.com/mp-blog/images/130265-exam-professional-data-engineer-topic-1-question-280.jpg",{"id":346,"title":347,"description":348,"date":8,"image":349},"130176-exam-professional-data-engineer-topic-1-question-233","Exam Question: 130176-exam-professional-data-engineer-topic-1-question-233","Practice question for Google Cloud exam. You are a BigQuery admin supporting a team of data consumers who run ad hoc queries and downstream r...","https://storage.googleapis.com/mp-blog/images/130176-exam-professional-data-engineer-topic-1-question-233.jpg",{"id":351,"title":352,"description":353,"date":8,"image":354},"130180-exam-professional-data-engineer-topic-1-question-237","Exam Question: 130180-exam-professional-data-engineer-topic-1-question-237","Practice question for Google Cloud exam. You are planning to load some of your existing on-premises data into BigQuery on Google Cloud. You w...","https://storage.googleapis.com/mp-blog/images/130180-exam-professional-data-engineer-topic-1-question-237.jpg",{"id":356,"title":357,"description":358,"date":8,"image":359},"130220-exam-professional-data-engineer-topic-1-question-270","Exam Question: 130220-exam-professional-data-engineer-topic-1-question-270","Practice question for Google Cloud exam. You need to create a SQL pipeline. The pipeline runs an aggregate SQL transformation on a BigQuery t...","https://storage.googleapis.com/mp-blog/images/130220-exam-professional-data-engineer-topic-1-question-270.jpg",{"id":361,"title":362,"description":363,"date":8,"image":364},"129906-exam-professional-data-engineer-topic-1-question-261","Exam Question: 129906-exam-professional-data-engineer-topic-1-question-261","Practice question for Google Cloud exam. You want to migrate your existing Teradata data warehouse to BigQuery. You want to move the historic...","https://storage.googleapis.com/mp-blog/images/129906-exam-professional-data-engineer-topic-1-question-261.jpg",{"id":366,"title":367,"description":368,"date":8,"image":369},"130287-exam-professional-data-engineer-topic-1-question-286","Exam Question: 130287-exam-professional-data-engineer-topic-1-question-286","Practice question for Google Cloud exam. You have thousands of Apache Spark jobs running in your on-premises Apache Hadoop cluster. You want ...","https://storage.googleapis.com/mp-blog/images/130287-exam-professional-data-engineer-topic-1-question-286.jpg",{"id":371,"title":372,"description":373,"date":8,"image":374},"130188-exam-professional-data-engineer-topic-1-question-246","Exam Question: 130188-exam-professional-data-engineer-topic-1-question-246","Practice question for Google Cloud exam. You have one BigQuery dataset which includes customers’ street addresses. You want to retrieve all o...","https://storage.googleapis.com/mp-blog/images/130188-exam-professional-data-engineer-topic-1-question-246.jpg",{"id":376,"title":377,"description":378,"date":8,"image":379},"130292-exam-professional-data-engineer-topic-1-question-289","Exam Question: 130292-exam-professional-data-engineer-topic-1-question-289","Practice question for Google Cloud exam. You have data located in BigQuery that is used to generate reports for your company. You have notice...","https://storage.googleapis.com/mp-blog/images/130292-exam-professional-data-engineer-topic-1-question-289.jpg",{"id":381,"title":382,"description":383,"date":8,"image":384},"130291-exam-professional-data-engineer-topic-1-question-288","Exam Question: 130291-exam-professional-data-engineer-topic-1-question-288","Practice question for Google Cloud exam. You are part of a healthcare organization where data is organized and managed by respective data own...","https://storage.googleapis.com/mp-blog/images/130291-exam-professional-data-engineer-topic-1-question-288.jpg",{"id":386,"title":387,"description":388,"date":8,"image":389},"130293-exam-professional-data-engineer-topic-1-question-290","Exam Question: 130293-exam-professional-data-engineer-topic-1-question-290","Practice question for Google Cloud exam. You are designing a messaging system by using Pub/Sub to process clickstream data with an event-driv...","https://storage.googleapis.com/mp-blog/images/130293-exam-professional-data-engineer-topic-1-question-290.jpg",{"id":391,"title":392,"description":393,"date":8,"image":394},"130298-exam-professional-data-engineer-topic-1-question-292","Exam Question: 130298-exam-professional-data-engineer-topic-1-question-292","Practice question for Google Cloud exam. You have terabytes of customer behavioral data streaming from Google Analytics into BigQuery daily. ...","https://storage.googleapis.com/mp-blog/images/130298-exam-professional-data-engineer-topic-1-question-292.jpg",{"id":396,"title":397,"description":398,"date":8,"image":399},"130296-exam-professional-data-engineer-topic-1-question-291","Exam Question: 130296-exam-professional-data-engineer-topic-1-question-291","Practice question for Google Cloud exam. You designed a data warehouse in BigQuery to analyze sales data. You want a self-serving, low-mainte...","https://storage.googleapis.com/mp-blog/images/130296-exam-professional-data-engineer-topic-1-question-291.jpg",{"id":401,"title":402,"description":403,"date":8,"image":404},"130307-exam-professional-data-engineer-topic-1-question-294","Exam Question: 130307-exam-professional-data-engineer-topic-1-question-294","Practice question for Google Cloud exam. You work for a large ecommerce company. You are using Pub/Sub to ingest the clickstream data to Goog...","https://storage.googleapis.com/mp-blog/images/130307-exam-professional-data-engineer-topic-1-question-294.jpg",{"id":406,"title":407,"description":408,"date":8,"image":409},"130301-exam-professional-data-engineer-topic-1-question-293","Exam Question: 130301-exam-professional-data-engineer-topic-1-question-293","Practice question for Google Cloud exam. Your organization is modernizing their IT services and migrating to Google Cloud. You need to organi...","https://storage.googleapis.com/mp-blog/images/130301-exam-professional-data-engineer-topic-1-question-293.jpg",{"id":411,"title":412,"description":413,"date":8,"image":414},"130313-exam-professional-data-engineer-topic-1-question-297","Exam Question: 130313-exam-professional-data-engineer-topic-1-question-297","Practice question for Google Cloud exam. You migrated your on-premises Apache Hadoop Distributed File System (HDFS) data lake to Cloud Storag...","https://storage.googleapis.com/mp-blog/images/130313-exam-professional-data-engineer-topic-1-question-297.jpg",{"id":416,"title":417,"description":418,"date":8,"image":419},"130309-exam-professional-data-engineer-topic-1-question-295","Exam Question: 130309-exam-professional-data-engineer-topic-1-question-295","Practice question for Google Cloud exam. You are designing the architecture to process your data from Cloud Storage to BigQuery by using Data...","https://storage.googleapis.com/mp-blog/images/130309-exam-professional-data-engineer-topic-1-question-295.jpg",{"id":421,"title":422,"description":423,"date":8,"image":424},"130319-exam-professional-data-engineer-topic-1-question-308","Exam Question: 130319-exam-professional-data-engineer-topic-1-question-308","Practice question for Google Cloud exam. You are migrating a large number of files from a public HTTPS endpoint to Cloud Storage. The files a...","https://storage.googleapis.com/mp-blog/images/130319-exam-professional-data-engineer-topic-1-question-308.jpg",{"id":426,"title":427,"description":428,"date":8,"image":429},"130320-exam-professional-data-engineer-topic-1-question-307","Exam Question: 130320-exam-professional-data-engineer-topic-1-question-307","Practice question for Google Cloud exam. You need to connect multiple applications with dynamic public IP addresses to a Cloud SQL instance. ...","https://storage.googleapis.com/mp-blog/images/130320-exam-professional-data-engineer-topic-1-question-307.jpg",{"id":431,"title":432,"description":433,"date":8,"image":434},"130325-exam-professional-data-engineer-topic-1-question-304","Exam Question: 130325-exam-professional-data-engineer-topic-1-question-304","Practice question for Google Cloud exam. You have a table that contains millions of rows of sales data, partitioned by date. Various applicat...","https://storage.googleapis.com/mp-blog/images/130325-exam-professional-data-engineer-topic-1-question-304.jpg",{"id":436,"title":437,"description":438,"date":8,"image":439},"130327-exam-professional-data-engineer-topic-1-question-302","Exam Question: 130327-exam-professional-data-engineer-topic-1-question-302","Practice question for Google Cloud exam. You work for a farming company. You have one BigQuery table named sensors, which is about 500 MB and...","https://storage.googleapis.com/mp-blog/images/130327-exam-professional-data-engineer-topic-1-question-302.jpg",{"id":441,"title":442,"description":443,"date":8,"image":444},"130321-exam-professional-data-engineer-topic-1-question-306","Exam Question: 130321-exam-professional-data-engineer-topic-1-question-306","Practice question for Google Cloud exam. You are preparing an organization-wide dataset. You need to preprocess customer data stored in a res...","https://storage.googleapis.com/mp-blog/images/130321-exam-professional-data-engineer-topic-1-question-306.jpg",{"id":446,"title":447,"description":448,"date":8,"image":449},"130340-exam-professional-data-engineer-topic-1-question-231","Exam Question: 130340-exam-professional-data-engineer-topic-1-question-231","Practice question for Google Cloud exam. You recently deployed several data processing jobs into your Cloud Composer 2 environment. You notic...","https://storage.googleapis.com/mp-blog/images/130340-exam-professional-data-engineer-topic-1-question-231.jpg",{"id":451,"title":452,"description":453,"date":8,"image":454},"130326-exam-professional-data-engineer-topic-1-question-303","Exam Question: 130326-exam-professional-data-engineer-topic-1-question-303","Practice question for Google Cloud exam. You are managing a Dataplex environment with raw and curated zones. A data engineering team is uploa...","https://storage.googleapis.com/mp-blog/images/130326-exam-professional-data-engineer-topic-1-question-303.jpg",{"id":456,"title":457,"description":458,"date":8,"image":459},"130328-exam-professional-data-engineer-topic-1-question-299","Exam Question: 130328-exam-professional-data-engineer-topic-1-question-299","Practice question for Google Cloud exam. You have an upstream process that writes data to Cloud Storage. This data is then read by an Apache ...","https://storage.googleapis.com/mp-blog/images/130328-exam-professional-data-engineer-topic-1-question-299.jpg",{"id":461,"title":462,"description":463,"date":8,"image":464},"130360-exam-professional-data-engineer-topic-1-question-264","Exam Question: 130360-exam-professional-data-engineer-topic-1-question-264","Practice question for Google Cloud exam. You are running your BigQuery project in the on-demand billing model and are executing a change data...","https://storage.googleapis.com/mp-blog/images/130360-exam-professional-data-engineer-topic-1-question-264.jpg",{"id":466,"title":467,"description":468,"date":8,"image":469},"130349-exam-professional-data-engineer-topic-1-question-243","Exam Question: 130349-exam-professional-data-engineer-topic-1-question-243","Practice question for Google Cloud exam. You are preparing data that your machine learning team will use to train a model using BigQueryML. T...","https://storage.googleapis.com/mp-blog/images/130349-exam-professional-data-engineer-topic-1-question-243.jpg",{"id":471,"title":472,"description":473,"date":8,"image":474},"130353-exam-professional-data-engineer-topic-1-question-249","Exam Question: 130353-exam-professional-data-engineer-topic-1-question-249","Practice question for Google Cloud exam. Your team is building a data lake platform on Google Cloud. As a part of the data foundation design,...","https://storage.googleapis.com/mp-blog/images/130353-exam-professional-data-engineer-topic-1-question-249.jpg",{"id":476,"title":477,"description":478,"date":8,"image":479},"130424-exam-professional-data-engineer-topic-1-question-269","Exam Question: 130424-exam-professional-data-engineer-topic-1-question-269","Practice question for Google Cloud exam. Your organization's data assets are stored in BigQuery, Pub/Sub, and a PostgreSQL instance running o...","https://storage.googleapis.com/mp-blog/images/130424-exam-professional-data-engineer-topic-1-question-269.jpg",{"id":481,"title":482,"description":483,"date":8,"image":484},"132186-exam-professional-data-engineer-topic-1-question-310","Exam Question: 132186-exam-professional-data-engineer-topic-1-question-310","Practice question for Google Cloud exam. You need to look at BigQuery data from a specific table multiple times a day. The underlying table y...","https://storage.googleapis.com/mp-blog/images/132186-exam-professional-data-engineer-topic-1-question-310.jpg",{"id":486,"title":487,"description":488,"date":8,"image":489},"130318-exam-professional-data-engineer-topic-1-question-300","Exam Question: 130318-exam-professional-data-engineer-topic-1-question-300","Practice question for Google Cloud exam. You currently have transactional data stored on-premises in a PostgreSQL database. To modernize your...","https://storage.googleapis.com/mp-blog/images/130318-exam-professional-data-engineer-topic-1-question-300.jpg",{"id":491,"title":492,"description":493,"date":8,"image":494},"130510-exam-professional-data-engineer-topic-1-question-283","Exam Question: 130510-exam-professional-data-engineer-topic-1-question-283","Practice question for Google Cloud exam. You have created an external table for Apache Hive partitioned data that resides in a Cloud Storage ...","https://storage.googleapis.com/mp-blog/images/130510-exam-professional-data-engineer-topic-1-question-283.jpg",{"id":496,"title":497,"description":498,"date":8,"image":499},"130514-exam-professional-data-engineer-topic-1-question-273","Exam Question: 130514-exam-professional-data-engineer-topic-1-question-273","Practice question for Google Cloud exam. You are creating the CI/CD cycle for the code of the directed acyclic graphs (DAGs) running in Cloud...","https://storage.googleapis.com/mp-blog/images/130514-exam-professional-data-engineer-topic-1-question-273.jpg",{"id":501,"title":502,"description":503,"date":8,"image":504},"130511-exam-professional-data-engineer-topic-1-question-285","Exam Question: 130511-exam-professional-data-engineer-topic-1-question-285","Practice question for Google Cloud exam. You have 100 GB of data stored in a BigQuery table. This data is outdated and will only be accessed ...","https://storage.googleapis.com/mp-blog/images/130511-exam-professional-data-engineer-topic-1-question-285.jpg",{"id":506,"title":507,"description":508,"date":8,"image":509},"132198-exam-professional-data-engineer-topic-1-question-311","Exam Question: 132198-exam-professional-data-engineer-topic-1-question-311","Practice question for Google Cloud exam. Your chemical company needs to manually check documentation for customer order. You use a pull subsc...","https://storage.googleapis.com/mp-blog/images/132198-exam-professional-data-engineer-topic-1-question-311.jpg",{"id":511,"title":512,"description":513,"date":8,"image":514},"152659-exam-professional-data-engineer-topic-1-question-313","Exam Question: 152659-exam-professional-data-engineer-topic-1-question-313","Practice question for Google Cloud exam. You want to migrate an Apache Spark 3 batch job from on-premises to Google Cloud. You need to minima...","https://storage.googleapis.com/mp-blog/images/152659-exam-professional-data-engineer-topic-1-question-313.jpg",{"id":516,"title":517,"description":518,"date":8,"image":519},"130427-exam-professional-data-engineer-topic-1-question-271","Exam Question: 130427-exam-professional-data-engineer-topic-1-question-271","Practice question for Google Cloud exam. You are monitoring your organization’s data lake hosted on BigQuery. The ingestion pipelines read da...","https://storage.googleapis.com/mp-blog/images/130427-exam-professional-data-engineer-topic-1-question-271.jpg",{"id":521,"title":522,"description":523,"date":8,"image":524},"132182-exam-professional-data-engineer-topic-1-question-309","Exam Question: 132182-exam-professional-data-engineer-topic-1-question-309","Practice question for Google Cloud exam. You work for an airline and you need to store weather data in a BigQuery table. Weather data will be...","https://storage.googleapis.com/mp-blog/images/132182-exam-professional-data-engineer-topic-1-question-309.jpg",{"id":526,"title":527,"description":528,"date":8,"image":529},"153019-exam-professional-data-engineer-topic-1-question-312","Exam Question: 153019-exam-professional-data-engineer-topic-1-question-312","Practice question for Google Cloud exam. You are migrating your on-premises data warehouse to BigQuery. As part of the migration, you want to...","https://storage.googleapis.com/mp-blog/images/153019-exam-professional-data-engineer-topic-1-question-312.jpg",{"id":531,"title":532,"description":533,"date":8,"image":534},"153020-exam-professional-data-engineer-topic-1-question-315","Exam Question: 153020-exam-professional-data-engineer-topic-1-question-315","Practice question for Google Cloud exam. You are using Workflows to call an API that returns a 1KB JSON response, apply some complex business...","https://storage.googleapis.com/mp-blog/images/153020-exam-professional-data-engineer-topic-1-question-315.jpg",{"id":536,"title":537,"description":538,"date":8,"image":539},"130515-exam-professional-data-engineer-topic-1-question-274","Exam Question: 130515-exam-professional-data-engineer-topic-1-question-274","Practice question for Google Cloud exam. You have a BigQuery table that ingests data directly from a Pub/Sub subscription. The ingested data ...","https://storage.googleapis.com/mp-blog/images/130515-exam-professional-data-engineer-topic-1-question-274.jpg",{"id":541,"title":542,"description":543,"date":8,"image":544},"130517-exam-professional-data-engineer-topic-1-question-275","Exam Question: 130517-exam-professional-data-engineer-topic-1-question-275","Practice question for Google Cloud exam. You created an analytics environment on Google Cloud so that your data scientist team can explore da...","https://storage.googleapis.com/mp-blog/images/130517-exam-professional-data-engineer-topic-1-question-275.jpg",{"id":546,"title":547,"description":548,"date":8,"image":549},"15911-exam-professional-data-engineer-topic-1-question-2","Exam Question: 15911-exam-professional-data-engineer-topic-1-question-2","Practice question for Google Cloud exam. You are building a model to make clothing recommendations. You know a user's fashion preference is l...","https://storage.googleapis.com/mp-blog/images/15911-exam-professional-data-engineer-topic-1-question-2.jpg",{"id":551,"title":552,"description":553,"date":8,"image":554},"130361-exam-professional-data-engineer-topic-1-question-265","Exam Question: 130361-exam-professional-data-engineer-topic-1-question-265","Practice question for Google Cloud exam. You are designing a fault-tolerant architecture to store data in a regional BigQuery dataset. You ne...","https://storage.googleapis.com/mp-blog/images/130361-exam-professional-data-engineer-topic-1-question-265.jpg",{"id":556,"title":557,"description":558,"date":8,"image":559},"153398-exam-professional-data-engineer-topic-1-question-314","Exam Question: 153398-exam-professional-data-engineer-topic-1-question-314","Practice question for Google Cloud exam. You are configuring networking for a Dataflow job. The data pipeline uses custom container images wi...","https://storage.googleapis.com/mp-blog/images/153398-exam-professional-data-engineer-topic-1-question-314.jpg",{"id":561,"title":562,"description":563,"date":8,"image":564},"152975-exam-professional-data-engineer-topic-1-question-317","Exam Question: 152975-exam-professional-data-engineer-topic-1-question-317","Practice question for Google Cloud exam. You have several different unstructured data sources, within your on-premises data center as well as...","https://storage.googleapis.com/mp-blog/images/152975-exam-professional-data-engineer-topic-1-question-317.jpg",{"id":566,"title":567,"description":568,"date":8,"image":569},"153174-exam-professional-data-engineer-topic-1-question-316","Exam Question: 153174-exam-professional-data-engineer-topic-1-question-316","Practice question for Google Cloud exam. You are administering a BigQuery on-demand environment. Your business intelligence tool is submittin...","https://storage.googleapis.com/mp-blog/images/153174-exam-professional-data-engineer-topic-1-question-316.jpg",{"id":571,"title":572,"description":573,"date":8,"image":574},"16072-exam-professional-data-engineer-topic-1-question-69","Exam Question: 16072-exam-professional-data-engineer-topic-1-question-69","Practice question for Google Cloud exam. Your infrastructure includes a set of YouTube channels. You have been tasked with creating a process...","https://storage.googleapis.com/mp-blog/images/16072-exam-professional-data-engineer-topic-1-question-69.jpg",{"id":576,"title":577,"description":578,"date":8,"image":579},"16279-exam-professional-data-engineer-topic-1-question-13","Exam Question: 16279-exam-professional-data-engineer-topic-1-question-13","Practice question for Google Cloud exam. You want to process payment transactions in a point-of-sale application that will run on Google Clou...","https://storage.googleapis.com/mp-blog/images/16279-exam-professional-data-engineer-topic-1-question-13.jpg",{"id":581,"title":582,"description":583,"date":8,"image":584},"16282-exam-professional-data-engineer-topic-1-question-20","Exam Question: 16282-exam-professional-data-engineer-topic-1-question-20","Practice question for Google Cloud exam. You work for a car manufacturer and have set up a data pipeline using Google Cloud Pub/Sub to captur...","https://storage.googleapis.com/mp-blog/images/16282-exam-professional-data-engineer-topic-1-question-20.jpg",{"id":586,"title":587,"description":588,"date":8,"image":589},"16253-exam-professional-data-engineer-topic-1-question-46","Exam Question: 16253-exam-professional-data-engineer-topic-1-question-46","Practice question for Google Cloud exam. You work for an economic consulting firm that helps companies identify economic trends as they happe...","https://storage.googleapis.com/mp-blog/images/16253-exam-professional-data-engineer-topic-1-question-46.jpg",{"id":591,"title":592,"description":593,"date":8,"image":594},"16286-exam-professional-data-engineer-topic-1-question-25","Exam Question: 16286-exam-professional-data-engineer-topic-1-question-25","Practice question for Google Cloud exam. You want to use Google Stackdriver Logging to monitor Google BigQuery usage. You need an instant not...","https://storage.googleapis.com/mp-blog/images/16286-exam-professional-data-engineer-topic-1-question-25.jpg",{"id":596,"title":597,"description":598,"date":8,"image":599},"16109-exam-professional-data-engineer-topic-1-question-97","Exam Question: 16109-exam-professional-data-engineer-topic-1-question-97","Practice question for Google Cloud exam. You store historic data in Cloud Storage. You need to perform analytics on the historic data. You wa...","https://storage.googleapis.com/mp-blog/images/16109-exam-professional-data-engineer-topic-1-question-97.jpg",{"id":601,"title":602,"description":603,"date":8,"image":604},"16281-exam-professional-data-engineer-topic-1-question-14","Exam Question: 16281-exam-professional-data-engineer-topic-1-question-14","Practice question for Google Cloud exam. You want to use a database of information about tissue samples to classify future tissue samples as ...","https://storage.googleapis.com/mp-blog/images/16281-exam-professional-data-engineer-topic-1-question-14.jpg",{"id":606,"title":607,"description":443,"date":8,"image":608},"152515-exam-professional-data-engineer-topic-1-question-319","Exam Question: 152515-exam-professional-data-engineer-topic-1-question-319","https://storage.googleapis.com/mp-blog/images/152515-exam-professional-data-engineer-topic-1-question-319.jpg",{"id":610,"title":611,"description":612,"date":8,"image":613},"152516-exam-professional-data-engineer-topic-1-question-318","Exam Question: 152516-exam-professional-data-engineer-topic-1-question-318","Practice question for Google Cloud exam. You are using BigQuery with a regional dataset that includes a table with the daily sales volumes. T...","https://storage.googleapis.com/mp-blog/images/152516-exam-professional-data-engineer-topic-1-question-318.jpg",{"id":615,"title":616,"description":617,"date":8,"image":618},"16476-exam-professional-data-engineer-topic-1-question-65","Exam Question: 16476-exam-professional-data-engineer-topic-1-question-65","Practice question for Google Cloud exam. You are building a data pipeline on Google Cloud. You need to prepare data using a casual method for...","https://storage.googleapis.com/mp-blog/images/16476-exam-professional-data-engineer-topic-1-question-65.jpg",{"id":620,"title":621,"description":622,"date":8,"image":623},"16288-exam-professional-data-engineer-topic-1-question-26","Exam Question: 16288-exam-professional-data-engineer-topic-1-question-26","Practice question for Google Cloud exam. You are working on a sensitive project involving private user data. You have set up a project on Goo...","https://storage.googleapis.com/mp-blog/images/16288-exam-professional-data-engineer-topic-1-question-26.jpg",{"id":625,"title":626,"description":627,"date":8,"image":628},"16572-exam-professional-data-engineer-topic-1-question-87","Exam Question: 16572-exam-professional-data-engineer-topic-1-question-87","Practice question for Google Cloud exam. You've migrated a Hadoop job from an on-prem cluster to dataproc and GCS. Your Spark job is a compli...","https://storage.googleapis.com/mp-blog/images/16572-exam-professional-data-engineer-topic-1-question-87.jpg",{"id":630,"title":631,"description":632,"date":8,"image":633},"16478-exam-professional-data-engineer-topic-1-question-68","Exam Question: 16478-exam-professional-data-engineer-topic-1-question-68","Practice question for Google Cloud exam. You are selecting services to write and transform JSON messages from Cloud Pub/Sub to BigQuery for a...","https://storage.googleapis.com/mp-blog/images/16478-exam-professional-data-engineer-topic-1-question-68.jpg",{"id":635,"title":636,"description":637,"date":8,"image":638},"16639-exam-professional-data-engineer-topic-1-question-6","Exam Question: 16639-exam-professional-data-engineer-topic-1-question-6","Practice question for Google Cloud exam. Your weather app queries a database every 15 minutes to get the current temperature. The frontend is...","https://storage.googleapis.com/mp-blog/images/16639-exam-professional-data-engineer-topic-1-question-6.jpg",{"id":640,"title":641,"description":642,"date":8,"image":643},"16631-exam-professional-data-engineer-topic-1-question-70","Exam Question: 16631-exam-professional-data-engineer-topic-1-question-70","Practice question for Google Cloud exam. You are designing storage for very large text files for a data pipeline on Google Cloud. You want to...","https://storage.googleapis.com/mp-blog/images/16631-exam-professional-data-engineer-topic-1-question-70.jpg",{"id":645,"title":646,"description":647,"date":8,"image":648},"16285-exam-professional-data-engineer-topic-1-question-24","Exam Question: 16285-exam-professional-data-engineer-topic-1-question-24","Practice question for Google Cloud exam. You have spent a few days loading data from comma-separated values (CSV) files into the Google BigQu...","https://storage.googleapis.com/mp-blog/images/16285-exam-professional-data-engineer-topic-1-question-24.jpg",{"id":650,"title":651,"description":652,"date":8,"image":653},"16624-exam-professional-data-engineer-topic-1-question-22","Exam Question: 16624-exam-professional-data-engineer-topic-1-question-22","Practice question for Google Cloud exam. Your company has hired a new data scientist who wants to perform complicated analyses across very la...","https://storage.googleapis.com/mp-blog/images/16624-exam-professional-data-engineer-topic-1-question-22.jpg",{"id":655,"title":656,"description":657,"date":8,"image":658},"16637-exam-professional-data-engineer-topic-1-question-5","Exam Question: 16637-exam-professional-data-engineer-topic-1-question-5","Practice question for Google Cloud exam. An external customer provides you with a daily dump of data from their database. The data flows into...","https://storage.googleapis.com/mp-blog/images/16637-exam-professional-data-engineer-topic-1-question-5.jpg",{"id":660,"title":661,"description":662,"date":8,"image":663},"16635-exam-professional-data-engineer-topic-1-question-3","Exam Question: 16635-exam-professional-data-engineer-topic-1-question-3","Practice question for Google Cloud exam. You designed a database for patient records as a pilot project to cover a few hundred patients in th...","https://storage.googleapis.com/mp-blog/images/16635-exam-professional-data-engineer-topic-1-question-3.jpg",{"id":665,"title":666,"description":667,"date":8,"image":668},"16468-exam-professional-data-engineer-topic-1-question-51","Exam Question: 16468-exam-professional-data-engineer-topic-1-question-51","Practice question for Google Cloud exam. You are training a spam classifier. You notice that you are overfitting the training data. Which thr...","https://storage.googleapis.com/mp-blog/images/16468-exam-professional-data-engineer-topic-1-question-51.jpg",{"id":670,"title":671,"description":672,"date":8,"image":673},"16629-exam-professional-data-engineer-topic-1-question-117","Exam Question: 16629-exam-professional-data-engineer-topic-1-question-117","Practice question for Google Cloud exam. You are designing a data processing pipeline. The pipeline must be able to scale automatically as lo...","https://storage.googleapis.com/mp-blog/images/16629-exam-professional-data-engineer-topic-1-question-117.jpg",{"id":675,"title":676,"description":677,"date":8,"image":678},"16640-exam-professional-data-engineer-topic-1-question-7","Exam Question: 16640-exam-professional-data-engineer-topic-1-question-7","Practice question for Google Cloud exam. You are creating a model to predict housing prices. Due to budget constraints, you must run it on a ...","https://storage.googleapis.com/mp-blog/images/16640-exam-professional-data-engineer-topic-1-question-7.jpg",{"id":680,"title":681,"description":682,"date":8,"image":683},"16628-exam-professional-data-engineer-topic-1-question-114","Exam Question: 16628-exam-professional-data-engineer-topic-1-question-114","Practice question for Google Cloud exam. Your company has a hybrid cloud initiative. You have a complex data pipeline that moves data between...","https://storage.googleapis.com/mp-blog/images/16628-exam-professional-data-engineer-topic-1-question-114.jpg",{"id":685,"title":686,"description":687,"date":8,"image":688},"16641-exam-professional-data-engineer-topic-1-question-8","Exam Question: 16641-exam-professional-data-engineer-topic-1-question-8","Practice question for Google Cloud exam. You are building new real-time data warehouse for your company and will use Google BigQuery streamin...","https://storage.googleapis.com/mp-blog/images/16641-exam-professional-data-engineer-topic-1-question-8.jpg",{"id":690,"title":691,"description":692,"date":8,"image":693},"16644-exam-professional-data-engineer-topic-1-question-12","Exam Question: 16644-exam-professional-data-engineer-topic-1-question-12","Practice question for Google Cloud exam. Your company handles data processing for a number of different clients. Each client prefers to use t...","https://storage.googleapis.com/mp-blog/images/16644-exam-professional-data-engineer-topic-1-question-12.jpg",{"id":695,"title":696,"description":697,"date":8,"image":698},"16642-exam-professional-data-engineer-topic-1-question-10","Exam Question: 16642-exam-professional-data-engineer-topic-1-question-10","Practice question for Google Cloud exam. Your company is in a highly regulated industry. One of your requirements is to ensure individual use...","https://storage.googleapis.com/mp-blog/images/16642-exam-professional-data-engineer-topic-1-question-10.jpg",{"id":700,"title":701,"description":702,"date":8,"image":703},"16654-exam-professional-data-engineer-topic-1-question-18","Exam Question: 16654-exam-professional-data-engineer-topic-1-question-18","Practice question for Google Cloud exam. Business owners at your company have given you a database of bank transactions. Each row contains th...","https://storage.googleapis.com/mp-blog/images/16654-exam-professional-data-engineer-topic-1-question-18.jpg",{"id":705,"title":706,"description":707,"date":8,"image":708},"16655-exam-professional-data-engineer-topic-1-question-30","Exam Question: 16655-exam-professional-data-engineer-topic-1-question-30","Practice question for Google Cloud exam. Your company's customer and order databases are often under heavy load. This makes performing analyt...","https://storage.googleapis.com/mp-blog/images/16655-exam-professional-data-engineer-topic-1-question-30.jpg",{"id":710,"title":711,"description":712,"date":8,"image":713},"16659-exam-professional-data-engineer-topic-1-question-41","Exam Question: 16659-exam-professional-data-engineer-topic-1-question-41","Practice question for Google Cloud exam. MJTelco Case Study -Company Overview -MJTelco is a startup that plans to build networks in rapidly g...","https://storage.googleapis.com/mp-blog/images/16659-exam-professional-data-engineer-topic-1-question-41.jpg",{"id":715,"title":716,"description":712,"date":8,"image":717},"16657-exam-professional-data-engineer-topic-1-question-38","Exam Question: 16657-exam-professional-data-engineer-topic-1-question-38","https://storage.googleapis.com/mp-blog/images/16657-exam-professional-data-engineer-topic-1-question-38.jpg",{"id":719,"title":720,"description":721,"date":8,"image":722},"16660-exam-professional-data-engineer-topic-1-question-42","Exam Question: 16660-exam-professional-data-engineer-topic-1-question-42","Practice question for Google Cloud exam. Your company has recently grown rapidly and now ingesting data at a significantly higher rate than i...","https://storage.googleapis.com/mp-blog/images/16660-exam-professional-data-engineer-topic-1-question-42.jpg",{"id":724,"title":725,"description":726,"date":8,"image":727},"16661-exam-professional-data-engineer-topic-1-question-50","Exam Question: 16661-exam-professional-data-engineer-topic-1-question-50","Practice question for Google Cloud exam. You are choosing a NoSQL database to handle telemetry data submitted from millions of Internet-of-Th...","https://storage.googleapis.com/mp-blog/images/16661-exam-professional-data-engineer-topic-1-question-50.jpg",{"id":729,"title":730,"description":731,"date":8,"image":732},"16658-exam-professional-data-engineer-topic-1-question-35","Exam Question: 16658-exam-professional-data-engineer-topic-1-question-35","Practice question for Google Cloud exam. Flowlogistic Case Study -Company Overview -Flowlogistic is a leading logistics and supply chain prov...","https://storage.googleapis.com/mp-blog/images/16658-exam-professional-data-engineer-topic-1-question-35.jpg",{"id":734,"title":735,"description":736,"date":8,"image":737},"16667-exam-professional-data-engineer-topic-1-question-130","Exam Question: 16667-exam-professional-data-engineer-topic-1-question-130","Practice question for Google Cloud exam. The marketing team at your organization provides regular updates of a segment of your customer datas...","https://storage.googleapis.com/mp-blog/images/16667-exam-professional-data-engineer-topic-1-question-130.jpg",{"id":739,"title":740,"description":741,"date":8,"image":742},"16670-exam-professional-data-engineer-topic-1-question-54","Exam Question: 16670-exam-professional-data-engineer-topic-1-question-54","Practice question for Google Cloud exam. Your globally distributed auction application allows users to bid on items. Occasionally, users plac...","https://storage.googleapis.com/mp-blog/images/16670-exam-professional-data-engineer-topic-1-question-54.jpg",{"id":744,"title":745,"description":746,"date":8,"image":747},"16669-exam-professional-data-engineer-topic-1-question-55","Exam Question: 16669-exam-professional-data-engineer-topic-1-question-55","Practice question for Google Cloud exam. Your organization has been collecting and analyzing data in Google BigQuery for 6 months. The majori...","https://storage.googleapis.com/mp-blog/images/16669-exam-professional-data-engineer-topic-1-question-55.jpg",{"id":749,"title":750,"description":751,"date":8,"image":752},"16673-exam-professional-data-engineer-topic-1-question-57","Exam Question: 16673-exam-professional-data-engineer-topic-1-question-57","Practice question for Google Cloud exam. Your company is currently setting up data pipelines for their campaign. For all the Google Cloud Pub...","https://storage.googleapis.com/mp-blog/images/16673-exam-professional-data-engineer-topic-1-question-57.jpg",{"id":754,"title":755,"description":756,"date":8,"image":757},"16674-exam-professional-data-engineer-topic-1-question-145","Exam Question: 16674-exam-professional-data-engineer-topic-1-question-145","Practice question for Google Cloud exam. You receive data files in CSV format monthly from a third party. You need to cleanse this data, but ...","https://storage.googleapis.com/mp-blog/images/16674-exam-professional-data-engineer-topic-1-question-145.jpg",{"id":759,"title":760,"description":761,"date":8,"image":762},"16677-exam-professional-data-engineer-topic-1-question-148","Exam Question: 16677-exam-professional-data-engineer-topic-1-question-148","Practice question for Google Cloud exam. You work for a shipping company that has distribution centers where packages move on delivery lines ...","https://storage.googleapis.com/mp-blog/images/16677-exam-professional-data-engineer-topic-1-question-148.jpg",{"id":764,"title":765,"description":766,"date":8,"image":767},"16688-exam-professional-data-engineer-topic-1-question-154","Exam Question: 16688-exam-professional-data-engineer-topic-1-question-154","Practice question for Google Cloud exam. You plan to deploy Cloud SQL using MySQL. You need to ensure high availability in the event of a zon...","https://storage.googleapis.com/mp-blog/images/16688-exam-professional-data-engineer-topic-1-question-154.jpg",{"id":769,"title":770,"description":771,"date":8,"image":772},"16675-exam-professional-data-engineer-topic-1-question-147","Exam Question: 16675-exam-professional-data-engineer-topic-1-question-147","Practice question for Google Cloud exam. You are implementing several batch jobs that must be executed on a schedule. These jobs have many in...","https://storage.googleapis.com/mp-blog/images/16675-exam-professional-data-engineer-topic-1-question-147.jpg",{"id":774,"title":775,"description":776,"date":8,"image":777},"16678-exam-professional-data-engineer-topic-1-question-149","Exam Question: 16678-exam-professional-data-engineer-topic-1-question-149","Practice question for Google Cloud exam. You are migrating your data warehouse to BigQuery. You have migrated all of your data into tables in...","https://storage.googleapis.com/mp-blog/images/16678-exam-professional-data-engineer-topic-1-question-149.jpg",{"id":779,"title":780,"description":781,"date":8,"image":782},"16689-exam-professional-data-engineer-topic-1-question-161","Exam Question: 16689-exam-professional-data-engineer-topic-1-question-161","Practice question for Google Cloud exam. You need to choose a database to store time series CPU and memory usage for millions of computers. Y...","https://storage.googleapis.com/mp-blog/images/16689-exam-professional-data-engineer-topic-1-question-161.jpg",{"id":784,"title":785,"description":786,"date":8,"image":787},"16723-exam-professional-data-engineer-topic-1-question-15","Exam Question: 16723-exam-professional-data-engineer-topic-1-question-15","Practice question for Google Cloud exam. You need to store and analyze social media postings in Google BigQuery at a rate of 10,000 messages ...","https://storage.googleapis.com/mp-blog/images/16723-exam-professional-data-engineer-topic-1-question-15.jpg",{"id":789,"title":790,"description":791,"date":8,"image":792},"16730-exam-professional-data-engineer-topic-1-question-17","Exam Question: 16730-exam-professional-data-engineer-topic-1-question-17","Practice question for Google Cloud exam. Your company is migrating their 30-node Apache Hadoop cluster to the cloud. They want to re-use Hado...","https://storage.googleapis.com/mp-blog/images/16730-exam-professional-data-engineer-topic-1-question-17.jpg",{"id":794,"title":795,"description":796,"date":8,"image":797},"16729-exam-professional-data-engineer-topic-1-question-16","Exam Question: 16729-exam-professional-data-engineer-topic-1-question-16","Practice question for Google Cloud exam. Your startup has never implemented a formal security policy. Currently, everyone in the company has ...","https://storage.googleapis.com/mp-blog/images/16729-exam-professional-data-engineer-topic-1-question-16.jpg",{"id":799,"title":800,"description":801,"date":8,"image":802},"16745-exam-professional-data-engineer-topic-1-question-63","Exam Question: 16745-exam-professional-data-engineer-topic-1-question-63","Practice question for Google Cloud exam. You have some data, which is shown in the graphic below. The two dimensions are X and Y, and the sha...","https://storage.googleapis.com/mp-blog/images/16745-exam-professional-data-engineer-topic-1-question-63.jpg",{"id":804,"title":805,"description":806,"date":8,"image":807},"16747-exam-professional-data-engineer-topic-1-question-61","Exam Question: 16747-exam-professional-data-engineer-topic-1-question-61","Practice question for Google Cloud exam. Your analytics team wants to build a simple statistical model to determine which customers are most ...","https://storage.googleapis.com/mp-blog/images/16747-exam-professional-data-engineer-topic-1-question-61.jpg",{"id":809,"title":810,"description":811,"date":8,"image":812},"16819-exam-professional-data-engineer-topic-1-question-43","Exam Question: 16819-exam-professional-data-engineer-topic-1-question-43","Practice question for Google Cloud exam. You work for a large fast food restaurant chain with over 400,000 employees. You store employee info...","https://storage.googleapis.com/mp-blog/images/16819-exam-professional-data-engineer-topic-1-question-43.jpg",{"id":814,"title":815,"description":816,"date":8,"image":817},"16820-exam-professional-data-engineer-topic-1-question-47","Exam Question: 16820-exam-professional-data-engineer-topic-1-question-47","Practice question for Google Cloud exam. You are designing the database schema for a machine learning-based food ordering service that will p...","https://storage.googleapis.com/mp-blog/images/16820-exam-professional-data-engineer-topic-1-question-47.jpg",{"id":819,"title":820,"description":821,"date":8,"image":822},"16822-exam-professional-data-engineer-topic-1-question-52","Exam Question: 16822-exam-professional-data-engineer-topic-1-question-52","Practice question for Google Cloud exam. You are implementing security best practices on your data pipeline. Currently, you are manually exec...","https://storage.googleapis.com/mp-blog/images/16822-exam-professional-data-engineer-topic-1-question-52.jpg",{"id":824,"title":825,"description":826,"date":8,"image":827},"16832-exam-professional-data-engineer-topic-1-question-72","Exam Question: 16832-exam-professional-data-engineer-topic-1-question-72","Practice question for Google Cloud exam. You are designing storage for 20 TB of text files as part of deploying a data pipeline on Google Clo...","https://storage.googleapis.com/mp-blog/images/16832-exam-professional-data-engineer-topic-1-question-72.jpg",{"id":829,"title":830,"description":831,"date":8,"image":832},"16835-exam-professional-data-engineer-topic-1-question-84","Exam Question: 16835-exam-professional-data-engineer-topic-1-question-84","Practice question for Google Cloud exam. After migrating ETL jobs to run on BigQuery, you need to verify that the output of the migrated jobs...","https://storage.googleapis.com/mp-blog/images/16835-exam-professional-data-engineer-topic-1-question-84.jpg",{"id":834,"title":835,"description":836,"date":8,"image":837},"16841-exam-professional-data-engineer-topic-1-question-94","Exam Question: 16841-exam-professional-data-engineer-topic-1-question-94","Practice question for Google Cloud exam. You are designing an Apache Beam pipeline to enrich data from Cloud Pub/Sub with static reference da...","https://storage.googleapis.com/mp-blog/images/16841-exam-professional-data-engineer-topic-1-question-94.jpg",{"id":839,"title":840,"description":841,"date":8,"image":842},"16843-exam-professional-data-engineer-topic-1-question-96","Exam Question: 16843-exam-professional-data-engineer-topic-1-question-96","Practice question for Google Cloud exam. You want to analyze hundreds of thousands of social media posts daily at the lowest cost and with th...","https://storage.googleapis.com/mp-blog/images/16843-exam-professional-data-engineer-topic-1-question-96.jpg",{"id":844,"title":845,"description":846,"date":8,"image":847},"16856-exam-professional-data-engineer-topic-1-question-113","Exam Question: 16856-exam-professional-data-engineer-topic-1-question-113","Practice question for Google Cloud exam. You are a retailer that wants to integrate your online sales capabilities with different in-home ass...","https://storage.googleapis.com/mp-blog/images/16856-exam-professional-data-engineer-topic-1-question-113.jpg",{"id":849,"title":850,"description":851,"date":8,"image":852},"16842-exam-professional-data-engineer-topic-1-question-95","Exam Question: 16842-exam-professional-data-engineer-topic-1-question-95","Practice question for Google Cloud exam. You have a data pipeline that writes data to Cloud Bigtable using well-designed row keys. You want t...","https://storage.googleapis.com/mp-blog/images/16842-exam-professional-data-engineer-topic-1-question-95.jpg",{"id":854,"title":855,"description":856,"date":8,"image":857},"16868-exam-professional-data-engineer-topic-1-question-150","Exam Question: 16868-exam-professional-data-engineer-topic-1-question-150","Practice question for Google Cloud exam. You want to build a managed Hadoop system as your data lake. The data transformation process is comp...","https://storage.googleapis.com/mp-blog/images/16868-exam-professional-data-engineer-topic-1-question-150.jpg",{"id":859,"title":860,"description":861,"date":8,"image":862},"16845-exam-professional-data-engineer-topic-1-question-99","Exam Question: 16845-exam-professional-data-engineer-topic-1-question-99","Practice question for Google Cloud exam. You have a query that filters a BigQuery table using a WHERE clause on timestamp and ID columns. By ...","https://storage.googleapis.com/mp-blog/images/16845-exam-professional-data-engineer-topic-1-question-99.jpg",{"id":864,"title":865,"description":866,"date":8,"image":867},"16858-exam-professional-data-engineer-topic-1-question-122","Exam Question: 16858-exam-professional-data-engineer-topic-1-question-122","Practice question for Google Cloud exam. You decided to use Cloud Datastore to ingest vehicle telemetry data in real time. You want to build ...","https://storage.googleapis.com/mp-blog/images/16858-exam-professional-data-engineer-topic-1-question-122.jpg",{"id":869,"title":870,"description":871,"date":8,"image":872},"16899-exam-professional-data-engineer-topic-1-question-158","Exam Question: 16899-exam-professional-data-engineer-topic-1-question-158","Practice question for Google Cloud exam. You need to deploy additional dependencies to all nodes of a Cloud Dataproc cluster at startup using...","https://storage.googleapis.com/mp-blog/images/16899-exam-professional-data-engineer-topic-1-question-158.jpg",{"id":874,"title":875,"description":876,"date":8,"image":877},"16870-exam-professional-data-engineer-topic-1-question-19","Exam Question: 16870-exam-professional-data-engineer-topic-1-question-19","Practice question for Google Cloud exam. Your company's on-premises Apache Hadoop servers are approaching end-of-life, and IT has decided to ...","https://storage.googleapis.com/mp-blog/images/16870-exam-professional-data-engineer-topic-1-question-19.jpg",{"id":879,"title":880,"description":881,"date":8,"image":882},"16902-exam-professional-data-engineer-topic-1-question-162","Exam Question: 16902-exam-professional-data-engineer-topic-1-question-162","Practice question for Google Cloud exam. You want to archive data in Cloud Storage. Because some data is very sensitive, you want to use the ...","https://storage.googleapis.com/mp-blog/images/16902-exam-professional-data-engineer-topic-1-question-162.jpg",{"id":884,"title":885,"description":886,"date":8,"image":887},"16929-exam-professional-data-engineer-topic-1-question-21","Exam Question: 16929-exam-professional-data-engineer-topic-1-question-21","Practice question for Google Cloud exam. Your company uses a proprietary system to send inventory data every 6 hours to a data ingestion serv...","https://storage.googleapis.com/mp-blog/images/16929-exam-professional-data-engineer-topic-1-question-21.jpg",{"id":889,"title":890,"description":891,"date":8,"image":892},"16931-exam-professional-data-engineer-topic-1-question-23","Exam Question: 16931-exam-professional-data-engineer-topic-1-question-23","Practice question for Google Cloud exam. You are deploying 10,000 new Internet of Things devices to collect temperature data in your warehous...","https://storage.googleapis.com/mp-blog/images/16931-exam-professional-data-engineer-topic-1-question-23.jpg",{"id":894,"title":895,"description":896,"date":8,"image":897},"16932-exam-professional-data-engineer-topic-1-question-136","Exam Question: 16932-exam-professional-data-engineer-topic-1-question-136","Practice question for Google Cloud exam. You are running a pipeline in Dataflow that receives messages from a Pub/Sub topic and writes the re...","https://storage.googleapis.com/mp-blog/images/16932-exam-professional-data-engineer-topic-1-question-136.jpg",{"id":899,"title":900,"description":901,"date":8,"image":902},"16982-exam-professional-data-engineer-topic-1-question-100","Exam Question: 16982-exam-professional-data-engineer-topic-1-question-100","Practice question for Google Cloud exam. You have a requirement to insert minute-resolution data from 50,000 sensors into a BigQuery table. Y...","https://storage.googleapis.com/mp-blog/images/16982-exam-professional-data-engineer-topic-1-question-100.jpg",{"id":904,"title":905,"description":906,"date":8,"image":907},"16969-exam-professional-data-engineer-topic-1-question-27","Exam Question: 16969-exam-professional-data-engineer-topic-1-question-27","Practice question for Google Cloud exam. You are building a model to predict whether or not it will rain on a given day. You have thousands o...","https://storage.googleapis.com/mp-blog/images/16969-exam-professional-data-engineer-topic-1-question-27.jpg",{"id":909,"title":910,"description":911,"date":8,"image":912},"17019-exam-professional-data-engineer-topic-1-question-133","Exam Question: 17019-exam-professional-data-engineer-topic-1-question-133","Practice question for Google Cloud exam. A data scientist has created a BigQuery ML model and asks you to create an ML pipeline to serve pred...","https://storage.googleapis.com/mp-blog/images/17019-exam-professional-data-engineer-topic-1-question-133.jpg",{"id":914,"title":915,"description":916,"date":8,"image":917},"17051-exam-professional-data-engineer-topic-1-question-31","Exam Question: 17051-exam-professional-data-engineer-topic-1-question-31","Practice question for Google Cloud exam. You have Google Cloud Dataflow streaming pipeline running with a Google Cloud Pub/Sub subscription a...","https://storage.googleapis.com/mp-blog/images/17051-exam-professional-data-engineer-topic-1-question-31.jpg",{"id":919,"title":920,"description":921,"date":8,"image":922},"17029-exam-professional-data-engineer-topic-1-question-29","Exam Question: 17029-exam-professional-data-engineer-topic-1-question-29","Practice question for Google Cloud exam. Your company is streaming real-time sensor data from their factory floor into Bigtable and they have...","https://storage.googleapis.com/mp-blog/images/17029-exam-professional-data-engineer-topic-1-question-29.jpg",{"id":924,"title":925,"description":926,"date":8,"image":927},"17023-exam-professional-data-engineer-topic-1-question-123","Exam Question: 17023-exam-professional-data-engineer-topic-1-question-123","Practice question for Google Cloud exam. You need to create a data pipeline that copies time-series transaction data so that it can be querie...","https://storage.googleapis.com/mp-blog/images/17023-exam-professional-data-engineer-topic-1-question-123.jpg",{"id":929,"title":930,"description":931,"date":8,"image":932},"17052-exam-professional-data-engineer-topic-1-question-32","Exam Question: 17052-exam-professional-data-engineer-topic-1-question-32","Practice question for Google Cloud exam. Your company is running their first dynamic campaign, serving different offers by analyzing real-tim...","https://storage.googleapis.com/mp-blog/images/17052-exam-professional-data-engineer-topic-1-question-32.jpg",{"id":934,"title":935,"description":936,"date":8,"image":937},"17054-exam-professional-data-engineer-topic-1-question-33","Exam Question: 17054-exam-professional-data-engineer-topic-1-question-33","Practice question for Google Cloud exam. Your software uses a simple JSON format for all messages. These messages are published to Google Clo...","https://storage.googleapis.com/mp-blog/images/17054-exam-professional-data-engineer-topic-1-question-33.jpg",{"id":939,"title":940,"description":731,"date":8,"image":941},"17058-exam-professional-data-engineer-topic-1-question-36","Exam Question: 17058-exam-professional-data-engineer-topic-1-question-36","https://storage.googleapis.com/mp-blog/images/17058-exam-professional-data-engineer-topic-1-question-36.jpg",{"id":943,"title":944,"description":731,"date":8,"image":945},"17059-exam-professional-data-engineer-topic-1-question-37","Exam Question: 17059-exam-professional-data-engineer-topic-1-question-37","https://storage.googleapis.com/mp-blog/images/17059-exam-professional-data-engineer-topic-1-question-37.jpg",{"id":947,"title":948,"description":712,"date":8,"image":949},"17076-exam-professional-data-engineer-topic-1-question-40","Exam Question: 17076-exam-professional-data-engineer-topic-1-question-40","https://storage.googleapis.com/mp-blog/images/17076-exam-professional-data-engineer-topic-1-question-40.jpg",{"id":951,"title":952,"description":712,"date":8,"image":953},"17075-exam-professional-data-engineer-topic-1-question-39","Exam Question: 17075-exam-professional-data-engineer-topic-1-question-39","https://storage.googleapis.com/mp-blog/images/17075-exam-professional-data-engineer-topic-1-question-39.jpg",{"id":955,"title":956,"description":957,"date":8,"image":958},"17080-exam-professional-data-engineer-topic-1-question-45","Exam Question: 17080-exam-professional-data-engineer-topic-1-question-45","Practice question for Google Cloud exam. You work for a manufacturing plant that batches application log files together into a single log fil...","https://storage.googleapis.com/mp-blog/images/17080-exam-professional-data-engineer-topic-1-question-45.jpg",{"id":960,"title":961,"description":962,"date":8,"image":963},"17082-exam-professional-data-engineer-topic-1-question-48","Exam Question: 17082-exam-professional-data-engineer-topic-1-question-48","Practice question for Google Cloud exam. Your company is loading comma-separated values (CSV) files into Google BigQuery. The data is fully i...","https://storage.googleapis.com/mp-blog/images/17082-exam-professional-data-engineer-topic-1-question-48.jpg",{"id":965,"title":966,"description":967,"date":8,"image":968},"17090-exam-professional-data-engineer-topic-1-question-58","Exam Question: 17090-exam-professional-data-engineer-topic-1-question-58","Practice question for Google Cloud exam. You architect a system to analyze seismic data. Your extract, transform, and load (ETL) process runs...","https://storage.googleapis.com/mp-blog/images/17090-exam-professional-data-engineer-topic-1-question-58.jpg",{"id":970,"title":971,"description":972,"date":8,"image":973},"17096-exam-professional-data-engineer-topic-1-question-60","Exam Question: 17096-exam-professional-data-engineer-topic-1-question-60","Practice question for Google Cloud exam. You launched a new gaming app almost three years ago. You have been uploading log files from the pre...","https://storage.googleapis.com/mp-blog/images/17096-exam-professional-data-engineer-topic-1-question-60.jpg",{"id":975,"title":976,"description":977,"date":8,"image":978},"17083-exam-professional-data-engineer-topic-1-question-49","Exam Question: 17083-exam-professional-data-engineer-topic-1-question-49","Practice question for Google Cloud exam. Your company produces 20,000 files every hour. Each data file is formatted as a comma separated valu...","https://storage.googleapis.com/mp-blog/images/17083-exam-professional-data-engineer-topic-1-question-49.jpg",{"id":980,"title":981,"description":982,"date":8,"image":983},"17085-exam-professional-data-engineer-topic-1-question-53","Exam Question: 17085-exam-professional-data-engineer-topic-1-question-53","Practice question for Google Cloud exam. You are using Google BigQuery as your data warehouse. Your users report that the following simple qu...","https://storage.googleapis.com/mp-blog/images/17085-exam-professional-data-engineer-topic-1-question-53.jpg",{"id":985,"title":986,"description":987,"date":8,"image":988},"17105-exam-professional-data-engineer-topic-1-question-64","Exam Question: 17105-exam-professional-data-engineer-topic-1-question-64","Practice question for Google Cloud exam. You are integrating one of your internal IT applications and Google BigQuery, so users can query Big...","https://storage.googleapis.com/mp-blog/images/17105-exam-professional-data-engineer-topic-1-question-64.jpg",{"id":990,"title":991,"description":992,"date":8,"image":993},"17109-exam-professional-data-engineer-topic-1-question-66","Exam Question: 17109-exam-professional-data-engineer-topic-1-question-66","Practice question for Google Cloud exam. You set up a streaming data insert into a Redis cluster via a Kafka cluster. Both clusters are runni...","https://storage.googleapis.com/mp-blog/images/17109-exam-professional-data-engineer-topic-1-question-66.jpg",{"id":995,"title":996,"description":997,"date":8,"image":998},"17104-exam-professional-data-engineer-topic-1-question-62","Exam Question: 17104-exam-professional-data-engineer-topic-1-question-62","Practice question for Google Cloud exam. Your company receives both batch- and stream-based event data. You want to process the data using Go...","https://storage.googleapis.com/mp-blog/images/17104-exam-professional-data-engineer-topic-1-question-62.jpg",{"id":1000,"title":1001,"description":1002,"date":8,"image":1003},"17110-exam-professional-data-engineer-topic-1-question-67","Exam Question: 17110-exam-professional-data-engineer-topic-1-question-67","Practice question for Google Cloud exam. You are developing an application that uses a recommendation engine on Google Cloud. Your solution s...","https://storage.googleapis.com/mp-blog/images/17110-exam-professional-data-engineer-topic-1-question-67.jpg",{"id":1005,"title":1006,"description":1007,"date":8,"image":1008},"17112-exam-professional-data-engineer-topic-1-question-73","Exam Question: 17112-exam-professional-data-engineer-topic-1-question-73","Practice question for Google Cloud exam. You are designing storage for two relational tables that are part of a 10-TB database on Google Clou...","https://storage.googleapis.com/mp-blog/images/17112-exam-professional-data-engineer-topic-1-question-73.jpg",{"id":1010,"title":1011,"description":1012,"date":8,"image":1013},"17111-exam-professional-data-engineer-topic-1-question-71","Exam Question: 17111-exam-professional-data-engineer-topic-1-question-71","Practice question for Google Cloud exam. You are developing an application on Google Cloud that will automatically generate subject labels fo...","https://storage.googleapis.com/mp-blog/images/17111-exam-professional-data-engineer-topic-1-question-71.jpg",{"id":1015,"title":1016,"description":1017,"date":8,"image":1018},"17114-exam-professional-data-engineer-topic-1-question-76","Exam Question: 17114-exam-professional-data-engineer-topic-1-question-76","Practice question for Google Cloud exam. Government regulations in your industry mandate that you have to maintain an auditable record of acc...","https://storage.googleapis.com/mp-blog/images/17114-exam-professional-data-engineer-topic-1-question-76.jpg",{"id":1020,"title":1021,"description":1022,"date":8,"image":1023},"17115-exam-professional-data-engineer-topic-1-question-78","Exam Question: 17115-exam-professional-data-engineer-topic-1-question-78","Practice question for Google Cloud exam. You are responsible for writing your company's ETL pipelines to run on an Apache Hadoop cluster. The...","https://storage.googleapis.com/mp-blog/images/17115-exam-professional-data-engineer-topic-1-question-78.jpg",{"id":1025,"title":1026,"description":1027,"date":8,"image":1028},"17118-exam-professional-data-engineer-topic-1-question-79","Exam Question: 17118-exam-professional-data-engineer-topic-1-question-79","Practice question for Google Cloud exam. Your company maintains a hybrid deployment with GCP, where analytics are performed on your anonymize...","https://storage.googleapis.com/mp-blog/images/17118-exam-professional-data-engineer-topic-1-question-79.jpg",{"id":1030,"title":1031,"description":1032,"date":8,"image":1033},"17204-exam-professional-data-engineer-topic-1-question-101","Exam Question: 17204-exam-professional-data-engineer-topic-1-question-101","Practice question for Google Cloud exam. You need to copy millions of sensitive patient records from a relational database to BigQuery. The t...","https://storage.googleapis.com/mp-blog/images/17204-exam-professional-data-engineer-topic-1-question-101.jpg",{"id":1035,"title":1036,"description":712,"date":8,"image":1037},"17119-exam-professional-data-engineer-topic-1-question-80","Exam Question: 17119-exam-professional-data-engineer-topic-1-question-80","https://storage.googleapis.com/mp-blog/images/17119-exam-professional-data-engineer-topic-1-question-80.jpg",{"id":1039,"title":1040,"description":1041,"date":8,"image":1042},"17173-exam-professional-data-engineer-topic-1-question-86","Exam Question: 17173-exam-professional-data-engineer-topic-1-question-86","Practice question for Google Cloud exam. You have an Apache Kafka cluster on-prem with topics containing web application logs. You need to re...","https://storage.googleapis.com/mp-blog/images/17173-exam-professional-data-engineer-topic-1-question-86.jpg",{"id":1044,"title":1045,"description":1046,"date":8,"image":1047},"17209-exam-professional-data-engineer-topic-1-question-108","Exam Question: 17209-exam-professional-data-engineer-topic-1-question-108","Practice question for Google Cloud exam. You have developed three data processing jobs. One executes a Cloud Dataflow pipeline that transform...","https://storage.googleapis.com/mp-blog/images/17209-exam-professional-data-engineer-topic-1-question-108.jpg",{"id":1049,"title":1050,"description":1051,"date":8,"image":1052},"17211-exam-professional-data-engineer-topic-1-question-156","Exam Question: 17211-exam-professional-data-engineer-topic-1-question-156","Practice question for Google Cloud exam. You are planning to migrate your current on-premises Apache Hadoop deployment to the cloud. You need...","https://storage.googleapis.com/mp-blog/images/17211-exam-professional-data-engineer-topic-1-question-156.jpg",{"id":1054,"title":1055,"description":1056,"date":8,"image":1057},"17205-exam-professional-data-engineer-topic-1-question-102","Exam Question: 17205-exam-professional-data-engineer-topic-1-question-102","Practice question for Google Cloud exam. You need to create a near real-time inventory dashboard that reads the main inventory tables in your...","https://storage.googleapis.com/mp-blog/images/17205-exam-professional-data-engineer-topic-1-question-102.jpg",{"id":1059,"title":1060,"description":1061,"date":8,"image":1062},"17212-exam-professional-data-engineer-topic-1-question-157","Exam Question: 17212-exam-professional-data-engineer-topic-1-question-157","Practice question for Google Cloud exam. Your team is working on a binary classification problem. You have trained a support vector machine (...","https://storage.googleapis.com/mp-blog/images/17212-exam-professional-data-engineer-topic-1-question-157.jpg",{"id":1064,"title":1065,"description":1066,"date":8,"image":1067},"17213-exam-professional-data-engineer-topic-1-question-159","Exam Question: 17213-exam-professional-data-engineer-topic-1-question-159","Practice question for Google Cloud exam. You need to choose a database for a new project that has the following requirements:✑ Fully managed✑...","https://storage.googleapis.com/mp-blog/images/17213-exam-professional-data-engineer-topic-1-question-159.jpg",{"id":1069,"title":1070,"description":1071,"date":8,"image":1072},"17214-exam-professional-data-engineer-topic-1-question-160","Exam Question: 17214-exam-professional-data-engineer-topic-1-question-160","Practice question for Google Cloud exam. You work for a mid-sized enterprise that needs to move its operational system transaction data from ...","https://storage.googleapis.com/mp-blog/images/17214-exam-professional-data-engineer-topic-1-question-160.jpg",{"id":1074,"title":1075,"description":1076,"date":8,"image":1077},"17216-exam-professional-data-engineer-topic-1-question-152","Exam Question: 17216-exam-professional-data-engineer-topic-1-question-152","Practice question for Google Cloud exam. You work for a global shipping company. You want to train a model on 40 TB of data to predict which ...","https://storage.googleapis.com/mp-blog/images/17216-exam-professional-data-engineer-topic-1-question-152.jpg",{"id":1079,"title":1080,"description":1081,"date":8,"image":1082},"17218-exam-professional-data-engineer-topic-1-question-153","Exam Question: 17218-exam-professional-data-engineer-topic-1-question-153","Practice question for Google Cloud exam. You operate an IoT pipeline built around Apache Kafka that normally receives around 5000 messages pe...","https://storage.googleapis.com/mp-blog/images/17218-exam-professional-data-engineer-topic-1-question-153.jpg",{"id":1084,"title":1085,"description":1086,"date":8,"image":1087},"17225-exam-professional-data-engineer-topic-1-question-141","Exam Question: 17225-exam-professional-data-engineer-topic-1-question-141","Practice question for Google Cloud exam. Data Analysts in your company have the Cloud IAM Owner role assigned to them in their projects to al...","https://storage.googleapis.com/mp-blog/images/17225-exam-professional-data-engineer-topic-1-question-141.jpg",{"id":1089,"title":1090,"description":1091,"date":8,"image":1092},"17224-exam-professional-data-engineer-topic-1-question-146","Exam Question: 17224-exam-professional-data-engineer-topic-1-question-146","Practice question for Google Cloud exam. You want to migrate an on-premises Hadoop system to Cloud Dataproc. Hive is the primary tool in use,...","https://storage.googleapis.com/mp-blog/images/17224-exam-professional-data-engineer-topic-1-question-146.jpg",{"id":1094,"title":1095,"description":1096,"date":8,"image":1097},"17231-exam-professional-data-engineer-topic-1-question-131","Exam Question: 17231-exam-professional-data-engineer-topic-1-question-131","Practice question for Google Cloud exam. As your organization expands its usage of GCP, many teams have started to create their own projects....","https://storage.googleapis.com/mp-blog/images/17231-exam-professional-data-engineer-topic-1-question-131.jpg",{"id":1099,"title":1100,"description":1101,"date":8,"image":1102},"17233-exam-professional-data-engineer-topic-1-question-134","Exam Question: 17233-exam-professional-data-engineer-topic-1-question-134","Practice question for Google Cloud exam. You are building an application to share financial market data with consumers, who will receive data...","https://storage.googleapis.com/mp-blog/images/17233-exam-professional-data-engineer-topic-1-question-134.jpg",{"id":1104,"title":1105,"description":1106,"date":8,"image":1107},"17228-exam-professional-data-engineer-topic-1-question-144","Exam Question: 17228-exam-professional-data-engineer-topic-1-question-144","Practice question for Google Cloud exam. You need to move 2 PB of historical data from an on-premises storage appliance to Cloud Storage with...","https://storage.googleapis.com/mp-blog/images/17228-exam-professional-data-engineer-topic-1-question-144.jpg",{"id":1109,"title":1110,"description":1111,"date":8,"image":1112},"17232-exam-professional-data-engineer-topic-1-question-132","Exam Question: 17232-exam-professional-data-engineer-topic-1-question-132","Practice question for Google Cloud exam. Your United States-based company has created an application for assessing and responding to user act...","https://storage.googleapis.com/mp-blog/images/17232-exam-professional-data-engineer-topic-1-question-132.jpg",{"id":1114,"title":1115,"description":1116,"date":8,"image":1117},"17234-exam-professional-data-engineer-topic-1-question-135","Exam Question: 17234-exam-professional-data-engineer-topic-1-question-135","Practice question for Google Cloud exam. You are building a new application that you need to collect data from in a scalable way. Data arrive...","https://storage.googleapis.com/mp-blog/images/17234-exam-professional-data-engineer-topic-1-question-135.jpg",{"id":1119,"title":1120,"description":1121,"date":8,"image":1122},"17236-exam-professional-data-engineer-topic-1-question-127","Exam Question: 17236-exam-professional-data-engineer-topic-1-question-127","Practice question for Google Cloud exam. You are working on a niche product in the image recognition domain. Your team has developed a model ...","https://storage.googleapis.com/mp-blog/images/17236-exam-professional-data-engineer-topic-1-question-127.jpg",{"id":1124,"title":1125,"description":1126,"date":8,"image":1127},"17238-exam-professional-data-engineer-topic-1-question-128","Exam Question: 17238-exam-professional-data-engineer-topic-1-question-128","Practice question for Google Cloud exam. You work on a regression problem in a natural language processing domain, and you have 100M labeled ...","https://storage.googleapis.com/mp-blog/images/17238-exam-professional-data-engineer-topic-1-question-128.jpg",{"id":1129,"title":1130,"description":1131,"date":8,"image":1132},"17239-exam-professional-data-engineer-topic-1-question-129","Exam Question: 17239-exam-professional-data-engineer-topic-1-question-129","Practice question for Google Cloud exam. You use BigQuery as your centralized analytics platform. New data is loaded every day, and an ETL pi...","https://storage.googleapis.com/mp-blog/images/17239-exam-professional-data-engineer-topic-1-question-129.jpg",{"id":1134,"title":1135,"description":1136,"date":8,"image":1137},"17240-exam-professional-data-engineer-topic-1-question-121","Exam Question: 17240-exam-professional-data-engineer-topic-1-question-121","Practice question for Google Cloud exam. You currently have a single on-premises Kafka cluster in a data center in the us-east region that is...","https://storage.googleapis.com/mp-blog/images/17240-exam-professional-data-engineer-topic-1-question-121.jpg",{"id":1139,"title":1140,"description":1141,"date":8,"image":1142},"17235-exam-professional-data-engineer-topic-1-question-126","Exam Question: 17235-exam-professional-data-engineer-topic-1-question-126","Practice question for Google Cloud exam. You work for a manufacturing company that sources up to 750 different components, each from a differ...","https://storage.googleapis.com/mp-blog/images/17235-exam-professional-data-engineer-topic-1-question-126.jpg",{"id":1144,"title":1145,"description":1146,"date":8,"image":1147},"17243-exam-professional-data-engineer-topic-1-question-125","Exam Question: 17243-exam-professional-data-engineer-topic-1-question-125","Practice question for Google Cloud exam. You have a petabyte of analytics data and need to design a storage and processing platform for it. Y...","https://storage.googleapis.com/mp-blog/images/17243-exam-professional-data-engineer-topic-1-question-125.jpg",{"id":1149,"title":1150,"description":1151,"date":8,"image":1152},"17245-exam-professional-data-engineer-topic-1-question-120","Exam Question: 17245-exam-professional-data-engineer-topic-1-question-120","Practice question for Google Cloud exam. You are operating a Cloud Dataflow streaming pipeline. The pipeline aggregates events from a Cloud P...","https://storage.googleapis.com/mp-blog/images/17245-exam-professional-data-engineer-topic-1-question-120.jpg",{"id":1154,"title":1155,"description":1156,"date":8,"image":1157},"17248-exam-professional-data-engineer-topic-1-question-111","Exam Question: 17248-exam-professional-data-engineer-topic-1-question-111","Practice question for Google Cloud exam. You have historical data covering the last three years in BigQuery and a data pipeline that delivers...","https://storage.googleapis.com/mp-blog/images/17248-exam-professional-data-engineer-topic-1-question-111.jpg",{"id":1159,"title":1160,"description":1161,"date":8,"image":1162},"17244-exam-professional-data-engineer-topic-1-question-119","Exam Question: 17244-exam-professional-data-engineer-topic-1-question-119","Practice question for Google Cloud exam. You operate a database that stores stock trades and an application that retrieves average stock pric...","https://storage.googleapis.com/mp-blog/images/17244-exam-professional-data-engineer-topic-1-question-119.jpg",{"id":1164,"title":1165,"description":1166,"date":8,"image":1167},"17255-exam-professional-data-engineer-topic-1-question-98","Exam Question: 17255-exam-professional-data-engineer-topic-1-question-98","Practice question for Google Cloud exam. Your company needs to upload their historic data to Cloud Storage. The security rules don't allow ac...","https://storage.googleapis.com/mp-blog/images/17255-exam-professional-data-engineer-topic-1-question-98.jpg",{"id":1169,"title":1170,"description":1171,"date":8,"image":1172},"17249-exam-professional-data-engineer-topic-1-question-112","Exam Question: 17249-exam-professional-data-engineer-topic-1-question-112","Practice question for Google Cloud exam. You operate a logistics company, and you want to improve event delivery reliability for vehicle-base...","https://storage.googleapis.com/mp-blog/images/17249-exam-professional-data-engineer-topic-1-question-112.jpg",{"id":1174,"title":1175,"description":1176,"date":8,"image":1177},"17252-exam-professional-data-engineer-topic-1-question-110","Exam Question: 17252-exam-professional-data-engineer-topic-1-question-110","Practice question for Google Cloud exam. You are creating a new pipeline in Google Cloud to stream IoT data from Cloud Pub/Sub through Cloud ...","https://storage.googleapis.com/mp-blog/images/17252-exam-professional-data-engineer-topic-1-question-110.jpg",{"id":1179,"title":1180,"description":1181,"date":8,"image":1182},"17256-exam-professional-data-engineer-topic-1-question-91","Exam Question: 17256-exam-professional-data-engineer-topic-1-question-91","Practice question for Google Cloud exam. You work for a bank. You have a labelled dataset that contains information on already granted loan a...","https://storage.googleapis.com/mp-blog/images/17256-exam-professional-data-engineer-topic-1-question-91.jpg",{"id":1184,"title":1185,"description":731,"date":8,"image":1186},"17262-exam-professional-data-engineer-topic-1-question-83","Exam Question: 17262-exam-professional-data-engineer-topic-1-question-83","https://storage.googleapis.com/mp-blog/images/17262-exam-professional-data-engineer-topic-1-question-83.jpg",{"id":1188,"title":1189,"description":712,"date":8,"image":1190},"17263-exam-professional-data-engineer-topic-1-question-82","Exam Question: 17263-exam-professional-data-engineer-topic-1-question-82","https://storage.googleapis.com/mp-blog/images/17263-exam-professional-data-engineer-topic-1-question-82.jpg",{"id":1192,"title":1193,"description":1194,"date":8,"image":1195},"17257-exam-professional-data-engineer-topic-1-question-92","Exam Question: 17257-exam-professional-data-engineer-topic-1-question-92","Practice question for Google Cloud exam. You need to migrate a 2TB relational database to Google Cloud Platform. You do not have the resource...","https://storage.googleapis.com/mp-blog/images/17257-exam-professional-data-engineer-topic-1-question-92.jpg",{"id":1197,"title":1198,"description":1199,"date":8,"image":1200},"17260-exam-professional-data-engineer-topic-1-question-90","Exam Question: 17260-exam-professional-data-engineer-topic-1-question-90","Practice question for Google Cloud exam. You are deploying MariaDB SQL databases on GCE VM Instances and need to configure monitoring and ale...","https://storage.googleapis.com/mp-blog/images/17260-exam-professional-data-engineer-topic-1-question-90.jpg",{"id":1202,"title":1203,"description":712,"date":8,"image":1204},"17264-exam-professional-data-engineer-topic-1-question-81","Exam Question: 17264-exam-professional-data-engineer-topic-1-question-81","https://storage.googleapis.com/mp-blog/images/17264-exam-professional-data-engineer-topic-1-question-81.jpg",{"id":1206,"title":1207,"description":1208,"date":8,"image":1209},"382506-exam-professional-data-engineer-topic-1-question-328","Exam Question: 382506-exam-professional-data-engineer-topic-1-question-328","Practice question for Google Cloud exam. You need to load a dataset with multiple terabytes of clickstream data into BigQuery. The data arriv...","https://storage.googleapis.com/mp-blog/images/382506-exam-professional-data-engineer-topic-1-question-328.jpg",{"id":1211,"title":1212,"description":1213,"date":8,"image":1214},"79319-exam-professional-data-engineer-topic-1-question-105","Exam Question: 79319-exam-professional-data-engineer-topic-1-question-105","Practice question for Google Cloud exam. You want to automate execution of a multi-step data pipeline running on Google Cloud. The pipeline i...","https://storage.googleapis.com/mp-blog/images/79319-exam-professional-data-engineer-topic-1-question-105.jpg",{"id":1216,"title":1217,"description":1218,"date":8,"image":1219},"79318-exam-professional-data-engineer-topic-1-question-104","Exam Question: 79318-exam-professional-data-engineer-topic-1-question-104","Practice question for Google Cloud exam. You used Dataprep to create a recipe on a sample of data in a BigQuery table. You want to reuse this...","https://storage.googleapis.com/mp-blog/images/79318-exam-professional-data-engineer-topic-1-question-104.jpg",{"id":1221,"title":1222,"description":1223,"date":8,"image":1224},"79320-exam-professional-data-engineer-topic-1-question-74","Exam Question: 79320-exam-professional-data-engineer-topic-1-question-74","Practice question for Google Cloud exam. Your financial services company is moving to cloud technology and wants to store 50 TB of financial ...","https://storage.googleapis.com/mp-blog/images/79320-exam-professional-data-engineer-topic-1-question-74.jpg",{"id":1226,"title":1227,"description":1228,"date":8,"image":1229},"79343-exam-professional-data-engineer-topic-1-question-77","Exam Question: 79343-exam-professional-data-engineer-topic-1-question-77","Practice question for Google Cloud exam. Your neural network model is taking days to train. You want to increase the training speed. What can...","https://storage.googleapis.com/mp-blog/images/79343-exam-professional-data-engineer-topic-1-question-77.jpg",{"id":1231,"title":1232,"description":1233,"date":8,"image":1234},"79388-exam-professional-data-engineer-topic-1-question-28","Exam Question: 79388-exam-professional-data-engineer-topic-1-question-28","Practice question for Google Cloud exam. Your company is performing data preprocessing for a learning algorithm in Google Cloud Dataflow. Num...","https://storage.googleapis.com/mp-blog/images/79388-exam-professional-data-engineer-topic-1-question-28.jpg",{"id":1236,"title":1237,"description":1238,"date":8,"image":1239},"79337-exam-professional-data-engineer-topic-1-question-89","Exam Question: 79337-exam-professional-data-engineer-topic-1-question-89","Practice question for Google Cloud exam. You're training a model to predict housing prices based on an available dataset with real estate pro...","https://storage.googleapis.com/mp-blog/images/79337-exam-professional-data-engineer-topic-1-question-89.jpg",{"id":1241,"title":1242,"description":1243,"date":8,"image":1244},"382514-exam-professional-data-engineer-topic-1-question-338","Exam Question: 382514-exam-professional-data-engineer-topic-1-question-338","Practice question for Google Cloud exam. Your organization stores highly personal data in BigQuery and needs to comply with strict data priva...","https://storage.googleapis.com/mp-blog/images/382514-exam-professional-data-engineer-topic-1-question-338.jpg",{"id":1246,"title":1247,"description":1248,"date":8,"image":1249},"79459-exam-professional-data-engineer-topic-1-question-115","Exam Question: 79459-exam-professional-data-engineer-topic-1-question-115","Practice question for Google Cloud exam. You use a dataset in BigQuery for analysis. You want to provide third-party companies with access to...","https://storage.googleapis.com/mp-blog/images/79459-exam-professional-data-engineer-topic-1-question-115.jpg",{"id":1251,"title":1252,"description":1253,"date":8,"image":1254},"79478-exam-professional-data-engineer-topic-1-question-164","Exam Question: 79478-exam-professional-data-engineer-topic-1-question-164","Practice question for Google Cloud exam. You are working on a linear regression model on BigQuery ML to predict a customer's likelihood of pu...","https://storage.googleapis.com/mp-blog/images/79478-exam-professional-data-engineer-topic-1-question-164.jpg",{"id":1256,"title":1257,"description":1258,"date":8,"image":1259},"79472-exam-professional-data-engineer-topic-1-question-163","Exam Question: 79472-exam-professional-data-engineer-topic-1-question-163","Practice question for Google Cloud exam. You have data pipelines running on BigQuery, Dataflow, and Dataproc. You need to perform health chec...","https://storage.googleapis.com/mp-blog/images/79472-exam-professional-data-engineer-topic-1-question-163.jpg",{"id":1261,"title":1262,"description":1263,"date":8,"image":1264},"79494-exam-professional-data-engineer-topic-1-question-168","Exam Question: 79494-exam-professional-data-engineer-topic-1-question-168","Practice question for Google Cloud exam. You work for a financial institution that lets customers register online. As new customers register,...","https://storage.googleapis.com/mp-blog/images/79494-exam-professional-data-engineer-topic-1-question-168.jpg",{"id":1266,"title":1267,"description":1268,"date":8,"image":1269},"79462-exam-professional-data-engineer-topic-1-question-118","Exam Question: 79462-exam-professional-data-engineer-topic-1-question-118","Practice question for Google Cloud exam. You need to set access to BigQuery for different departments within your company. Your solution shou...","https://storage.googleapis.com/mp-blog/images/79462-exam-professional-data-engineer-topic-1-question-118.jpg",{"id":1271,"title":1272,"description":1273,"date":8,"image":1274},"79414-exam-professional-data-engineer-topic-1-question-1","Exam Question: 79414-exam-professional-data-engineer-topic-1-question-1","Practice question for Google Cloud exam. Your company built a TensorFlow neutral-network model with a large number of neurons and layers. The...","https://storage.googleapis.com/mp-blog/images/79414-exam-professional-data-engineer-topic-1-question-1.jpg",{"id":1276,"title":1277,"description":1278,"date":8,"image":1279},"79498-exam-professional-data-engineer-topic-1-question-175","Exam Question: 79498-exam-professional-data-engineer-topic-1-question-175","Practice question for Google Cloud exam. Your company is implementing a data warehouse using BigQuery, and you have been tasked with designin...","https://storage.googleapis.com/mp-blog/images/79498-exam-professional-data-engineer-topic-1-question-175.jpg",{"id":1281,"title":1282,"description":1283,"date":8,"image":1284},"79501-exam-professional-data-engineer-topic-1-question-176","Exam Question: 79501-exam-professional-data-engineer-topic-1-question-176","Practice question for Google Cloud exam. You have uploaded 5 years of log data to Cloud Storage. A user reported that some data points in the...","https://storage.googleapis.com/mp-blog/images/79501-exam-professional-data-engineer-topic-1-question-176.jpg",{"id":1286,"title":1287,"description":1288,"date":8,"image":1289},"79520-exam-professional-data-engineer-topic-1-question-171","Exam Question: 79520-exam-professional-data-engineer-topic-1-question-171","Practice question for Google Cloud exam. You work for a large real estate firm and are preparing 6 TB of home sales data to be used for machi...","https://storage.googleapis.com/mp-blog/images/79520-exam-professional-data-engineer-topic-1-question-171.jpg",{"id":1291,"title":1292,"description":1293,"date":8,"image":1294},"79515-exam-professional-data-engineer-topic-1-question-170","Exam Question: 79515-exam-professional-data-engineer-topic-1-question-170","Practice question for Google Cloud exam. You are updating the code for a subscriber to a Pub/Sub feed. You are concerned that upon deployment...","https://storage.googleapis.com/mp-blog/images/79515-exam-professional-data-engineer-topic-1-question-170.jpg",{"id":1296,"title":1297,"description":1298,"date":8,"image":1299},"79492-exam-professional-data-engineer-topic-1-question-167","Exam Question: 79492-exam-professional-data-engineer-topic-1-question-167","Practice question for Google Cloud exam. Your company currently runs a large on-premises cluster using Spark, Hive, and HDFS in a colocation ...","https://storage.googleapis.com/mp-blog/images/79492-exam-professional-data-engineer-topic-1-question-167.jpg",{"id":1301,"title":1302,"description":1303,"date":8,"image":1304},"79526-exam-professional-data-engineer-topic-1-question-192","Exam Question: 79526-exam-professional-data-engineer-topic-1-question-192","Practice question for Google Cloud exam. You are implementing a chatbot to help an online retailer streamline their customer service. The cha...","https://storage.googleapis.com/mp-blog/images/79526-exam-professional-data-engineer-topic-1-question-192.jpg",{"id":1306,"title":1307,"description":1308,"date":8,"image":1309},"79524-exam-professional-data-engineer-topic-1-question-173","Exam Question: 79524-exam-professional-data-engineer-topic-1-question-173","Practice question for Google Cloud exam. You are designing a pipeline that publishes application events to a Pub/Sub topic. Although message ...","https://storage.googleapis.com/mp-blog/images/79524-exam-professional-data-engineer-topic-1-question-173.jpg",{"id":1311,"title":1312,"description":1313,"date":8,"image":1314},"79529-exam-professional-data-engineer-topic-1-question-194","Exam Question: 79529-exam-professional-data-engineer-topic-1-question-194","Practice question for Google Cloud exam. An online brokerage company requires a high volume trade processing architecture. You need to create...","https://storage.googleapis.com/mp-blog/images/79529-exam-professional-data-engineer-topic-1-question-194.jpg",{"id":1316,"title":1317,"description":1318,"date":8,"image":1319},"79547-exam-professional-data-engineer-topic-1-question-178","Exam Question: 79547-exam-professional-data-engineer-topic-1-question-178","Practice question for Google Cloud exam. You are testing a Dataflow pipeline to ingest and transform text files. The files are compressed gzi...","https://storage.googleapis.com/mp-blog/images/79547-exam-professional-data-engineer-topic-1-question-178.jpg",{"id":1321,"title":1322,"description":1323,"date":8,"image":1324},"79560-exam-professional-data-engineer-topic-1-question-182","Exam Question: 79560-exam-professional-data-engineer-topic-1-question-182","Practice question for Google Cloud exam. You are migrating your data warehouse to Google Cloud and decommissioning your on-premises data cent...","https://storage.googleapis.com/mp-blog/images/79560-exam-professional-data-engineer-topic-1-question-182.jpg",{"id":1326,"title":1327,"description":1328,"date":8,"image":1329},"79550-exam-professional-data-engineer-topic-1-question-179","Exam Question: 79550-exam-professional-data-engineer-topic-1-question-179","Practice question for Google Cloud exam. You are building a real-time prediction engine that streams files, which may contain PII (personal i...","https://storage.googleapis.com/mp-blog/images/79550-exam-professional-data-engineer-topic-1-question-179.jpg",{"id":1331,"title":1332,"description":1333,"date":8,"image":1334},"79540-exam-professional-data-engineer-topic-1-question-177","Exam Question: 79540-exam-professional-data-engineer-topic-1-question-177","Practice question for Google Cloud exam. You want to rebuild your batch pipeline for structured data on Google Cloud. You are using PySpark t...","https://storage.googleapis.com/mp-blog/images/79540-exam-professional-data-engineer-topic-1-question-177.jpg",{"id":1336,"title":1337,"description":1338,"date":8,"image":1339},"79593-exam-professional-data-engineer-topic-1-question-184","Exam Question: 79593-exam-professional-data-engineer-topic-1-question-184","Practice question for Google Cloud exam. You are building a report-only data warehouse where the data is streamed into BigQuery via the strea...","https://storage.googleapis.com/mp-blog/images/79593-exam-professional-data-engineer-topic-1-question-184.jpg",{"id":1341,"title":1342,"description":1343,"date":8,"image":1344},"79552-exam-professional-data-engineer-topic-1-question-180","Exam Question: 79552-exam-professional-data-engineer-topic-1-question-180","Practice question for Google Cloud exam. You are migrating an application that tracks library books and information about each book, such as ...","https://storage.googleapis.com/mp-blog/images/79552-exam-professional-data-engineer-topic-1-question-180.jpg",{"id":1346,"title":1347,"description":1348,"date":8,"image":1349},"79599-exam-professional-data-engineer-topic-1-question-185","Exam Question: 79599-exam-professional-data-engineer-topic-1-question-185","Practice question for Google Cloud exam. You issue a new batch job to Dataflow. The job starts successfully, processes a few elements, and th...","https://storage.googleapis.com/mp-blog/images/79599-exam-professional-data-engineer-topic-1-question-185.jpg",{"id":1351,"title":1352,"description":1353,"date":8,"image":1354},"79521-exam-professional-data-engineer-topic-1-question-172","Exam Question: 79521-exam-professional-data-engineer-topic-1-question-172","Practice question for Google Cloud exam. You are analyzing the price of a company's stock. Every 5 seconds, you need to compute a moving aver...","https://storage.googleapis.com/mp-blog/images/79521-exam-professional-data-engineer-topic-1-question-172.jpg",{"id":1356,"title":1357,"description":1358,"date":8,"image":1359},"79604-exam-professional-data-engineer-topic-1-question-187","Exam Question: 79604-exam-professional-data-engineer-topic-1-question-187","Practice question for Google Cloud exam. The Development and External teams have the project viewer Identity and Access Management (IAM) role...","https://storage.googleapis.com/mp-blog/images/79604-exam-professional-data-engineer-topic-1-question-187.jpg",{"id":1361,"title":1362,"description":1363,"date":8,"image":1364},"79608-exam-professional-data-engineer-topic-1-question-189","Exam Question: 79608-exam-professional-data-engineer-topic-1-question-189","Practice question for Google Cloud exam. You need to migrate 1 PB of data from an on-premises data center to Google Cloud. Data transfer time...","https://storage.googleapis.com/mp-blog/images/79608-exam-professional-data-engineer-topic-1-question-189.jpg",{"id":1366,"title":1367,"description":1368,"date":8,"image":1369},"79580-exam-professional-data-engineer-topic-1-question-183","Exam Question: 79580-exam-professional-data-engineer-topic-1-question-183","Practice question for Google Cloud exam. You are using Bigtable to persist and serve stock market data for each of the major indices. To serv...","https://storage.googleapis.com/mp-blog/images/79580-exam-professional-data-engineer-topic-1-question-183.jpg",{"id":1371,"title":1372,"description":1373,"date":8,"image":1374},"79606-exam-professional-data-engineer-topic-1-question-188","Exam Question: 79606-exam-professional-data-engineer-topic-1-question-188","Practice question for Google Cloud exam. Your startup has a web application that currently serves customers out of a single region in Asia. Y...","https://storage.googleapis.com/mp-blog/images/79606-exam-professional-data-engineer-topic-1-question-188.jpg",{"id":1376,"title":1377,"description":1378,"date":8,"image":1379},"79644-exam-professional-data-engineer-topic-1-question-193","Exam Question: 79644-exam-professional-data-engineer-topic-1-question-193","Practice question for Google Cloud exam. An aerospace company uses a proprietary data format to store its flight data. You need to connect th...","https://storage.googleapis.com/mp-blog/images/79644-exam-professional-data-engineer-topic-1-question-193.jpg",{"id":1381,"title":1382,"description":731,"date":8,"image":1383},"79622-exam-professional-data-engineer-topic-1-question-34","Exam Question: 79622-exam-professional-data-engineer-topic-1-question-34","https://storage.googleapis.com/mp-blog/images/79622-exam-professional-data-engineer-topic-1-question-34.jpg",{"id":1385,"title":1386,"description":1387,"date":8,"image":1388},"79645-exam-professional-data-engineer-topic-1-question-195","Exam Question: 79645-exam-professional-data-engineer-topic-1-question-195","Practice question for Google Cloud exam. Your company wants to be able to retrieve large result sets of medical information from your current...","https://storage.googleapis.com/mp-blog/images/79645-exam-professional-data-engineer-topic-1-question-195.jpg",{"id":1390,"title":1391,"description":1392,"date":8,"image":1393},"79603-exam-professional-data-engineer-topic-1-question-186","Exam Question: 79603-exam-professional-data-engineer-topic-1-question-186","Practice question for Google Cloud exam. Your new customer has requested daily reports that show their net consumption of Google Cloud comput...","https://storage.googleapis.com/mp-blog/images/79603-exam-professional-data-engineer-topic-1-question-186.jpg",{"id":1395,"title":1396,"description":1397,"date":8,"image":1398},"79627-exam-professional-data-engineer-topic-1-question-165","Exam Question: 79627-exam-professional-data-engineer-topic-1-question-165","Practice question for Google Cloud exam. You work for a large bank that operates in locations throughout North America. You are setting up a ...","https://storage.googleapis.com/mp-blog/images/79627-exam-professional-data-engineer-topic-1-question-165.jpg",{"id":1400,"title":1401,"description":1402,"date":8,"image":1403},"79643-exam-professional-data-engineer-topic-1-question-191","Exam Question: 79643-exam-professional-data-engineer-topic-1-question-191","Practice question for Google Cloud exam. You are developing a new deep learning model that predicts a customer's likelihood to buy on your ec...","https://storage.googleapis.com/mp-blog/images/79643-exam-professional-data-engineer-topic-1-question-191.jpg",{"id":1405,"title":1406,"description":1407,"date":8,"image":1408},"79651-exam-professional-data-engineer-topic-1-question-201","Exam Question: 79651-exam-professional-data-engineer-topic-1-question-201","Practice question for Google Cloud exam. You need to migrate a Redis database from an on-premises data center to a Memorystore for Redis inst...","https://storage.googleapis.com/mp-blog/images/79651-exam-professional-data-engineer-topic-1-question-201.jpg",{"id":1410,"title":1411,"description":1412,"date":8,"image":1413},"79646-exam-professional-data-engineer-topic-1-question-196","Exam Question: 79646-exam-professional-data-engineer-topic-1-question-196","Practice question for Google Cloud exam. You have 15 TB of data in your on-premises data center that you want to transfer to Google Cloud. Yo...","https://storage.googleapis.com/mp-blog/images/79646-exam-professional-data-engineer-topic-1-question-196.jpg",{"id":1415,"title":1416,"description":1417,"date":8,"image":1418},"79650-exam-professional-data-engineer-topic-1-question-200","Exam Question: 79650-exam-professional-data-engineer-topic-1-question-200","Practice question for Google Cloud exam. Government regulations in the banking industry mandate the protection of clients' personally identif...","https://storage.googleapis.com/mp-blog/images/79650-exam-professional-data-engineer-topic-1-question-200.jpg",{"id":1420,"title":1421,"description":1422,"date":8,"image":1423},"79652-exam-professional-data-engineer-topic-1-question-202","Exam Question: 79652-exam-professional-data-engineer-topic-1-question-202","Practice question for Google Cloud exam. Your platform on your on-premises environment generates 100 GB of data daily, composed of millions o...","https://storage.googleapis.com/mp-blog/images/79652-exam-professional-data-engineer-topic-1-question-202.jpg",{"id":1425,"title":1426,"description":1427,"date":8,"image":1428},"79647-exam-professional-data-engineer-topic-1-question-197","Exam Question: 79647-exam-professional-data-engineer-topic-1-question-197","Practice question for Google Cloud exam. You are designing a system that requires an ACID-compliant database. You must ensure that the system...","https://storage.googleapis.com/mp-blog/images/79647-exam-professional-data-engineer-topic-1-question-197.jpg",{"id":1430,"title":1431,"description":1432,"date":8,"image":1433},"79672-exam-professional-data-engineer-topic-1-question-116","Exam Question: 79672-exam-professional-data-engineer-topic-1-question-116","Practice question for Google Cloud exam. Your company is in the process of migrating its on-premises data warehousing solutions to BigQuery. ...","https://storage.googleapis.com/mp-blog/images/79672-exam-professional-data-engineer-topic-1-question-116.jpg",{"id":1435,"title":1436,"description":1437,"date":8,"image":1438},"79648-exam-professional-data-engineer-topic-1-question-198","Exam Question: 79648-exam-professional-data-engineer-topic-1-question-198","Practice question for Google Cloud exam. You are implementing workflow pipeline scheduling using open source-based tools and Google Kubernete...","https://storage.googleapis.com/mp-blog/images/79648-exam-professional-data-engineer-topic-1-question-198.jpg",{"id":1440,"title":1441,"description":1442,"date":8,"image":1443},"79609-exam-professional-data-engineer-topic-1-question-190","Exam Question: 79609-exam-professional-data-engineer-topic-1-question-190","Practice question for Google Cloud exam. You are loading CSV files from Cloud Storage to BigQuery. The files have known data quality issues, ...","https://storage.googleapis.com/mp-blog/images/79609-exam-professional-data-engineer-topic-1-question-190.jpg",{"id":1445,"title":1446,"description":1447,"date":8,"image":1448},"79649-exam-professional-data-engineer-topic-1-question-199","Exam Question: 79649-exam-professional-data-engineer-topic-1-question-199","Practice question for Google Cloud exam. You are using BigQuery and Data Studio to design a customer-facing dashboard that displays large qua...","https://storage.googleapis.com/mp-blog/images/79649-exam-professional-data-engineer-topic-1-question-199.jpg",{"id":1450,"title":1451,"description":1452,"date":8,"image":1453},"79676-exam-professional-data-engineer-topic-1-question-139","Exam Question: 79676-exam-professional-data-engineer-topic-1-question-139","Practice question for Google Cloud exam. You are building a new data pipeline to share data between two different types of applications: jobs...","https://storage.googleapis.com/mp-blog/images/79676-exam-professional-data-engineer-topic-1-question-139.jpg",{"id":1455,"title":1456,"description":1457,"date":8,"image":1458},"79675-exam-professional-data-engineer-topic-1-question-138","Exam Question: 79675-exam-professional-data-engineer-topic-1-question-138","Practice question for Google Cloud exam. You have several Spark jobs that run on a Cloud Dataproc cluster on a schedule. Some of the jobs run...","https://storage.googleapis.com/mp-blog/images/79675-exam-professional-data-engineer-topic-1-question-138.jpg",{"id":1460,"title":1461,"description":1462,"date":8,"image":1463},"79678-exam-professional-data-engineer-topic-1-question-143","Exam Question: 79678-exam-professional-data-engineer-topic-1-question-143","Practice question for Google Cloud exam. You are operating a streaming Cloud Dataflow pipeline. Your engineers have a new version of the pipe...","https://storage.googleapis.com/mp-blog/images/79678-exam-professional-data-engineer-topic-1-question-143.jpg",{"id":1465,"title":1466,"description":1467,"date":8,"image":1468},"79674-exam-professional-data-engineer-topic-1-question-137","Exam Question: 79674-exam-professional-data-engineer-topic-1-question-137","Practice question for Google Cloud exam. You have a data pipeline with a Dataflow job that aggregates and writes time series metrics to Bigta...","https://storage.googleapis.com/mp-blog/images/79674-exam-professional-data-engineer-topic-1-question-137.jpg",{"id":1470,"title":1471,"description":1472,"date":8,"image":1473},"79679-exam-professional-data-engineer-topic-1-question-9","Exam Question: 79679-exam-professional-data-engineer-topic-1-question-9","Practice question for Google Cloud exam. Your company is using WILDCARD tables to query data across multiple tables with similar names. The S...","https://storage.googleapis.com/mp-blog/images/79679-exam-professional-data-engineer-topic-1-question-9.jpg",{"id":1475,"title":1476,"description":1477,"date":8,"image":1478},"79677-exam-professional-data-engineer-topic-1-question-4","Exam Question: 79677-exam-professional-data-engineer-topic-1-question-4","Practice question for Google Cloud exam. You create an important report for your large team in Google Data Studio 360. The report uses Google...","https://storage.googleapis.com/mp-blog/images/79677-exam-professional-data-engineer-topic-1-question-4.jpg",{"id":1480,"title":1481,"description":1482,"date":8,"image":1483},"79680-exam-professional-data-engineer-topic-1-question-151","Exam Question: 79680-exam-professional-data-engineer-topic-1-question-151","Practice question for Google Cloud exam. You work for an advertising company, and you've developed a Spark ML model to predict click-through ...","https://storage.googleapis.com/mp-blog/images/79680-exam-professional-data-engineer-topic-1-question-151.jpg",{"id":1485,"title":1486,"description":1487,"date":8,"image":1488},"79685-exam-professional-data-engineer-topic-1-question-169","Exam Question: 79685-exam-professional-data-engineer-topic-1-question-169","Practice question for Google Cloud exam. You are migrating a table to BigQuery and are deciding on the data model. Your table stores informat...","https://storage.googleapis.com/mp-blog/images/79685-exam-professional-data-engineer-topic-1-question-169.jpg",{"id":1490,"title":1491,"description":1492,"date":8,"image":1493},"79762-exam-professional-data-engineer-topic-1-question-44","Exam Question: 79762-exam-professional-data-engineer-topic-1-question-44","Practice question for Google Cloud exam. You are deploying a new storage system for your mobile application, which is a media streaming servi...","https://storage.googleapis.com/mp-blog/images/79762-exam-professional-data-engineer-topic-1-question-44.jpg",{"id":1495,"title":1496,"description":1497,"date":8,"image":1498},"79682-exam-professional-data-engineer-topic-1-question-11","Exam Question: 79682-exam-professional-data-engineer-topic-1-question-11","Practice question for Google Cloud exam. You are designing a basket abandonment system for an ecommerce company. The system will send a messa...","https://storage.googleapis.com/mp-blog/images/79682-exam-professional-data-engineer-topic-1-question-11.jpg",{"id":1500,"title":1501,"description":1502,"date":8,"image":1503},"79771-exam-professional-data-engineer-topic-1-question-88","Exam Question: 79771-exam-professional-data-engineer-topic-1-question-88","Practice question for Google Cloud exam. Your team is responsible for developing and maintaining ETLs in your company. One of your Dataflow j...","https://storage.googleapis.com/mp-blog/images/79771-exam-professional-data-engineer-topic-1-question-88.jpg",{"id":1505,"title":1506,"description":1507,"date":8,"image":1508},"79767-exam-professional-data-engineer-topic-1-question-75","Exam Question: 79767-exam-professional-data-engineer-topic-1-question-75","Practice question for Google Cloud exam. An organization maintains a Google BigQuery dataset that contains tables with user-level data. They ...","https://storage.googleapis.com/mp-blog/images/79767-exam-professional-data-engineer-topic-1-question-75.jpg",{"id":1510,"title":1511,"description":1512,"date":8,"image":1513},"79775-exam-professional-data-engineer-topic-1-question-103","Exam Question: 79775-exam-professional-data-engineer-topic-1-question-103","Practice question for Google Cloud exam. You have a data stored in BigQuery. The data in the BigQuery dataset must be highly available. You n...","https://storage.googleapis.com/mp-blog/images/79775-exam-professional-data-engineer-topic-1-question-103.jpg",{"id":1515,"title":1516,"description":1517,"date":8,"image":1518},"79773-exam-professional-data-engineer-topic-1-question-93","Exam Question: 79773-exam-professional-data-engineer-topic-1-question-93","Practice question for Google Cloud exam. You're using Bigtable for a real-time application, and you have a heavy load that is a mix of read a...","https://storage.googleapis.com/mp-blog/images/79773-exam-professional-data-engineer-topic-1-question-93.jpg",{"id":1520,"title":1521,"description":1522,"date":8,"image":1523},"79777-exam-professional-data-engineer-topic-1-question-106","Exam Question: 79777-exam-professional-data-engineer-topic-1-question-106","Practice question for Google Cloud exam. You are managing a Cloud Dataproc cluster. You need to make a job run faster while minimizing costs,...","https://storage.googleapis.com/mp-blog/images/79777-exam-professional-data-engineer-topic-1-question-106.jpg",{"id":1525,"title":1526,"description":1527,"date":8,"image":1528},"79778-exam-professional-data-engineer-topic-1-question-107","Exam Question: 79778-exam-professional-data-engineer-topic-1-question-107","Practice question for Google Cloud exam. You work for a shipping company that uses handheld scanners to read shipping labels. Your company ha...","https://storage.googleapis.com/mp-blog/images/79778-exam-professional-data-engineer-topic-1-question-107.jpg",{"id":1530,"title":1531,"description":1532,"date":8,"image":1533},"79924-exam-professional-data-engineer-topic-1-question-181","Exam Question: 79924-exam-professional-data-engineer-topic-1-question-181","Practice question for Google Cloud exam. You need to give new website users a globally unique identifier (GUID) using a service that takes in...","https://storage.googleapis.com/mp-blog/images/79924-exam-professional-data-engineer-topic-1-question-181.jpg",{"id":1535,"title":1536,"description":1537,"date":8,"image":1538},"79780-exam-professional-data-engineer-topic-1-question-109","Exam Question: 79780-exam-professional-data-engineer-topic-1-question-109","Practice question for Google Cloud exam. You have Cloud Functions written in Node.js that pull messages from Cloud Pub/Sub and send the data ...","https://storage.googleapis.com/mp-blog/images/79780-exam-professional-data-engineer-topic-1-question-109.jpg",{"id":1540,"title":1541,"description":18,"date":8,"image":1542},"80145-exam-professional-data-engineer-topic-1-question-166","Exam Question: 80145-exam-professional-data-engineer-topic-1-question-166","https://storage.googleapis.com/mp-blog/images/80145-exam-professional-data-engineer-topic-1-question-166.jpg",{"id":1544,"title":1545,"description":1546,"date":8,"image":1547},"80517-exam-professional-data-engineer-topic-1-question-155","Exam Question: 80517-exam-professional-data-engineer-topic-1-question-155","Practice question for Google Cloud exam. Your company is selecting a system to centralize data ingestion and delivery. You are considering me...","https://storage.googleapis.com/mp-blog/images/80517-exam-professional-data-engineer-topic-1-question-155.jpg",{"id":1549,"title":1550,"description":1551,"date":8,"image":1552},"80270-exam-professional-data-engineer-topic-1-question-140","Exam Question: 80270-exam-professional-data-engineer-topic-1-question-140","Practice question for Google Cloud exam. You need to create a new transaction table in Cloud Spanner that stores product sales data. You are ...","https://storage.googleapis.com/mp-blog/images/80270-exam-professional-data-engineer-topic-1-question-140.jpg",{"id":1554,"title":1555,"description":1556,"date":8,"image":1557},"80144-exam-professional-data-engineer-topic-1-question-174","Exam Question: 80144-exam-professional-data-engineer-topic-1-question-174","Practice question for Google Cloud exam. You work for a large financial institution that is planning to use Dialogflow to create a chatbot fo...","https://storage.googleapis.com/mp-blog/images/80144-exam-professional-data-engineer-topic-1-question-174.jpg",{"id":1559,"title":1560,"description":1561,"date":8,"image":1562},"81264-exam-professional-data-engineer-topic-1-question-124","Exam Question: 81264-exam-professional-data-engineer-topic-1-question-124","Practice question for Google Cloud exam. You are designing a cloud-native historical data processing system to meet the following conditions:...","https://storage.googleapis.com/mp-blog/images/81264-exam-professional-data-engineer-topic-1-question-124.jpg",{"id":1564,"title":1565,"description":1566,"date":8,"image":1567},"80950-exam-professional-data-engineer-topic-1-question-59","Exam Question: 80950-exam-professional-data-engineer-topic-1-question-59","Practice question for Google Cloud exam. An online retailer has built their current application on Google App Engine. A new initiative at the...","https://storage.googleapis.com/mp-blog/images/80950-exam-professional-data-engineer-topic-1-question-59.jpg",{"id":1569,"title":1570,"description":1571,"date":8,"image":1572},"82857-exam-professional-data-engineer-topic-1-question-56","Exam Question: 82857-exam-professional-data-engineer-topic-1-question-56","Practice question for Google Cloud exam. You have enabled the free integration between Firebase Analytics and Google BigQuery. Firebase now a...","https://storage.googleapis.com/mp-blog/images/82857-exam-professional-data-engineer-topic-1-question-56.jpg",{"id":1574,"title":1575,"description":1576,"date":8,"image":1577},"81914-exam-professional-data-engineer-topic-1-question-142","Exam Question: 81914-exam-professional-data-engineer-topic-1-question-142","Practice question for Google Cloud exam. Each analytics team in your organization is running BigQuery jobs in their own projects. You want to...","https://storage.googleapis.com/mp-blog/images/81914-exam-professional-data-engineer-topic-1-question-142.jpg",{"id":1579,"title":1580,"description":1581,"date":8,"image":1582},"89246-exam-professional-data-engineer-topic-1-question-203","Exam Question: 89246-exam-professional-data-engineer-topic-1-question-203","Practice question for Google Cloud exam. A TensorFlow machine learning model on Compute Engine virtual machines (n2-standard-32) takes two da...","https://storage.googleapis.com/mp-blog/images/89246-exam-professional-data-engineer-topic-1-question-203.jpg",{"id":1584,"title":1585,"description":1586,"date":8,"image":1587},"83115-exam-professional-data-engineer-topic-1-question-85","Exam Question: 83115-exam-professional-data-engineer-topic-1-question-85","Practice question for Google Cloud exam. You are a head of BI at a large enterprise company with multiple business units that each have diffe...","https://storage.googleapis.com/mp-blog/images/83115-exam-professional-data-engineer-topic-1-question-85.jpg",{"id":1589,"title":1590,"description":1591,"date":8,"image":1592},"89456-exam-professional-data-engineer-topic-1-question-204","Exam Question: 89456-exam-professional-data-engineer-topic-1-question-204","Practice question for Google Cloud exam. You want to create a machine learning model using BigQuery ML and create an endpoint for hosting the...","https://storage.googleapis.com/mp-blog/images/89456-exam-professional-data-engineer-topic-1-question-204.jpg",{"id":1594,"title":1595,"description":1596,"date":8,"image":1597},"89458-exam-professional-data-engineer-topic-1-question-205","Exam Question: 89458-exam-professional-data-engineer-topic-1-question-205","Practice question for Google Cloud exam. You have a data processing application that runs on Google Kubernetes Engine (GKE). Containers need ...","https://storage.googleapis.com/mp-blog/images/89458-exam-professional-data-engineer-topic-1-question-205.jpg",1779944592143]