{"id":11542,"date":"2022-08-20T16:53:52","date_gmt":"2022-08-20T16:53:52","guid":{"rendered":"https:\/\/www.cloudthat.com\/training\/?post_type=stm-courses&#038;p=11542"},"modified":"2026-07-14T10:57:25","modified_gmt":"2026-07-14T10:57:25","slug":"google-professional-cloud-data-engineer-certification-training","status":"publish","type":"stm-courses","link":"https:\/\/www.cloudthat.com\/training\/google-cloud-certification\/google-cloud-professional-data-engineer-certification-training","title":{"rendered":"Google Cloud Professional Data Engineer Certification Training"},"content":{"rendered":"<p><span data-contrast=\"auto\">This course provides learners with hands-on experience in designing and building modern data engineering systems on Google Cloud. Through lectures, demos, labs, and classroom activities, participants will learn how to design scalable data architectures, build batch and streaming pipelines, implement\u00a0lakehouse\u00a0solutions, automate workflows, and integrate AI\/ML capabilities into data platforms.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The course covers structured, unstructured, and streaming data processing using Google Cloud data engineering products and modern data architecture principles.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This course provides learners with hands-on experience in designing and building modern data engineering systems on Google Cloud. Through lectures, demos, labs, and classroom activities, participants will learn how to design scalable data architectures, build batch and streaming pipelines, implement\u00a0lakehouse\u00a0solutions, automate workflows, and integrate AI\/ML capabilities into data platforms.\u00a0 The course covers structured, unstructured, and [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":12394,"template":"","meta":{"footnotes":""},"stm_lms_course_taxonomy":[58],"metadata":{"permalink_customizer":["google-cloud-certification\/google-cloud-professional-data-engineer-certification-training"],"permalink_customizer_regenerate_status":["1"],"stm_lms_product_id":["13600"],"_edit_last":["7038"],"_wp_page_template":["default"],"apss_content_flag":["0"],"lsq_tracking":["a:2:{s:8:\"tracking\";s:0:\"\";s:5:\"score\";s:0:\"\";}"],"_yoast_wpseo_content_score":["90"],"_yoast_wpseo_estimated-reading-time-minutes":["1"],"duration":[""],"_duration":["field_5fa0f3f0c86eb"],"day_1":[""],"_day_1":["field_5fce082f42f1e"],"time":[""],"_time":["field_5fce084742f1f"],"day_2":[""],"_day_2":["field_5fce085142f20"],"time_2":[""],"_time_2":["field_5fce089942f21"],"day_3":[""],"_day_3":["field_5fce08df42f22"],"time_3":[""],"_time_3":["field_5fce08f842f23"],"banner_image":[""],"_banner_image":["field_621873548f922"],"banner_description":["Learn to Design, Build, Automate, Secure, and Optimize Batch and Streaming Data Processing Systems using Google Cloud\u2019s Modern Data Engineering Platform. \r\n\r\n"],"_banner_description":["field_612c733ed3564"],"after_completing_course_0_desciption":[" Design scalable and secure data processing systems on Google Cloud.  "],"_after_completing_course_0_desciption":["field_6103ad2f9f5b2"],"after_completing_course_1_desciption":["Build and manage batch and streaming data pipelines."],"_after_completing_course_1_desciption":["field_6103ad2f9f5b2"],"after_completing_course":["8"],"_after_completing_course":["field_6103aae828228"],"key_features":["8"],"_key_features":["field_6103aaff28229"],"who_should_attend_0_attend_lists":["Data Engineers"],"_who_should_attend_0_attend_lists":["field_6103adfb3f3e4"],"who_should_attend":["3"],"_who_should_attend":["field_6103ab0d2822a"],"prerequisites_text":["<span data-contrast=\"auto\">Prior knowledge gained through the following courses will be beneficial:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span>\r\n<ul>\r\n \t<li><a href=\"https:\/\/www.cloudthat.com\/training\/google-cloud-certification\/google-cloud-fundamentals-core-infrastructure\"><span data-contrast=\"none\">Google Cloud Fundamentals: Core Infrastructure<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/a><\/li>\r\n \t<li><a href=\"https:\/\/www.cloudthat.com\/training\/google-cloud-certification\/introduction-to-data-engineering-on-google-cloud\"><span data-contrast=\"none\">Introduction to Data Engineering on Google Cloud<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\r\n \t<li><a href=\"https:\/\/www.cloudthat.com\/training\/google-cloud-certification\/introduction-to-ai-and-machine-learning-on-google-cloud\"><span data-contrast=\"none\">Introduction to AI and Machine Learning on Google Cloud<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/a><\/li>\r\n<\/ul>"],"_prerequisites_text":["field_612c7498c4b84"],"certification":["1"],"_certification":["field_6103ab1a2822b"],"about_trainer":[""],"_about_trainer":["field_6103ab6c2822f"],"course_fee_list":[""],"_course_fee_list":["field_6103abb728234"],"brochure_pdf":["16870"],"_brochure_pdf":["field_61232e258f89b"],"trainer":[""],"_trainer":["field_6124990e13784"],"course_section":["19"],"_course_section":["field_612f4f27b0276"],"note_section":[""],"_note_section":["field_616d3ed46bbd2"],"popular_sort":[""],"_popular_sort":["field_6172496402af3"],"related_courses":["a:3:{i:0;s:4:\"8293\";i:1;s:5:\"11538\";i:2;s:4:\"8287\";}"],"_related_courses":["field_61c453ca6b2dd"],"review_rating":[""],"_review_rating":["field_62a813a92bee6"],"total_review_count":["2788"],"_total_review_count":["field_62b002d8d2de5"],"average_review_count":["4.7"],"_average_review_count":["field_62b00367d2de6"],"scorm_package":[""],"curriculum":[""],"shareware":[""],"featured":["on"],"views":["8142"],"level":["Professional"],"current_students":["0"],"duration_info":["4 Day"],"video_duration":[""],"status":[""],"status_dates":[""],"not_single_sale":[""],"price":["231800"],"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 should attend this course? \",\"answer\":\"This course is designed for data engineers, analysts, and architects building modern data platforms on Google Cloud. \"},{\"question\":\" Is this course hands-on?\",\"answer\":\"Yes. The course includes multiple labs, architecture workshops, pipeline exercises, and real-world streaming scenarios. \"},{\"question\":\"What technologies are covered?\",\"answer\":\"The course covers BigQuery, Dataflow, Dataproc, Pub\/Sub, Bigtable, BigLake, Vertex AI, and several Google Cloud data services. \"},{\"question\":\"Will streaming pipelines be covered?\",\"answer\":\"Yes. Streaming ETL, streaming analytics, reverse ETL, Pub\/Sub, Kafka, and Dataflow are major focus areas. \"},{\"question\":\"Does the course include lakehouse architectures? \",\"answer\":\"Yes. Learners will explore modern lakehouse architectures using BigLake, BigQuery, and Apache Iceberg. \"},{\"question\":\"What is the delivery format?\",\"answer\":\"The course is available in Instructor-Led Training (ILT) and On-Demand formats. \"},{\"question\":\"Is programming knowledge required? \",\"answer\":\"Yes. SQL proficiency and familiarity with Python are recommended. \"},{\"question\":\"Will I receive a certificate?\",\"answer\":\"Yes. A CloudThat Course Completion Certificate will be awarded after successful completion of the training. \"}]"],"course_files_pack":[""],"course_certificate":[""],"type":[""],"preview":[""],"lesson_excerpt":[""],"lesson_video_poster":[""],"lesson_video_url":[""],"lesson_video":[""],"lesson_files_pack":[""],"stream_start_date":[""],"stream_start_time":[""],"stream_end_date":[""],"stream_end_time":[""],"timezone":[""],"stm_password":[""],"join_before_host":[""],"option_host_video":[""],"option_participants_video":[""],"option_mute_participants":[""],"option_enforce_login":[""],"questions":[""],"quiz_style":[""],"duration_measure":[""],"correct_answer":[""],"passing_grade":[""],"re_take_cut":[""],"random_questions":[""],"answers":[""],"question_explanation":[""],"review_course":[""],"review_user":[""],"review_mark":[""],"order":[""],"absolute":[""],"sticky":[""],"sticky_threshold":[""],"sticky_threshold_color":[""],"stm_agenda":[""],"stm_host":[""],"stm_date":[""],"stm_time":[""],"stm_timezone":[""],"stm_duration":[""],"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":[""],"assignment_tries":[""],"assignment_files":[""],"editor_comment":[""],"try_num":[""],"start_time":[""],"assignment_id":[""],"student_id":[""],"course_id":[""],"key_features_0_lists":["<span class=\"TextRun SCXW86056594 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW86056594 BCX8\">Modern Data Engineering Foundations<\/span><\/span>"],"_key_features_0_lists":["field_6103ad559f5b3"],"key_features_1_lists":["<span class=\"TextRun SCXW244570942 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW244570942 BCX8\"> Lakehouse and Data Warehouse Architectures<\/span><\/span>"],"_key_features_1_lists":["field_6103ad559f5b3"],"key_features_2_lists":["<span class=\"TextRun SCXW11296022 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW11296022 BCX8\">Batch and Streaming Data Pipelines<\/span><\/span>"],"_key_features_2_lists":["field_6103ad559f5b3"],"key_features_3_lists":["<span class=\"TextRun SCXW127132160 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW127132160 BCX8\">Automation and Orchestration<\/span><\/span>"],"_key_features_3_lists":["field_6103ad559f5b3"],"key_features_4_lists":["<span class=\"TextRun SCXW111203025 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW111203025 BCX8\">Data Quality, Governance, and Security<\/span><\/span>"],"_key_features_4_lists":["field_6103ad559f5b3"],"key_features_5_lists":["<span class=\"TextRun SCXW35117184 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW35117184 BCX8\">AI\/ML and Advanced Analytics Integration<\/span><\/span>"],"_key_features_5_lists":["field_6103ad559f5b3"],"certification_0_short_description":["CloudThat Course Completion Certificate will be awarded to all learners who complete the training"],"_certification_0_short_description":["field_6103ab2f2822c"],"certification_0_list_content":[""],"_certification_0_list_content":["field_6103ab4a2822d"],"certification_0_image":["9737"],"_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":["Topics "],"_course_section_0_section_0_title":["field_612f5233b0278"],"course_section_0_section_0_lesson_list_0_lession_title":["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 and 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 Solutions"],"_course_section_0_section_0_lesson_list_3_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":["3"],"_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":["Topics "],"_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":["gcloud CLI  "],"_course_section_1_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_2_lession_title":["Storage Transfer Service"],"_course_section_1_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list":["5"],"_course_section_1_section_0_lesson_list":["field_612f530a0ac40"],"course_section_1_section":["3"],"_course_section_1_section":["field_612f51e6b0277"],"course_section_2_module_title":[" 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":["Topics "],"_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":["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":["3"],"_course_section_2_section":["field_612f51e6b0277"],"course_section_3_module_title":["Extract, Load, and Transform (ELT) 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":["Topics "],"_course_section_3_section_0_title":["field_612f5233b0278"],"course_section_3_section_0_lesson_list_0_lession_title":["ELT Architecture  "],"_course_section_3_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list_1_lession_title":["BigQuery SQL Scripting  "],"_course_section_3_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list_2_lession_title":["Scheduling  "],"_course_section_3_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list_3_lession_title":["Dataform  "],"_course_section_3_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_3_section_0_lesson_list":["4"],"_course_section_3_section_0_lesson_list":["field_612f530a0ac40"],"course_section_3_section":["3"],"_course_section_3_section":["field_612f51e6b0277"],"_yoast_wpseo_primary_stm_lms_course_taxonomy":[""],"custom_permalink":["gcp\/google-cloud-professional-data-engineer-certification-training\/"],"_thumbnail_id":["12394"],"course_section_1_section_0_lesson_list_3_lession_title":["Transfer Appliance"],"_course_section_1_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"_wp_old_date":["2022-07-21"],"course_section_1_section_0_lesson_list_4_lession_title":["Datastream  "],"_course_section_1_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_title":["Learning Outcomes "],"_course_section_1_section_1_title":["field_612f5233b0278"],"course_section_1_section_1_lesson_list_0_lession_title":["Design data replication and migration strategies.  "],"_course_section_1_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list_1_lession_title":["Use Datastream and transfer services effectively.   "],"_course_section_1_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list":["2"],"_course_section_1_section_1_lesson_list":["field_612f530a0ac40"],"course_section_2_section_1_title":["Learning Outcomes "],"_course_section_2_section_1_title":["field_612f5233b0278"],"course_section_2_section_1_lesson_list_0_lession_title":["Build extract-and-load pipelines.  "],"_course_section_2_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list_1_lession_title":["Use BigLake for non-extract-load patterns.  "],"_course_section_2_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list":["2"],"_course_section_2_section_1_lesson_list":["field_612f530a0ac40"],"course_section_3_section_1_title":["Learning Outcomes "],"_course_section_3_section_1_title":["field_612f5233b0278"],"course_section_3_section_1_lesson_list_0_lession_title":["Build ELT workflows using BigQuery and Dataform.  "],"_course_section_3_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list_1_lession_title":["Automate SQL transformations and scheduling.  "],"_course_section_3_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_3_section_1_lesson_list":["2"],"_course_section_3_section_1_lesson_list":["field_612f530a0ac40"],"course_section_4_module_title":[" Extract, Transform, and Load (ETL) 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":["ETL Architecture  "],"_course_section_4_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_1_lession_title":["GUI Tools for ETL  "],"_course_section_4_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_2_lession_title":["Dataproc  "],"_course_section_4_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_3_lession_title":["Streaming Processing  "],"_course_section_4_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_4_section_0_lesson_list_4_lession_title":["Bigtable 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 Outcomes "],"_course_section_4_section_1_title":["field_612f5233b0278"],"course_section_4_section_1_lesson_list_0_lession_title":["Design ETL pipelines using Dataproc and Dataflow.  "],"_course_section_4_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list_1_lession_title":["Implement batch and streaming processing architectures"],"_course_section_4_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_1_lesson_list":["2"],"_course_section_4_section_1_lesson_list":["field_612f530a0ac40"],"course_section_4_section":["3"],"_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":["Topics "],"_course_section_5_section_0_title":["field_612f5233b0278"],"course_section_5_section_0_lesson_list_0_lession_title":["Automation Patterns  "],"_course_section_5_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_1_lession_title":["Cloud Scheduler  "],"_course_section_5_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_2_lession_title":["Workflows  "],"_course_section_5_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_3_lession_title":["Cloud Composer  "],"_course_section_5_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_4_lession_title":["Cloud Run Functions  "],"_course_section_5_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list_5_lession_title":["Eventarc  "],"_course_section_5_section_0_lesson_list_5_lession_title":["field_612f533b0ac41"],"course_section_5_section_0_lesson_list":["6"],"_course_section_5_section_0_lesson_list":["field_612f530a0ac40"],"course_section_5_section_1_title":["Learning Outcomes "],"_course_section_5_section_1_title":["field_612f5233b0278"],"course_section_5_section_1_lesson_list_0_lession_title":["Automate and orchestrate data workflows.  "],"_course_section_5_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list_1_lession_title":["Implement event-driven automation solutions.  "],"_course_section_5_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_5_section_1_lesson_list":["2"],"_course_section_5_section_1_lesson_list":["field_612f530a0ac40"],"course_section_5_section":["3"],"_course_section_5_section":["field_612f51e6b0277"],"course_mark_average":["0"],"course_marks":["a:0:{}"],"_yoast_wpseo_canonical":["https:\/\/www.cloudthat.com\/training\/google-cloud-certification\/google-cloud-professional-data-engineer-certification-training"],"_edit_lock":["1784026559:7038"],"_wpb_vc_js_status":["false"],"_yoast_wpseo_wordproof_timestamp":[""],"video_type":[""],"presto_player_idx":[""],"lesson_video_width":[""],"lesson_shortcode":[""],"lesson_embed_ctx":[""],"lesson_youtube_url":[""],"lesson_stream_url":[""],"lesson_vimeo_url":[""],"lesson_ext_link_url":[""],"question_view_type":[""],"stm_select_approved_denied":[""],"stm_multiselect_approved":[""],"stm_multiselect_denied":[""],"sale_price_dates_start":[""],"sale_price_dates_end":[""],"course_banner_image":[""],"_course_banner_image":["field_63c69a6b81cf1"],"banner_url":[""],"_banner_url":["field_63c69a9681cf2"],"popular_course":["0"],"_popular_course":["field_64253688bc2e5"],"mobile_banner_image":[""],"_mobile_banner_image":["field_63cf93896d207"],"banner_link":[""],"_banner_link":["field_63c69a9681cf2"],"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":["Salient Google Cloud Professional Data Engineer Certification Training Benefits"],"_course_features_0_heading":["field_644a0fae0e67e"],"course_features_0_features_list":["10"],"_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"],"_yoast_wpseo_title":["Google Cloud Professional Data Engineer Certification Training"],"_yoast_wpseo_metadesc":["Prepare for the Google Cloud Professional Data Engineer certification with hands-on training"],"overview_section_heading":["Google Professional Data Engineer Certification - Course Overview"],"_overview_section_heading":["field_64538867ffdd0"],"after_completing_course_heading":["After Completing Google Professional Data Engineer Certification Course, Students Will be Able To:"],"_after_completing_course_heading":["field_645c78ade3f50"],"key_features_heading":["Main Highlights of GCP Data Engineer Course"],"_key_features_heading":["field_645388ceffdd1"],"who_should_attend_heading":["Who should attend Google Cloud Data Engineer Training ?"],"_who_should_attend_heading":["field_645388faffdd2"],"who_should_attend_1_attend_lists":["Data Analysts  "],"_who_should_attend_1_attend_lists":["field_6103adfb3f3e4"],"who_should_attend_2_attend_lists":["Data Architects  "],"_who_should_attend_2_attend_lists":["field_6103adfb3f3e4"],"prerequisites_heading":["Prerequisites of Google Professional Data Engineer Certification"],"_prerequisites_heading":["field_64538a51ffdd3"],"course_features_0_features_list_0_list":["Comprehensive coverage: Google cloud data engineer training covers all the topics needed to pass the Google Certified Professional Data Engineer exam, including GCP data engineering services, data modeling, data warehousing, data ingestion, and data processing."],"_course_features_0_features_list_0_list":["field_644a0fc80e680"],"course_features_0_features_list_1_list":["Hands-on experience: Google data engineer course includes hands-on labs and projects that allow you to gain practical experience with GCP services and data engineering tasks."],"_course_features_0_features_list_1_list":["field_644a0fc80e680"],"course_features_0_features_list_2_list":["Expert instructors: The training is delivered by experienced instructors who are certified Google Cloud Professionals and have real-world experience in data engineering."],"_course_features_0_features_list_2_list":["field_644a0fc80e680"],"course_features_0_features_list_3_list":["Flexible learning options: Google cloud certified data engineer is available in various formats, including instructor-led online classes, on-demand videos, and self-paced e-learning courses, allowing you to choose the course of study that most closely matches your schedule and learning style."],"_course_features_0_features_list_3_list":["field_644a0fc80e680"],"course_features_0_features_list_4_list":["Exam preparation: The training provides exam preparation materials, including practice exams, exam tips, and study guides, will assist you in getting ready for the Google Certified Professional Data Engineer exam."],"_course_features_0_features_list_4_list":["field_644a0fc80e680"],"course_features_0_features_list_5_list":["Career advancement: Earning the Google Certified Professional Data Engineer certification can enhance your career prospects and demonstrate your expertise in GCP data engineering to potential employers."],"_course_features_0_features_list_5_list":["field_644a0fc80e680"],"course_features_0_features_list_6_list":["Recognition: The Google Certified Professional Data Engineer certification is recognized globally as a validation of your skills and expertise in data engineering."],"_course_features_0_features_list_6_list":["field_644a0fc80e680"],"course_features_0_features_list_7_list":["Networking opportunities: The training provides opportunities to connect with other data engineering professionals and learn from their experiences and perspectives."],"_course_features_0_features_list_7_list":["field_644a0fc80e680"],"course_features_0_features_list_8_list":["Access to GCP resources: As a Google Certified Professional Data Engineer, you will have access to GCP resources and support to help you keep abreast with new breakthroughs in data engineering."],"_course_features_0_features_list_8_list":["field_644a0fc80e680"],"course_features_0_features_list_9_list":["Ongoing learning: The training provides a foundation for ongoing learning and development in data engineering, helping you to stay competitive in a rapidly evolving industry"],"_course_features_0_features_list_9_list":["field_644a0fc80e680"],"course_features_1_heading":["Google Professional Data Engineer Training Roadmap"],"_course_features_1_heading":["field_644a0fae0e67e"],"course_features_1_features_list_0_list":["Gain foundational knowledge: Start with learning the basics of data engineering, including data modeling, data warehousing, data ingestion, and data processing."],"_course_features_1_features_list_0_list":["field_644a0fc80e680"],"course_features_1_features_list_1_list":["Learn GCP services: Next, learn about the GCP services that are relevant to data engineering, such as BigQuery, Cloud Storage, Cloud Dataproc, and Cloud Pub\/Sub."],"_course_features_1_features_list_1_list":["field_644a0fc80e680"],"course_features_1_features_list_2_list":["Hands-on experience: Gain hands-on experience with GCP services by completing projects and labs that focus on data engineering tasks such as building data pipelines, optimizing queries, and designing data models."],"_course_features_1_features_list_2_list":["field_644a0fc80e680"],"course_features_1_features_list_3_list":["Study for the exam: Use study materials and practice exams to prepare for the Google Certified Professional Data Engineer exam, which tests your knowledge of GCP data engineering services, best practices, and troubleshooting techniques."],"_course_features_1_features_list_3_list":["field_644a0fc80e680"],"course_features_1_features_list_4_list":["Take the exam: Schedule and take the Google Certified Professional Data Engineer exam, which is a timed, multiple-choice exam that assesses your ability to design, build, operationalize, and secure data processing systems using GCP."],"_course_features_1_features_list_4_list":["field_644a0fc80e680"],"course_features_1_features_list_5_list":["Achieve certification: Upon passing the exam, you will earn the Google Certified Professional Data Engineer Certificate, which demonstrates your knowledge and expertise in GCP data engineering."],"_course_features_1_features_list_5_list":["field_644a0fc80e680"],"course_features_1_features_list_6_list":["Keep up-to-date: As technology evolves and new GCP services are released, it is important to stay up-to-date with the latest developments. Utilise the options for continued training and certification to keep your skills current and relevant."],"_course_features_1_features_list_6_list":["field_644a0fc80e680"],"course_features_1_features_list":["7"],"_course_features_1_features_list":["field_644a0fb70e67f"],"course_features_1_background_color":["a:1:{i:0;s:5:\"white\";}"],"_course_features_1_background_color":["field_644a0fde0e681"],"certification_heading":["Certification details of Google Professional Data Engineer Certification"],"_certification_heading":["field_64538bffffdd5"],"course_fee_heading":[""],"_course_fee_heading":["field_64538c1cffdd6"],"course_outline_heading":["Course outline for CloudThat Course Completion Certificate will be awarded to all learners who complete the training"],"_course_outline_heading":["field_64538a8effdd4"],"reviews_heading":[""],"_reviews_heading":["field_64538c39ffdd7"],"faq_heading":[""],"_faq_heading":["field_64538c59ffdd8"],"wpdocs-meta-bdt":["44900"],"wpdocs-meta-gbp":["3599"],"wpdocs-meta-usd":["4799"],"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"],"educational_schema":[""],"_educational_schema":["field_652fbbf6f589a"],"_regular_price_wmcp":["{\"USD\":\"1599\",\"GBP\":\"1399\",\"BDT\":\"44900\"}"],"wpdocs-meta-rand":["79615"],"wpdocs-meta-aed":["17612"],"offline_price":[""],"offline-bdt":[""],"offline-gbp":[""],"offline-rand":[""],"offline-aed":[""],"offline-usd":[""],"hide_enroll_now":["0"],"_hide_enroll_now":["field_6a45fc1a64051"],"hide_course_dates":["0"],"_hide_course_dates":["field_6a4f85ffde416"],"after_completing_course_2_desciption":["Implement modern data lakehouse architectures.  "],"_after_completing_course_2_desciption":["field_6103ad2f9f5b2"],"after_completing_course_3_desciption":["Automate orchestration and workflow management."],"_after_completing_course_3_desciption":["field_6103ad2f9f5b2"],"after_completing_course_4_desciption":["Use BigQuery, Dataflow, Dataproc, Pub\/Sub, and Bigtable effectively."],"_after_completing_course_4_desciption":["field_6103ad2f9f5b2"],"after_completing_course_5_desciption":["Apply AI\/ML and analytics capabilities to data engineering workflows.  "],"_after_completing_course_5_desciption":["field_6103ad2f9f5b2"],"after_completing_course_6_desciption":["Implement monitoring, governance, and observability practices.  "],"_after_completing_course_6_desciption":["field_6103ad2f9f5b2"],"after_completing_course_7_desciption":["Build operational and analytical data platforms using Google Cloud services.  "],"_after_completing_course_7_desciption":["field_6103ad2f9f5b2"],"key_features_6_lists":["<span class=\"TextRun SCXW159601885 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW159601885 BCX8\">Observability and Monitoring<\/span><\/span>"],"_key_features_6_lists":["field_6103ad559f5b3"],"key_features_7_lists":["<span class=\"TextRun SCXW92538039 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW92538039 BCX8\">Real-World Hands-On Labs and Use Cases<\/span><\/span><span class=\"EOP SCXW92538039 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_key_features_7_lists":["field_6103ad559f5b3"],"course_section_0_section_0_lesson_list_4_lession_title":["Metadata Management  "],"_course_section_0_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_5_lession_title":["Analytics Hub  "],"_course_section_0_section_0_lesson_list_5_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_title":["Learning Outcomes "],"_course_section_0_section_1_title":["field_612f5233b0278"],"course_section_0_section_1_lesson_list_0_lession_title":["Understand core data engineering responsibilities.  "],"_course_section_0_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_1_lession_title":["Compare storage and metadata management solutions.  "],"_course_section_0_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_2_lession_title":["Share datasets using Analytics Hub.  "],"_course_section_0_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list":["3"],"_course_section_0_section_1_lesson_list":["field_612f530a0ac40"],"course_section_0_section_2_title":["Activities "],"_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_lession_title":["Quiz  "],"_course_section_0_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_2_lesson_list":["2"],"_course_section_0_section_2_lesson_list":["field_612f530a0ac40"],"course_section_1_section_2_title":["Activities "],"_course_section_1_section_2_title":["field_612f5233b0278"],"course_section_1_section_2_lesson_list_0_lession_title":["Migration Architecture Discussion  "],"_course_section_1_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_1_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_2_lesson_list":["2"],"_course_section_1_section_2_lesson_list":["field_612f530a0ac40"],"course_section_2_section_2_title":["Activities "],"_course_section_2_section_2_title":["field_612f5233b0278"],"course_section_2_section_2_lesson_list_0_lession_title":["Lab: BigLake Qwik Start  "],"_course_section_2_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_2_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_2_lesson_list":["2"],"_course_section_2_section_2_lesson_list":["field_612f530a0ac40"],"course_section_3_section_2_title":["Activities "],"_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_lession_title":["Quiz  "],"_course_section_3_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_3_section_2_lesson_list":["2"],"_course_section_3_section_2_lesson_list":["field_612f530a0ac40"],"course_section_4_section_2_title":["Activities "],"_course_section_4_section_2_title":["field_612f5233b0278"],"course_section_4_section_2_lesson_list_0_lession_title":["Lab: Dataproc Serverless for Spark  "],"_course_section_4_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_4_section_2_lesson_list_1_lession_title":["Lab: Streaming Dashboard with Dataflow  "],"_course_section_4_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_4_section_2_lesson_list_2_lession_title":["Quiz  "],"_course_section_4_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_4_section_2_lesson_list":["3"],"_course_section_4_section_2_lesson_list":["field_612f530a0ac40"],"course_section_5_section_2_title":["Activities "],"_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  "],"_course_section_5_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_5_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_5_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_5_section_2_lesson_list":["2"],"_course_section_5_section_2_lesson_list":["field_612f530a0ac40"],"course_section_6_module_title":[" Introduction to Modern Data Engineering"],"_course_section_6_module_title":["field_612f5535940c3"],"course_section_6_module_description":[""],"_course_section_6_module_description":["field_612f564c921af"],"course_section_6_section_0_title":["Topics "],"_course_section_6_section_0_title":["field_612f5233b0278"],"course_section_6_section_0_lesson_list_0_lession_title":["Data Lakes  "],"_course_section_6_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_6_section_0_lesson_list_1_lession_title":["Data Warehouses  "],"_course_section_6_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_6_section_0_lesson_list_2_lession_title":["Data Lakehouse  "],"_course_section_6_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_6_section_0_lesson_list_3_lession_title":["Architecture Selection  "],"_course_section_6_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_6_section_0_lesson_list":["4"],"_course_section_6_section_0_lesson_list":["field_612f530a0ac40"],"course_section_6_section_1_title":["Learning Outcomes "],"_course_section_6_section_1_title":["field_612f5233b0278"],"course_section_6_section_1_lesson_list_0_lession_title":["Compare modern data architecture patterns.  "],"_course_section_6_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_6_section_1_lesson_list_1_lession_title":["Evaluate lakehouse benefits and trade-offs.  "],"_course_section_6_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_6_section_1_lesson_list":["2"],"_course_section_6_section_1_lesson_list":["field_612f530a0ac40"],"course_section_6_section_2_title":["Activities "],"_course_section_6_section_2_title":["field_612f5233b0278"],"course_section_6_section_2_lesson_list_0_lession_title":["Architecture Comparison Workshop  "],"_course_section_6_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_6_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_6_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_6_section_2_lesson_list":["2"],"_course_section_6_section_2_lesson_list":["field_612f530a0ac40"],"course_section_6_section":["3"],"_course_section_6_section":["field_612f51e6b0277"],"course_section_7_module_title":["Building a Data Lakehouse"],"_course_section_7_module_title":["field_612f5535940c3"],"course_section_7_module_description":[""],"_course_section_7_module_description":["field_612f564c921af"],"course_section_7_section_0_title":["Topics "],"_course_section_7_section_0_title":["field_612f5233b0278"],"course_section_7_section_0_lesson_list_0_lession_title":["Cloud Storage Foundation  "],"_course_section_7_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_7_section_0_lesson_list_1_lession_title":["Apache Iceberg  "],"_course_section_7_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_7_section_0_lesson_list_2_lession_title":["BigQuery  "],"_course_section_7_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_7_section_0_lesson_list_3_lession_title":["AlloyDB  "],"_course_section_7_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_7_section_0_lesson_list_4_lession_title":["Federated Queries  "],"_course_section_7_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_7_section_0_lesson_list":["5"],"_course_section_7_section_0_lesson_list":["field_612f530a0ac40"],"course_section_7_section_1_title":["Learning Outcomes "],"_course_section_7_section_1_title":["field_612f5233b0278"],"course_section_7_section_1_lesson_list_0_lession_title":["Build unified lakehouse architectures.  "],"_course_section_7_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_7_section_1_lesson_list_1_lession_title":["Combine operational and analytical data.  "],"_course_section_7_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_7_section_1_lesson_list":["2"],"_course_section_7_section_1_lesson_list":["field_612f530a0ac40"],"course_section_7_section_2_title":["Activities "],"_course_section_7_section_2_title":["field_612f5233b0278"],"course_section_7_section_2_lesson_list_0_lession_title":["Lab: Federated Query with BigQuery  "],"_course_section_7_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_7_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_7_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_7_section_2_lesson_list":["2"],"_course_section_7_section_2_lesson_list":["field_612f530a0ac40"],"course_section_7_section":["3"],"_course_section_7_section":["field_612f51e6b0277"],"course_section_8_module_title":["Modernizing Data Warehouses"],"_course_section_8_module_title":["field_612f5535940c3"],"course_section_8_module_description":[""],"_course_section_8_module_description":["field_612f564c921af"],"course_section_8_section_0_title":["Topics "],"_course_section_8_section_0_title":["field_612f5233b0278"],"course_section_8_section_0_lesson_list_0_lession_title":["BigQuery Fundamentals  "],"_course_section_8_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_8_section_0_lesson_list_1_lession_title":["Partitioning and Clustering  "],"_course_section_8_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_8_section_0_lesson_list_2_lession_title":["BigLake  "],"_course_section_8_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_8_section_0_lesson_list_3_lession_title":["External Tables  "],"_course_section_8_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_8_section_0_lesson_list":["4"],"_course_section_8_section_0_lesson_list":["field_612f530a0ac40"],"course_section_8_section_1_title":["Learning Outcomes "],"_course_section_8_section_1_title":["field_612f5233b0278"],"course_section_8_section_1_lesson_list_0_lession_title":["Build scalable cloud data warehouses.  "],"_course_section_8_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_8_section_1_lesson_list_1_lession_title":["Use BigLake and external tables effectively.  "],"_course_section_8_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_8_section_1_lesson_list":["2"],"_course_section_8_section_1_lesson_list":["field_612f530a0ac40"],"course_section_8_section_2_title":["Activities "],"_course_section_8_section_2_title":["field_612f5233b0278"],"course_section_8_section_2_lesson_list_0_lession_title":["Lab: Querying External Data and Iceberg Tables  "],"_course_section_8_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_8_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_8_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_8_section_2_lesson_list":["2"],"_course_section_8_section_2_lesson_list":["field_612f530a0ac40"],"course_section_8_section":["3"],"_course_section_8_section":["field_612f51e6b0277"],"course_section_9_module_title":["Advanced Lakehouse Patterns and Governance "],"_course_section_9_module_title":["field_612f5535940c3"],"course_section_9_module_description":[""],"_course_section_9_module_description":["field_612f564c921af"],"course_section_9_section_0_title":["Topics "],"_course_section_9_section_0_title":["field_612f5233b0278"],"course_section_9_section_0_lesson_list_0_lession_title":["Governance and Security  "],"_course_section_9_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_9_section_0_lesson_list_1_lession_title":["Data Loss Prevention  "],"_course_section_9_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_9_section_0_lesson_list_2_lession_title":["Analytics and Machine Learning"],"_course_section_9_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_9_section_0_lesson_list_3_lession_title":["Migration Strategies  "],"_course_section_9_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_9_section_0_lesson_list":["4"],"_course_section_9_section_0_lesson_list":["field_612f530a0ac40"],"course_section_9_section_1_title":["Learning Outcomes "],"_course_section_9_section_1_title":["field_612f5233b0278"],"course_section_9_section_1_lesson_list_0_lession_title":["Implement governance and metadata management."],"_course_section_9_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_9_section_1_lesson_list_1_lession_title":["Enable advanced analytics and AI workloads.  "],"_course_section_9_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_9_section_1_lesson_list":["2"],"_course_section_9_section_1_lesson_list":["field_612f530a0ac40"],"course_section_9_section_2_title":["Activities "],"_course_section_9_section_2_title":["field_612f5233b0278"],"course_section_9_section_2_lesson_list_0_lession_title":["Lab: BigQuery ML  "],"_course_section_9_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_9_section_2_lesson_list_1_lession_title":["Lab: Vector Search with BigQuery  "],"_course_section_9_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_9_section_2_lesson_list":["2"],"_course_section_9_section_2_lesson_list":["field_612f530a0ac40"],"course_section_9_section":["3"],"_course_section_9_section":["field_612f51e6b0277"],"course_section_10_module_title":["When to Choose Batch Data Pipelines"],"_course_section_10_module_title":["field_612f5535940c3"],"course_section_10_module_description":[""],"_course_section_10_module_description":["field_612f564c921af"],"course_section_10_section_0_title":["Topics "],"_course_section_10_section_0_title":["field_612f5233b0278"],"course_section_10_section_0_lesson_list_0_lession_title":["Batch Pipeline Use Cases  "],"_course_section_10_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_10_section_0_lesson_list_1_lession_title":["Processing Challenges  "],"_course_section_10_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_10_section_0_lesson_list":["2"],"_course_section_10_section_0_lesson_list":["field_612f530a0ac40"],"course_section_10_section_1_title":["Learning Outcomes "],"_course_section_10_section_1_title":["field_612f5233b0278"],"course_section_10_section_1_lesson_list_0_lession_title":["Identify when to use batch processing.  "],"_course_section_10_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_10_section_1_lesson_list_1_lession_title":["Analyze common pipeline challenges."],"_course_section_10_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_10_section_1_lesson_list":["2"],"_course_section_10_section_1_lesson_list":["field_612f530a0ac40"],"course_section_10_section_2_title":["Activities "],"_course_section_10_section_2_title":["field_612f5233b0278"],"course_section_10_section_2_lesson_list_0_lession_title":["Batch Processing Discussion  "],"_course_section_10_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_10_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_10_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_10_section_2_lesson_list":["2"],"_course_section_10_section_2_lesson_list":["field_612f530a0ac40"],"course_section_10_section":["3"],"_course_section_10_section":["field_612f51e6b0277"],"course_section_11_module_title":["Design and Build Scalable Batch Data Pipelines"],"_course_section_11_module_title":["field_612f5535940c3"],"course_section_11_module_description":[""],"_course_section_11_module_description":["field_612f564c921af"],"course_section_11_section_0_title":["Topics "],"_course_section_11_section_0_title":["field_612f5233b0278"],"course_section_11_section_0_lesson_list_0_lession_title":["Batch Pipeline Design  "],"_course_section_11_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_11_section_0_lesson_list_1_lession_title":["Large-Scale Transformations  "],"_course_section_11_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_11_section_0_lesson_list_2_lession_title":["Dataflow  "],"_course_section_11_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_11_section_0_lesson_list_3_lession_title":["Serverless Spark  "],"_course_section_11_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_11_section_0_lesson_list_4_lession_title":["Orchestration"],"_course_section_11_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_11_section_0_lesson_list":["5"],"_course_section_11_section_0_lesson_list":["field_612f530a0ac40"],"course_section_11_section_1_title":["Learning Outcomes "],"_course_section_11_section_1_title":["field_612f5233b0278"],"course_section_11_section_1_lesson_list_0_lession_title":["Build scalable batch pipelines.  "],"_course_section_11_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_11_section_1_lesson_list_1_lession_title":["Optimize throughput and cost efficiency.  "],"_course_section_11_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_11_section_1_lesson_list":["2"],"_course_section_11_section_1_lesson_list":["field_612f530a0ac40"],"course_section_11_section_2_title":["Activities "],"_course_section_11_section_2_title":["field_612f5233b0278"],"course_section_11_section_2_lesson_list_0_lession_title":["Lab: Batch Pipeline with Spark  "],"_course_section_11_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_11_section_2_lesson_list_1_lession_title":["Lab: Dataflow Job Builder UI  "],"_course_section_11_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_11_section_2_lesson_list_2_lession_title":["Quiz  "],"_course_section_11_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_11_section_2_lesson_list":["3"],"_course_section_11_section_2_lesson_list":["field_612f530a0ac40"],"course_section_11_section":["3"],"_course_section_11_section":["field_612f51e6b0277"],"course_section_12_module_title":["Control Data Quality in Batch Data Pipelines"],"_course_section_12_module_title":["field_612f5535940c3"],"course_section_12_module_description":[""],"_course_section_12_module_description":["field_612f564c921af"],"course_section_12_section_0_title":["Topics "],"_course_section_12_section_0_title":["field_612f5233b0278"],"course_section_12_section_0_lesson_list_0_lession_title":["Validation and Cleansing  "],"_course_section_12_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_12_section_0_lesson_list_1_lession_title":["Error Analysis  "],"_course_section_12_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_12_section_0_lesson_list_2_lession_title":["Schema Evolution  "],"_course_section_12_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_12_section_0_lesson_list_3_lession_title":["Deduplication  "],"_course_section_12_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_12_section_0_lesson_list":["4"],"_course_section_12_section_0_lesson_list":["field_612f530a0ac40"],"course_section_12_section_1_title":["Learning Outcomes "],"_course_section_12_section_1_title":["field_612f5233b0278"],"course_section_12_section_1_lesson_list_0_lession_title":["Ensure pipeline data quality and consistency.  "],"_course_section_12_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_12_section_1_lesson_list_1_lession_title":["Handle schema changes and duplicate data.  "],"_course_section_12_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_12_section_1_lesson_list":["2"],"_course_section_12_section_1_lesson_list":["field_612f530a0ac40"],"course_section_12_section_2_title":["Activities "],"_course_section_12_section_2_title":["field_612f5233b0278"],"course_section_12_section_2_lesson_list_0_lession_title":["Lab: Validate Data Quality in Batch Pipelines  "],"_course_section_12_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_12_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_12_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_12_section_2_lesson_list":["2"],"_course_section_12_section_2_lesson_list":["field_612f530a0ac40"],"course_section_12_section":["3"],"_course_section_12_section":["field_612f51e6b0277"],"course_section_13_module_title":["Orchestrate and Monitor Batch Data Pipelines"],"_course_section_13_module_title":["field_612f5535940c3"],"course_section_13_module_description":[""],"_course_section_13_module_description":["field_612f564c921af"],"course_section_13_section_0_title":["Topics "],"_course_section_13_section_0_title":["field_612f5233b0278"],"course_section_13_section_0_lesson_list_0_lession_title":["Cloud Composer  "],"_course_section_13_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_13_section_0_lesson_list_1_lession_title":["Observability  "],"_course_section_13_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_13_section_0_lesson_list_2_lession_title":["Alerts and Troubleshooting"],"_course_section_13_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_13_section_0_lesson_list_3_lession_title":["Visual Pipeline Management  "],"_course_section_13_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_13_section_0_lesson_list":["4"],"_course_section_13_section_0_lesson_list":["field_612f530a0ac40"],"course_section_13_section_1_title":["Learning Outcomes "],"_course_section_13_section_1_title":["field_612f5233b0278"],"course_section_13_section_1_lesson_list_0_lession_title":["Orchestrate complex workflows.  "],"_course_section_13_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_13_section_1_lesson_list_1_lession_title":["Implement monitoring and troubleshooting practices.  "],"_course_section_13_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_13_section_1_lesson_list":["2"],"_course_section_13_section_1_lesson_list":["field_612f530a0ac40"],"course_section_13_section_2_title":["Activities "],"_course_section_13_section_2_title":["field_612f5233b0278"],"course_section_13_section_2_lesson_list_0_lession_title":["Lab: Batch Pipelines in Cloud Data Fusion  "],"_course_section_13_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_13_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_13_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_13_section_2_lesson_list":["2"],"_course_section_13_section_2_lesson_list":["field_612f530a0ac40"],"course_section_13_section":["3"],"_course_section_13_section":["field_612f51e6b0277"],"course_section_14_module_title":[" Course Introduction"],"_course_section_14_module_title":["field_612f5535940c3"],"course_section_14_module_description":[""],"_course_section_14_module_description":["field_612f564c921af"],"course_section_14_section_0_title":["Topics "],"_course_section_14_section_0_title":["field_612f5233b0278"],"course_section_14_section_0_lesson_list_0_lession_title":["Streaming Pipeline Concepts  "],"_course_section_14_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_14_section_0_lesson_list_1_lession_title":["Business Use Case  "],"_course_section_14_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_14_section_0_lesson_list_2_lession_title":["Challenges and Mission  "],"_course_section_14_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_14_section_0_lesson_list":["3"],"_course_section_14_section_0_lesson_list":["field_612f530a0ac40"],"course_section_14_section_1_title":["Learning Outcomes "],"_course_section_14_section_1_title":["field_612f5233b0278"],"course_section_14_section_1_lesson_list_0_lession_title":["Understand streaming pipeline requirements.  "],"_course_section_14_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_14_section_1_lesson_list_1_lession_title":["Identify streaming architecture challenges.  "],"_course_section_14_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_14_section_1_lesson_list":["2"],"_course_section_14_section_1_lesson_list":["field_612f530a0ac40"],"course_section_14_section_2_title":["Activities "],"_course_section_14_section_2_title":["field_612f5233b0278"],"course_section_14_section_2_lesson_list_0_lession_title":["Use Case Discussion  "],"_course_section_14_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_14_section_2_lesson_list_1_lession_title":["Architecture Overview  "],"_course_section_14_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_14_section_2_lesson_list":["2"],"_course_section_14_section_2_lesson_list":["field_612f530a0ac40"],"course_section_14_section":["3"],"_course_section_14_section":["field_612f51e6b0277"],"course_section_15_module_title":["Streaming Use Cases and Reference Architectures"],"_course_section_15_module_title":["field_612f5535940c3"],"course_section_15_module_description":[""],"_course_section_15_module_description":["field_612f564c921af"],"course_section_15_section_0_title":["Topics "],"_course_section_15_section_0_title":["field_612f5233b0278"],"course_section_15_section_0_lesson_list_0_lession_title":["Streaming ETL"],"_course_section_15_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_15_section_0_lesson_list_1_lession_title":["Streaming AI\/ML  "],"_course_section_15_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_15_section_0_lesson_list_2_lession_title":["Streaming Applications  "],"_course_section_15_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_15_section_0_lesson_list_3_lession_title":["Reverse ETL  "],"_course_section_15_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_15_section_0_lesson_list":["4"],"_course_section_15_section_0_lesson_list":["field_612f530a0ac40"],"course_section_15_section_1_title":["Learning Outcomes "],"_course_section_15_section_1_title":["field_612f5233b0278"],"course_section_15_section_1_lesson_list_0_lession_title":["Design streaming architectures for different use cases.  "],"_course_section_15_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_15_section_1_lesson_list_1_lession_title":["Compare streaming pipeline patterns.  "],"_course_section_15_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_15_section_1_lesson_list":["2"],"_course_section_15_section_1_lesson_list":["field_612f530a0ac40"],"course_section_15_section_2_title":["Activities "],"_course_section_15_section_2_title":["field_612f5233b0278"],"course_section_15_section_2_lesson_list_0_lession_title":["Streaming Architecture Workshop  "],"_course_section_15_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_15_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_15_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_15_section_2_lesson_list":["2"],"_course_section_15_section_2_lesson_list":["field_612f530a0ac40"],"course_section_15_section":["3"],"_course_section_15_section":["field_612f51e6b0277"],"course_section_16_module_title":["Product Deep Dives: Messaging and Processing"],"_course_section_16_module_title":["field_612f5535940c3"],"course_section_16_module_description":[""],"_course_section_16_module_description":["field_612f564c921af"],"course_section_16_section_0_title":["Topics "],"_course_section_16_section_0_title":["field_612f5233b0278"],"course_section_16_section_0_lesson_list_0_lession_title":["Pub\/Sub  "],"_course_section_16_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_16_section_0_lesson_list_1_lession_title":["Managed Service for Apache Kafka  "],"_course_section_16_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_16_section_0_lesson_list_2_lession_title":["Dataflow  "],"_course_section_16_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_16_section_0_lesson_list_3_lession_title":["Streaming Processing  "],"_course_section_16_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_16_section_0_lesson_list":["4"],"_course_section_16_section_0_lesson_list":["field_612f530a0ac40"],"course_section_16_section_1_title":["Learning Outcomes "],"_course_section_16_section_1_title":["field_612f5233b0278"],"course_section_16_section_1_lesson_list_0_lession_title":["Select appropriate streaming technologies.  "],"_course_section_16_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_16_section_1_lesson_list_1_lession_title":["Build real-time streaming pipelines.  "],"_course_section_16_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_16_section_1_lesson_list":["2"],"_course_section_16_section_1_lesson_list":["field_612f530a0ac40"],"course_section_16_section_2_title":["Activities "],"_course_section_16_section_2_title":["field_612f5233b0278"],"course_section_16_section_2_lesson_list_0_lession_title":["Lab: Stream Data Pipelines \u2013 Esports Use Case  "],"_course_section_16_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_16_section_2_lesson_list_1_lession_title":["Quiz  "],"_course_section_16_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_16_section_2_lesson_list":["2"],"_course_section_16_section_2_lesson_list":["field_612f530a0ac40"],"course_section_16_section":["3"],"_course_section_16_section":["field_612f51e6b0277"],"course_section_17_module_title":["Product Deep Dives: Analytics and Operational Data"],"_course_section_17_module_title":["field_612f5535940c3"],"course_section_17_module_description":[""],"_course_section_17_module_description":["field_612f564c921af"],"course_section_17_section_0_title":["Topics "],"_course_section_17_section_0_title":["field_612f5233b0278"],"course_section_17_section_0_lesson_list_0_lession_title":["BigQuery Streaming  "],"_course_section_17_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_17_section_0_lesson_list_1_lession_title":["Continuous Queries  "],"_course_section_17_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_17_section_0_lesson_list_2_lession_title":["Reverse ETL"],"_course_section_17_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_17_section_0_lesson_list_3_lession_title":["Bigtable Integration  "],"_course_section_17_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_17_section_0_lesson_list":["4"],"_course_section_17_section_0_lesson_list":["field_612f530a0ac40"],"course_section_17_section_1_title":["Learning Outcomes "],"_course_section_17_section_1_title":["field_612f5233b0278"],"course_section_17_section_1_lesson_list_0_lession_title":["Build streaming analytics solutions.  "],"_course_section_17_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_17_section_1_lesson_list_1_lession_title":["Integrate operational and analytical streaming systems.  "],"_course_section_17_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_17_section_1_lesson_list":["2"],"_course_section_17_section_1_lesson_list":["field_612f530a0ac40"],"course_section_17_section_2_title":["Activities "],"_course_section_17_section_2_title":["field_612f5233b0278"],"course_section_17_section_2_lesson_list_0_lession_title":["Lab: Apache Beam and Bigtable Integration\u00a0"],"_course_section_17_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_17_section_2_lesson_list_1_lession_title":["Lab: Pub\/Sub and BigQuery Streaming  "],"_course_section_17_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_17_section_2_lesson_list_2_lession_title":["Quiz  "],"_course_section_17_section_2_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_17_section_2_lesson_list":["3"],"_course_section_17_section_2_lesson_list":["field_612f530a0ac40"],"course_section_17_section":["3"],"_course_section_17_section":["field_612f51e6b0277"],"course_section_18_module_title":[" Key Takeaways"],"_course_section_18_module_title":["field_612f5535940c3"],"course_section_18_module_description":[""],"_course_section_18_module_description":["field_612f564c921af"],"course_section_18_section_0_title":["Topics "],"_course_section_18_section_0_title":["field_612f5233b0278"],"course_section_18_section_0_lesson_list_0_lession_title":["Course Summary  "],"_course_section_18_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_18_section_0_lesson_list_1_lession_title":["Next Steps  "],"_course_section_18_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_18_section_0_lesson_list":["2"],"_course_section_18_section_0_lesson_list":["field_612f530a0ac40"],"course_section_18_section_1_title":["Learning Outcomes "],"_course_section_18_section_1_title":["field_612f5233b0278"],"course_section_18_section_1_lesson_list_0_lession_title":["Consolidate modern data engineering concepts.  "],"_course_section_18_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_18_section_1_lesson_list_1_lession_title":["Review best practices and architecture patterns.  "],"_course_section_18_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_18_section_1_lesson_list":["2"],"_course_section_18_section_1_lesson_list":["field_612f530a0ac40"],"course_section_18_section_2_title":["Activities "],"_course_section_18_section_2_title":["field_612f5233b0278"],"course_section_18_section_2_lesson_list_0_lession_title":["Final Review Session  "],"_course_section_18_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_18_section_2_lesson_list_1_lession_title":["Q&A Discussion  "],"_course_section_18_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_18_section_2_lesson_list":["2"],"_course_section_18_section_2_lesson_list":["field_612f530a0ac40"],"course_section_18_section":["3"],"_course_section_18_section":["field_612f51e6b0277"]},"acf":[],"_links":{"self":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/11542"}],"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\/12"}],"version-history":[{"count":5,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/11542\/revisions"}],"predecessor-version":[{"id":30304,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/11542\/revisions\/30304"}],"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=11542"}],"wp:term":[{"taxonomy":"stm_lms_course_taxonomy","embeddable":true,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm_lms_course_taxonomy?post=11542"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}