{"id":23677,"date":"2025-01-20T12:12:38","date_gmt":"2025-01-20T12:12:38","guid":{"rendered":"https:\/\/www.cloudthat.com\/training\/?post_type=stm-courses&#038;p=23677"},"modified":"2026-06-03T12:29:14","modified_gmt":"2026-06-03T12:29:14","slug":"introduction-to-data-engineering-on-google-cloud","status":"publish","type":"stm-courses","link":"https:\/\/www.cloudthat.com\/training\/google-cloud-certification\/introduction-to-data-engineering-on-google-cloud","title":{"rendered":"Introduction to Data Engineering on Google Cloud"},"content":{"rendered":"<p><span data-contrast=\"auto\">This instructor-led course introduces learners to data engineering concepts on Google Cloud and explains how data engineering responsibilities map to Google Cloud services and solutions. Participants will explore data engineering workflows, storage systems, pipeline architectures, data migration techniques, and automation strategies.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The course covers data replication and migration, extract-load (EL), extract-load-transform (ELT), extract-transform-load (ETL) pipeline patterns, streaming analytics, metadata management, and workflow automation using Google Cloud services such as\u00a0BigQuery,\u00a0Dataproc, Dataflow,\u00a0Dataform, Cloud Composer, and\u00a0Eventarc.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Through guided labs, classroom activities, quizzes, and hands-on implementation exercises, learners will gain foundational skills for building scalable and automated data engineering solutions on Google Cloud.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This instructor-led course introduces learners to data engineering concepts on Google Cloud and explains how data engineering responsibilities map to Google Cloud services and solutions. Participants will explore data engineering workflows, storage systems, pipeline architectures, data migration techniques, and automation strategies.\u00a0 The course covers data replication and migration, extract-load (EL), extract-load-transform (ELT), extract-transform-load (ETL) pipeline [&hellip;]<\/p>\n","protected":false},"author":13,"featured_media":12394,"template":"","meta":{"footnotes":""},"stm_lms_course_taxonomy":[58],"metadata":{"stm_lms_product_id":["23678"],"_edit_lock":["1780489628:6767"],"_edit_last":["6767"],"permalink_customizer":["google-cloud-certification\/introduction-to-data-engineering-on-google-cloud"],"permalink_customizer_regenerate_status":["1"],"popular_course":["0"],"_popular_course":["field_64253688bc2e5"],"educational_schema":[""],"_educational_schema":["field_652fbbf6f589a"],"course_banner_image":[""],"_course_banner_image":["field_63c69a6b81cf1"],"mobile_banner_image":[""],"_mobile_banner_image":["field_63cf93896d207"],"banner_link":[""],"_banner_link":["field_63c69a9681cf2"],"banner_image":[""],"_banner_image":["field_621873548f922"],"banner_description":["Learn the fundamentals of data engineering on Google Cloud, including data ingestion, replication, migration, ETL\/ELT pipelines, streaming analytics, and workflow automation using BigQuery, Dataflow, Dataproc, and Cloud Composer. "],"_banner_description":["field_612c733ed3564"],"overview_section_heading":["Course Overveiw of Introduction to Data Engineering on Google Cloud "],"_overview_section_heading":["field_64538867ffdd0"],"after_completing_course_heading":["After completing Introduction to Data Engineering on Google Cloud , students will be able to: "],"_after_completing_course_heading":["field_645c78ade3f50"],"after_completing_course":["10"],"_after_completing_course":["field_6103aae828228"],"key_features_heading":["Key features of Introduction to Data Engineering on Google Cloud:"],"_key_features_heading":["field_645388ceffdd1"],"key_features":["8"],"_key_features":["field_6103aaff28229"],"who_should_attend_heading":["Who Should Attend Introduction to Data Engineering on Google Cloud "],"_who_should_attend_heading":["field_645388faffdd2"],"who_should_attend":["7"],"_who_should_attend":["field_6103ab0d2822a"],"prerequisites_heading":["Prerequisites of Introduction to Data Engineering on Google Cloud "],"_prerequisites_heading":["field_64538a51ffdd3"],"prerequisites_text":["<li> Prior Google Cloud experience at the foundational level <\/li>\r\n<li>Familiarity with Cloud Shell and Google Cloud Console<\/li>\r\n<li>Basic proficiency with SQL<\/li>\r\n<li>Experience with data modeling and ETL concepts.<\/li>\r\n<li>Basic programming experience using Python or similar languages<\/li>\r\n"],"_prerequisites_text":["field_612c7498c4b84"],"question_sets_details_heading":[""],"_question_sets_details_heading":["field_65d303841f38d"],"question_sets_details_description":[""],"_question_sets_details_description":["field_65d303841f38e"],"question_sets_details_button_text":[""],"_question_sets_details_button_text":["field_65d303841f38f"],"question_sets_details_question_sets":[""],"_question_sets_details_question_sets":["field_65d303841f390"],"question_sets_details":[""],"_question_sets_details":["field_65d303841f38c"],"category_features_heading":[""],"_category_features_heading":["field_644b8ff35049c"],"category_features_features":[""],"_category_features_features":["field_644b90025049d"],"category_features_cta_text":[""],"_category_features_cta_text":["field_644b90285049f"],"category_features_cta_link":[""],"_category_features_cta_link":["field_644b902d504a0"],"category_features":[""],"_category_features":["field_644b8fe15049b"],"course_features_0_heading":["Why choose CloudThat as your training partner for Introduction to Data Engineering on Google Cloud  "],"_course_features_0_heading":["field_644a0fae0e67e"],"course_features_0_features_list":["8"],"_course_features_0_features_list":["field_644a0fb70e67f"],"course_features_0_background_color":["a:1:{i:0;s:4:\"blue\";}"],"_course_features_0_background_color":["field_644a0fde0e681"],"course_features":["2"],"_course_features":["field_644a0fa10e67d"],"certification_heading":["Certification details of Introduction to Data Engineering on Google Cloud "],"_certification_heading":["field_64538bffffdd5"],"certification":["1"],"_certification":["field_6103ab1a2822b"],"about_trainer":[""],"_about_trainer":["field_6103ab6c2822f"],"course_fee_heading":[""],"_course_fee_heading":["field_64538c1cffdd6"],"course_fee_list":[""],"_course_fee_list":["field_6103abb728234"],"brochure_pdf":[""],"_brochure_pdf":["field_61232e258f89b"],"trainer":[""],"_trainer":["field_6124990e13784"],"course_outline_heading":["Course Outline of Introduction to Data Engineering on Google Cloud "],"_course_outline_heading":["field_64538a8effdd4"],"course_section":["6"],"_course_section":["field_612f4f27b0276"],"note_section":[""],"_note_section":["field_616d3ed46bbd2"],"popular_sort":[""],"_popular_sort":["field_6172496402af3"],"related_courses":["a:3:{i:0;s:5:\"11865\";i:1;s:4:\"8287\";i:2;s:5:\"19470\";}"],"_related_courses":["field_61c453ca6b2dd"],"reviews_heading":[""],"_reviews_heading":["field_64538c39ffdd7"],"review_rating":[""],"_review_rating":["field_62a813a92bee6"],"total_review_count":["2708"],"_total_review_count":["field_62b002d8d2de5"],"average_review_count":["4.8"],"_average_review_count":["field_62b00367d2de6"],"faq_heading":["FAQs of Introduction to Data Engineering on Google Cloud "],"_faq_heading":["field_64538c59ffdd8"],"curriculum":[""],"featured":["on"],"views":["944"],"level":["beginner"],"current_students":["0"],"duration_info":["1 Day"],"video_duration":[""],"status":[""],"status_dates":[""],"not_single_sale":[""],"price":["19900"],"sale_price":[""],"sale_price_dates":[""],"enterprise_price":[""],"not_membership":[""],"affiliate_course":[""],"affiliate_course_text":[""],"affiliate_course_link":[""],"expiration_course":[""],"end_time":[""],"drip_content":[""],"prerequisites":[""],"prerequisite_passing_level":[""],"announcement":[""],"faq":["[{\"question\":\"Who is this course intended for?\",\"answer\":\"This course is designed for data engineers, administrators, developers, and professionals interested in cloud-native data engineering on Google Cloud. \"},{\"question\":\"Do I need prior Google Cloud experience?\",\"answer\":\"Yes. Basic Google Cloud knowledge and familiarity with Cloud Shell and the Console are recommended. \"},{\"question\":\"What topics are covered in this course?\",\"answer\":\"The course covers data replication, migration, BigQuery, BigLake, Datastream, ETL\/ELT pipelines, Dataflow, Dataproc, Cloud Composer, and automation workflows. \"},{\"question\":\"Is this a hands-on course?\",\"answer\":\"Yes. The course includes labs involving BigQuery, BigLake, Datastream, Dataform, Dataproc, Dataflow, and Cloud Run Functions. \"},{\"question\":\"What Google Cloud services are included?\",\"answer\":\"BigQuery, BigLake, Datastream, Dataproc, Dataflow, Cloud Composer, Eventarc, Dataform, Analytics Hub, and Cloud Run Functions. \"},{\"question\":\"Does the course cover streaming analytics?\",\"answer\":\"Yes. Learners will build streaming data pipelines using Dataflow. \"},{\"question\":\"Will orchestration and automation be covered?\",\"answer\":\"Yes. The course covers Cloud Composer, Workflows, Cloud Scheduler, Eventarc, and Cloud Run Functions. \"},{\"question\":\"What is the course format?\",\"answer\":\"Instructor-led training (1 day) or on-demand learning (8 hours) with lectures, labs, quizzes, and classroom activities. \"},{\"question\":\". Will I receive a certificate? \",\"answer\":\"Yes. A CloudThat Course Completion Certificate will be awarded after successful completion of the training. \"},{\"question\":\" Is this course suitable for beginners?\",\"answer\":\"Yes. This is an introductory-level course designed for professionals beginning their journey into cloud data engineering on Google Cloud. \"}]"],"course_files_pack":[""],"course_certificate":[""],"type":[""],"video_type":[""],"presto_player_idx":[""],"lesson_video":[""],"lesson_video_poster":[""],"lesson_video_width":[""],"lesson_shortcode":[""],"lesson_embed_ctx":[""],"lesson_youtube_url":[""],"lesson_stream_url":[""],"lesson_vimeo_url":[""],"lesson_ext_link_url":[""],"duration":[""],"preview":[""],"lesson_excerpt":[""],"lesson_files_pack":[""],"questions":[""],"quiz_style":[""],"duration_measure":[""],"correct_answer":[""],"passing_grade":[""],"re_take_cut":[""],"random_questions":[""],"answers":[""],"question_explanation":[""],"question_view_type":[""],"review_course":[""],"review_user":[""],"review_mark":[""],"order":[""],"absolute":[""],"sticky":[""],"sticky_threshold":[""],"sticky_threshold_color":[""],"stm_agenda":[""],"stm_host":[""],"stm_select_approved_denied":[""],"stm_multiselect_approved":[""],"stm_multiselect_denied":[""],"stm_date":[""],"stm_time":[""],"stm_timezone":[""],"stm_duration":[""],"stm_password":[""],"stm_waiting_room":[""],"stm_join_before_host":[""],"stm_host_join_start":[""],"stm_start_after_participants":[""],"stm_mute_participants":[""],"stm_enforce_login":[""],"stm_alternative_hosts":[""],"author_id":[""],"emails":[""],"wpdocs-meta-bdt":["25900"],"wpdocs-meta-gbp":["597"],"wpdocs-meta-usd":["799"],"_yoast_wpseo_primary_stm_lms_course_taxonomy":["58"],"_yoast_wpseo_content_score":["90"],"_yoast_wpseo_estimated-reading-time-minutes":["1"],"after_completing_course_0_desciption":["Understand the role and responsibilities of a data engineer"],"_after_completing_course_0_desciption":["field_6103ad2f9f5b2"],"after_completing_course_1_desciption":[" Identify data engineering tasks and pipeline patterns on Google Cloud"],"_after_completing_course_1_desciption":["field_6103ad2f9f5b2"],"after_completing_course_2_desciption":["Understand data sources, sinks, and storage formats"],"_after_completing_course_2_desciption":["field_6103ad2f9f5b2"],"after_completing_course_3_desciption":[" Load and manage datasets in BigQuery"],"_after_completing_course_3_desciption":["field_6103ad2f9f5b2"],"key_features_0_lists":["<b><span data-contrast=\"auto\">Introduction to Data Engineering on Google Cloud<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n&nbsp;"],"_key_features_0_lists":["field_6103ad559f5b3"],"key_features_1_lists":["<b><span data-contrast=\"auto\">Hands-On Learning Experience<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n&nbsp;"],"_key_features_1_lists":["field_6103ad559f5b3"],"key_features_2_lists":["<b><span data-contrast=\"auto\">Data Replication and Migration<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n&nbsp;"],"_key_features_2_lists":["field_6103ad559f5b3"],"key_features_3_lists":["<b><span data-contrast=\"auto\">\u00a0BigQuery\u00a0and Data Lake Workflows<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n&nbsp;"],"_key_features_3_lists":["field_6103ad559f5b3"],"key_features_4_lists":["<b><span data-contrast=\"auto\">\u00a0ETL and Streaming Pipeline Development<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n&nbsp;"],"_key_features_4_lists":["field_6103ad559f5b3"],"key_features_5_lists":["<b><span data-contrast=\"auto\">Automation and Orchestration<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n&nbsp;"],"_key_features_5_lists":["field_6103ad559f5b3"],"key_features_6_lists":["<b><span data-contrast=\"auto\">Google Cloud Data Engineering Ecosystem<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n&nbsp;"],"_key_features_6_lists":["field_6103ad559f5b3"],"key_features_7_lists":["<b><span data-contrast=\"auto\">Beginner-Friendly Data Engineering Enablement<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n&nbsp;"],"_key_features_7_lists":["field_6103ad559f5b3"],"who_should_attend_0_attend_lists":["Data Engineers"],"_who_should_attend_0_attend_lists":["field_6103adfb3f3e4"],"who_should_attend_1_attend_lists":["Database Administrators"],"_who_should_attend_1_attend_lists":["field_6103adfb3f3e4"],"who_should_attend_2_attend_lists":["System Administrators"],"_who_should_attend_2_attend_lists":["field_6103adfb3f3e4"],"sale_price_dates_start":[""],"sale_price_dates_end":[""],"course_features_0_features_list_0_list":["<b><span data-contrast=\"auto\">Specialized GCP Data Engineering Focus<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n<span data-contrast=\"auto\">CloudThat\u00a0specializes in cloud and data engineering technologies and delivers focused Google Cloud training programs with practical implementation experience and enterprise analytics use cases.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_0_features_list_0_list":["field_644a0fc80e680"],"course_features_0_features_list_1_list":["<b><span data-contrast=\"auto\">Industry-Recognized Trainers<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n<span data-contrast=\"auto\">Our trainers are certified Google Cloud professionals with\u00a0expertise\u00a0in\u00a0BigQuery, Dataflow,\u00a0Dataproc, cloud analytics, streaming pipelines, and workflow automation.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_0_features_list_1_list":["field_644a0fc80e680"],"course_features_0_features_list_2_list":["<b><span data-contrast=\"auto\">Hands-On Learning Approach<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n<span data-contrast=\"auto\">CloudThat\u00a0emphasizes practical learning through guided labs, pipeline development exercises, streaming analytics workflows, and orchestration implementation scenarios.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_0_features_list_2_list":["field_644a0fc80e680"],"course_features_0_features_list_3_list":["<b><span data-contrast=\"auto\">Customized Learning Paths<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n<span data-contrast=\"auto\">Training programs are designed for data engineers, analysts, developers, administrators, and cloud professionals with varying levels of analytics\u00a0expertise.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_0_features_list_3_list":["field_644a0fc80e680"],"course_features_0_features_list_4_list":["<b><span data-contrast=\"auto\">Interactive Learning Experience<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n<span data-contrast=\"auto\">Sessions include demonstrations, collaborative pipeline exercises, troubleshooting activities, quizzes, and interactive discussions.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_0_features_list_4_list":["field_644a0fc80e680"],"course_features_0_features_list_5_list":["<b><span data-contrast=\"auto\">Placement Assistance and Career Support<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n<span data-contrast=\"auto\">CloudThat\u00a0supports learners with cloud analytics learning paths, interview preparation, career guidance, and practical data engineering implementation strategies.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_0_features_list_5_list":["field_644a0fc80e680"],"course_features_0_features_list_6_list":["<b><span data-contrast=\"auto\">Continuous Learning and Updates<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n<span data-contrast=\"auto\">Course content is continuously updated to align with the latest advancements in Google Cloud analytics,\u00a0BigQuery, Dataflow,\u00a0Dataproc, and orchestration technologies.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_0_features_list_6_list":["field_644a0fc80e680"],"course_features_0_features_list_7_list":["<b><span data-contrast=\"auto\">Positive Reviews and Testimonials<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n\r\n<span data-contrast=\"auto\">Thousands of professionals and enterprises trust\u00a0CloudThat\u00a0for advanced cloud, analytics, data engineering, and Google Cloud training programs.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_0_features_list_7_list":["field_644a0fc80e680"],"certification_0_short_description":[""],"_certification_0_short_description":["field_6103ab2f2822c"],"certification_0_list_content":["CloudThat Course Completion Certificate will be awarded to all learners who complete the training. "],"_certification_0_list_content":["field_6103ab4a2822d"],"certification_0_image":["29018"],"_certification_0_image":["field_6103ab5b2822e"],"course_section_0_module_title":["Data Engineering Tasks and Components"],"_course_section_0_module_title":["field_612f5535940c3"],"course_section_0_module_description":[""],"_course_section_0_module_description":["field_612f564c921af"],"course_section_0_section_0_title":["Lecture Content "],"_course_section_0_section_0_title":["field_612f5233b0278"],"course_section_0_section_0_lesson_list_0_lession_title":["The role of a data engineer"],"_course_section_0_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_1_lession_title":["Data sources versus data sinks"],"_course_section_0_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_2_lession_title":["Data formats"],"_course_section_0_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_3_lession_title":["Storage solution options on Google Cloud"],"_course_section_0_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_4_lession_title":["Metadata management options on Google Cloud"],"_course_section_0_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_5_lession_title":["Sharing datasets using Analytics Hub"],"_course_section_0_section_0_lesson_list_5_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list":["6"],"_course_section_0_section_0_lesson_list":["field_612f530a0ac40"],"course_section_0_section_1_title":["Learning Objectives "],"_course_section_0_section_1_title":["field_612f5233b0278"],"course_section_0_section_1_lesson_list_0_lession_title":["Explain the role of a data engineer"],"_course_section_0_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_1_lession_title":["Understand data sources and data sinks"],"_course_section_0_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_2_lession_title":["Compare different data formats"],"_course_section_0_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_3_lession_title":["Explore storage solution options on Google Cloud"],"_course_section_0_section_1_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_4_lession_title":[" Understand metadata management concepts"],"_course_section_0_section_1_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_5_lession_title":["Share datasets using Analytics Hub"],"_course_section_0_section_1_lesson_list_5_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list":["6"],"_course_section_0_section_1_lesson_list":["field_612f530a0ac40"],"course_section_0_section_2_title":["Lab Content "],"_course_section_0_section_2_title":["field_612f5233b0278"],"course_section_0_section_2_lesson_list_0_lession_title":["Lab: Loading Data into BigQuery "],"_course_section_0_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_2_lesson_list":["1"],"_course_section_0_section_2_lesson_list":["field_612f530a0ac40"],"course_section_0_section":["4"],"_course_section_0_section":["field_612f51e6b0277"],"course_section_1_module_title":["Data Replication and Migration"],"_course_section_1_module_title":["field_612f5535940c3"],"course_section_1_module_description":[""],"_course_section_1_module_description":["field_612f564c921af"],"course_section_1_section_0_title":["Lecture Content "],"_course_section_1_section_0_title":["field_612f5233b0278"],"course_section_1_section_0_lesson_list_0_lession_title":["Replication and Migration Architecture"],"_course_section_1_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_1_lession_title":["The gcloud Command-Line Tool"],"_course_section_1_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_2_lession_title":["Moving Datasets"],"_course_section_1_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_3_lession_title":[" Datastream"],"_course_section_1_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list":["6"],"_course_section_1_section_0_lesson_list":["field_612f530a0ac40"],"course_section_1_section_1_title":["Learning Objectives "],"_course_section_1_section_1_title":["field_612f5233b0278"],"course_section_1_section_1_lesson_list_0_lession_title":["Understand Google Cloud replication and migration architectures"],"_course_section_1_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list_1_lession_title":["Explore Storage Transfer Service and Transfer Appliance use cases"],"_course_section_1_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list_2_lession_title":["Understand Datastream features and deployment workflows"],"_course_section_1_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list_3_lession_title":["Use gcloud for data movement operations"],"_course_section_1_section_1_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list":["4"],"_course_section_1_section_1_lesson_list":["field_612f530a0ac40"],"course_section_1_section_2_title":["Lab Content "],"_course_section_1_section_2_title":["field_612f5233b0278"],"course_section_1_section_2_lesson_list_0_lession_title":["Lab: Datastream \u2013 PostgreSQL Replication to BigQuery (Optional for ILT) "],"_course_section_1_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_2_lesson_list":["1"],"_course_section_1_section_2_lesson_list":["field_612f530a0ac40"],"course_section_1_section":["4"],"_course_section_1_section":["field_612f51e6b0277"],"course_section_2_module_title":["The Extract and Load Data Pipeline Pattern"],"_course_section_2_module_title":["field_612f5535940c3"],"course_section_2_module_description":[""],"_course_section_2_module_description":["field_612f564c921af"],"course_section_2_section_0_title":["Lecture Content "],"_course_section_2_section_0_title":["field_612f5233b0278"],"course_section_2_section_0_lesson_list_0_lession_title":["Extract and load architecture"],"_course_section_2_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list_1_lession_title":["The bq command-line tool"],"_course_section_2_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list_2_lession_title":["BigQuery Data Transfer Service"],"_course_section_2_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list_3_lession_title":["BigLake"],"_course_section_2_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list":["4"],"_course_section_2_section_0_lesson_list":["field_612f530a0ac40"],"course_section_2_section_1_title":["Learning Objectives "],"_course_section_2_section_1_title":["field_612f5233b0278"],"course_section_2_section_1_lesson_list_0_lession_title":["Understand extract-load (EL) architecture patterns"],"_course_section_2_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list_1_lession_title":[" Use the bq command-line tool for BigQuery operations"],"_course_section_2_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list_2_lession_title":["Explore BigQuery Data Transfer Service workflows"],"_course_section_2_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list_3_lession_title":["Understand BigLake as a non-extract-load pattern"],"_course_section_2_section_1_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list":["4"],"_course_section_2_section_1_lesson_list":["field_612f530a0ac40"],"course_section_2_section_2_title":["Lab Content "],"_course_section_2_section_2_title":["field_612f5233b0278"],"course_section_2_section_2_lesson_list_0_lession_title":["Lab: BigLake \u2013 Qwik Start"],"_course_section_2_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_2_lesson_list":["1"],"_course_section_2_section_2_lesson_list":["field_612f530a0ac40"],"course_section_2_section":["4"],"_course_section_2_section":["field_612f51e6b0277"],"course_section_3_module_title":["The Extract, Load, and Transform Data Pipeline Pattern"],"_course_section_3_module_title":["field_612f5535940c3"],"course_section_3_module_description":[""],"_course_section_3_module_description":["field_612f564c921af"],"course_section_3_section_0_title":["Lecture Content "],"_course_section_3_section_0_title":["field_612f5233b0278"],"course_section_3_section_0_lesson_list_0_lession_title":["Extract, load, and transform (ELT) architecture"],"_course_section_3_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list_1_lession_title":["SQL scripting and scheduling with BigQuery"],"_course_section_3_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list_2_lession_title":["Dataform"],"_course_section_3_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list":["3"],"_course_section_3_section_0_lesson_list":["field_612f530a0ac40"],"course_section_3_section_1_title":["Learning Objectives "],"_course_section_3_section_1_title":["field_612f5233b0278"],"course_section_3_section_1_lesson_list_0_lession_title":["Understand ELT architecture and workflows"],"_course_section_3_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list_1_lession_title":["Use BigQuery SQL scripting and scheduling features"],"_course_section_3_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list_2_lession_title":["Explore Dataform for transformation workflows"],"_course_section_3_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list_3_lession_title":["Build SQL-based transformation pipelines"],"_course_section_3_section_1_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list":["4"],"_course_section_3_section_1_lesson_list":["field_612f530a0ac40"],"course_section_3_section_2_title":["Lab Content "],"_course_section_3_section_2_title":["field_612f5233b0278"],"course_section_3_section_2_lesson_list_0_lession_title":[" Lab: Create and Execute a SQL Workflow in Dataform "],"_course_section_3_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_2_lesson_list":["1"],"_course_section_3_section_2_lesson_list":["field_612f530a0ac40"],"course_section_3_section":["4"],"_course_section_3_section":["field_612f51e6b0277"],"course_section_4_module_title":["The Extract, Transform, and Load Data Pipeline Pattern"],"_course_section_4_module_title":["field_612f5535940c3"],"course_section_4_module_description":[""],"_course_section_4_module_description":["field_612f564c921af"],"course_section_4_section_0_title":["Topics"],"_course_section_4_section_0_title":["field_612f5233b0278"],"course_section_4_section_0_lesson_list_0_lession_title":["Extract, transform, and load (ETL) architecture"],"_course_section_4_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_1_lession_title":["Google Cloud GUI tools for ETL data pipelines"],"_course_section_4_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_2_lession_title":["Batch data processing using Dataproc"],"_course_section_4_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_3_lession_title":["Streaming data processing options"],"_course_section_4_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_4_lession_title":["Bigtable and data pipelines "],"_course_section_4_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list":["5"],"_course_section_4_section_0_lesson_list":["field_612f530a0ac40"],"course_section_4_section_1_title":["Learning Objectives "],"_course_section_4_section_1_title":["field_612f5233b0278"],"course_section_4_section_1_lesson_list_0_lession_title":["Understand ETL architecture and workflows"],"_course_section_4_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list_1_lession_title":["Explore Dataproc for batch data processing"],"_course_section_4_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list_2_lession_title":["Use Dataproc Serverless for Spark-based ETL"],"_course_section_4_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list_3_lession_title":[" Understand streaming pipeline options using Dataflow"],"_course_section_4_section_1_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list_4_lession_title":["Explore Bigtable use cases in real-time pipelines"],"_course_section_4_section_1_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list":["5"],"_course_section_4_section_1_lesson_list":["field_612f530a0ac40"],"course_section_4_section_2_title":["Lab Content "],"_course_section_4_section_2_title":["field_612f5233b0278"],"course_section_4_section_2_lesson_list_0_lession_title":[" Lab: Use Dataproc Serverless for Spark to Load BigQuery (Optional for ILT)"],"_course_section_4_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_2_lesson_list":["2"],"_course_section_4_section_2_lesson_list":["field_612f530a0ac40"],"course_section_4_section":["4"],"_course_section_4_section":["field_612f51e6b0277"],"course_section_5_module_title":["Automation Techniques"],"_course_section_5_module_title":["field_612f5535940c3"],"course_section_5_module_description":[""],"_course_section_5_module_description":["field_612f564c921af"],"course_section_5_section_0_title":["Lecture Content "],"_course_section_5_section_0_title":["field_612f5233b0278"],"course_section_5_section_0_lesson_list_0_lession_title":["Automation patterns and options for pipelines "],"_course_section_5_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_1_lession_title":["Cloud Scheduler and Workflows"],"_course_section_5_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_2_lession_title":["Cloud Composer"],"_course_section_5_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_3_lession_title":["Cloud Run Functions"],"_course_section_5_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_4_lession_title":["Eventarc "],"_course_section_5_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list":["5"],"_course_section_5_section_0_lesson_list":["field_612f530a0ac40"],"course_section_5_section_1_title":["Learning Objectives "],"_course_section_5_section_1_title":["field_612f5233b0278"],"course_section_5_section_1_lesson_list_0_lession_title":[" Understand automation patterns for data pipelines"],"_course_section_5_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list_1_lession_title":["Explore Cloud Scheduler and Workflows orchestration"],"_course_section_5_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list_2_lession_title":["Use Cloud Composer for workflow automation"],"_course_section_5_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list_3_lession_title":["Understand Eventarc event-driven architectures"],"_course_section_5_section_1_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list_4_lession_title":["Explore Cloud Run functions for automation workflows"],"_course_section_5_section_1_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list":["5"],"_course_section_5_section_1_lesson_list":["field_612f530a0ac40"],"course_section_5_section_2_title":["Lab Content "],"_course_section_5_section_2_title":["field_612f5233b0278"],"course_section_5_section_2_lesson_list_0_lession_title":["Lab: Use Cloud Run Functions to Load BigQuery (Optional for ILT)"],"_course_section_5_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_2_lesson_list":["1"],"_course_section_5_section_2_lesson_list":["field_612f530a0ac40"],"course_section_5_section":["4"],"_course_section_5_section":["field_612f51e6b0277"],"_yoast_wpseo_title":["Introduction to Data Engineering on Google Cloud | CloudThat"],"_yoast_wpseo_metadesc":["Learn the fundamentals of data engineering on Google Cloud. Explore key concepts, tools, and best practices to build scalable data pipelines and manage big data efficiently. Perfect for beginners!"],"_regular_price_wmcp":["{\"USD\":\"749\",\"GBP\":\"649\",\"BDT\":\"25900\"}"],"wpdocs-meta-rand":["13255"],"wpdocs-meta-aed":["2932"],"offline_price":[""],"offline-bdt":[""],"offline-gbp":[""],"offline-rand":[""],"offline-aed":[""],"offline-usd":[""],"_thumbnail_id":["12394"],"after_completing_course_4_desciption":["Explore data migration and replication solutions on Google Cloud"],"_after_completing_course_4_desciption":["field_6103ad2f9f5b2"],"after_completing_course_5_desciption":["Build EL, ELT, and ETL data pipelines"],"_after_completing_course_5_desciption":["field_6103ad2f9f5b2"],"after_completing_course_6_desciption":[" Understand streaming analytics and real-time processing workflows"],"_after_completing_course_6_desciption":["field_6103ad2f9f5b2"],"after_completing_course_7_desciption":["Utilize Dataproc and Dataflow for batch and streaming pipelines"],"_after_completing_course_7_desciption":["field_6103ad2f9f5b2"],"after_completing_course_8_desciption":[" Automate workflows using Cloud Composer, Workflows, and Eventarc"],"_after_completing_course_8_desciption":["field_6103ad2f9f5b2"],"after_completing_course_9_desciption":["Build scalable and automated data engineering solutions on Google Cloud"],"_after_completing_course_9_desciption":["field_6103ad2f9f5b2"],"course_section_0_section_3_title":["Activities "],"_course_section_0_section_3_title":["field_612f5233b0278"],"course_section_0_section_3_lesson_list_0_lession_title":["Quiz"],"_course_section_0_section_3_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_3_lesson_list":["1"],"_course_section_0_section_3_lesson_list":["field_612f530a0ac40"],"course_section_1_section_0_lesson_list_4_lession_title":["Storage Transfer Service"],"_course_section_1_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_5_lession_title":["Transfer Appliance"],"_course_section_1_section_0_lesson_list_5_lession_title":["field_612f533b0ac41"],"course_section_1_section_3_title":["Activities "],"_course_section_1_section_3_title":["field_612f5233b0278"],"course_section_1_section_3_lesson_list_0_lession_title":["Quiz"],"_course_section_1_section_3_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_3_lesson_list":["1"],"_course_section_1_section_3_lesson_list":["field_612f530a0ac40"],"course_section_2_section_3_title":["Activities "],"_course_section_2_section_3_title":["field_612f5233b0278"],"course_section_2_section_3_lesson_list_0_lession_title":[" Quiz"],"_course_section_2_section_3_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_3_lesson_list":["1"],"_course_section_2_section_3_lesson_list":["field_612f530a0ac40"],"course_section_3_section_3_title":["Activities "],"_course_section_3_section_3_title":["field_612f5233b0278"],"course_section_3_section_3_lesson_list_0_lession_title":[" Quiz "],"_course_section_3_section_3_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_3_lesson_list":["1"],"_course_section_3_section_3_lesson_list":["field_612f530a0ac40"],"course_section_4_section_2_lesson_list_1_lession_title":[" Lab: Creating a Streaming Data Pipeline for a Real-Time Dashboard with Dataflow"],"_course_section_4_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_3_title":["Activities "],"_course_section_4_section_3_title":["field_612f5233b0278"],"course_section_4_section_3_lesson_list_0_lession_title":[" Quiz"],"_course_section_4_section_3_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_3_lesson_list":["1"],"_course_section_4_section_3_lesson_list":["field_612f530a0ac40"],"who_should_attend_3_attend_lists":["Analytics Professionals"],"_who_should_attend_3_attend_lists":["field_6103adfb3f3e4"],"who_should_attend_4_attend_lists":["Cloud Engineers"],"_who_should_attend_4_attend_lists":["field_6103adfb3f3e4"],"who_should_attend_5_attend_lists":[" Developers working with analytics and ETL workflows"],"_who_should_attend_5_attend_lists":["field_6103adfb3f3e4"],"who_should_attend_6_attend_lists":["Professionals beginning with cloud data engineering"],"_who_should_attend_6_attend_lists":["field_6103adfb3f3e4"],"course_features_1_heading":["Learning Objective of Introduction to Data Engineering on Google Cloud "],"_course_features_1_heading":["field_644a0fae0e67e"],"course_features_1_features_list_0_list":["<span class=\"TextRun SCXW175409103 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW175409103 BCX8\">This course enables learners to understand the fundamentals of data engineering on Google Cloud and build scalable, automated, and cloud-native data pipelines using Google Cloud analytics and orchestration services.<\/span><\/span><span class=\"EOP SCXW175409103 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_0_list":["field_644a0fc80e680"],"course_features_1_features_list":["1"],"_course_features_1_features_list":["field_644a0fb70e67f"],"course_features_1_background_color":[""],"_course_features_1_background_color":["field_644a0fde0e681"],"course_section_5_section_3_title":["Activities "],"_course_section_5_section_3_title":["field_612f5233b0278"],"course_section_5_section_3_lesson_list_0_lession_title":["Quiz "],"_course_section_5_section_3_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_3_lesson_list":["1"],"_course_section_5_section_3_lesson_list":["field_612f530a0ac40"]},"acf":[],"_links":{"self":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/23677"}],"collection":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses"}],"about":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/types\/stm-courses"}],"author":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/users\/13"}],"version-history":[{"count":8,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/23677\/revisions"}],"predecessor-version":[{"id":29224,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/23677\/revisions\/29224"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/media\/12394"}],"wp:attachment":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/media?parent=23677"}],"wp:term":[{"taxonomy":"stm_lms_course_taxonomy","embeddable":true,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm_lms_course_taxonomy?post=23677"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}