{"id":822,"date":"2023-05-11T10:36:38","date_gmt":"2023-05-11T10:36:38","guid":{"rendered":"https:\/\/newfangled.io\/blog\/?p=822"},"modified":"2023-09-08T08:16:44","modified_gmt":"2023-09-08T08:16:44","slug":"no-code-etl-for-analytics-and-ai-ml-projects","status":"publish","type":"post","link":"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/","title":{"rendered":"How No-Code ETL\/Data Engineering help in 9x Acceleration in Production Time for Analytics and AI\/ML Projects?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"822\" class=\"elementor elementor-822\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-49f0feeb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"49f0feeb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6446f649\" data-id=\"6446f649\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7957530d elementor-widget elementor-widget-text-editor\" data-id=\"7957530d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.12.2 - 23-04-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><img decoding=\"async\" class=\"alignnone wp-image-987 size-full\" src=\"https:\/\/newfangled.io\/blog\/wp-content\/uploads\/2023\/05\/Generate-an-ETL-Pipeline-With-No-Code-ETL-3.png\" alt=\"No-Code ETL Newfangled\" width=\"1920\" height=\"1080\"><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_51_1 counter-hierarchy ez-toc-counter ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor: pointer\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#Can_we_generate_Data_Pipelines_with_No-Code_ETL\" title=\"Can we generate Data Pipelines with No-Code ETL?\">Can we generate Data Pipelines with No-Code ETL?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#Major_Challenges_with_Traditional_ETL_Tools\" title=\"Major Challenges with Traditional ETL Tools\">Major Challenges with Traditional ETL Tools<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#Ineffectiveness_for_High-Volume_NoSQL_and_Streaming_Data\" title=\"Ineffectiveness for High-Volume, NoSQL, and Streaming Data\">Ineffectiveness for High-Volume, NoSQL, and Streaming Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#Dependence_on_Skilled_Resources\" title=\"Dependence on Skilled Resources\">Dependence on Skilled Resources<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#How_No-Code_ETL_Tools_can_accelerate_9x_Production_Time\" title=\"How No-Code ETL Tools can accelerate 9x Production Time?\">How No-Code ETL Tools can accelerate 9x Production Time?<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#Enabling_Data_Engineering_over_No-Code\" title=\"Enabling Data Engineering over No-Code\">Enabling Data Engineering over No-Code<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#No-Code_ETL_is_a_boon_for_Data_Scientists\" title=\"No-Code ETL is a boon for Data Scientists\">No-Code ETL is a boon for Data Scientists<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#No-Code_ETL_can_play_a_major_role_in_implementing_Data_Democratization\" title=\"No-Code ETL can play a major role in implementing Data Democratization&nbsp;\">No-Code ETL can play a major role in implementing Data Democratization&nbsp;<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#Simplifying_Data_Ingestion_Processing_and_Storage_with_PolusAI_A_No-Code_ETL_Tool\" title=\"Simplifying Data Ingestion, Processing, and Storage with PolusAI: A No-Code ETL Tool\">Simplifying Data Ingestion, Processing, and Storage with PolusAI: A No-Code ETL Tool<\/a><ul class='ez-toc-list-level-4'><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4'><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/#Conclusion\" title=\"Conclusion\">Conclusion<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Can_we_generate_Data_Pipelines_with_No-Code_ETL\"><\/span><b>Can we generate Data Pipelines with No-Code ETL?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 00;\">We all know that ETL is the backbone of any Analytics or AI\/ML Project, as ETL is responsible for making &#8220;Ready Data&#8221; from &#8220;Raw Data&#8221; for Analytics.T<\/span><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">he journey from &#8220;Raw Data&#8221; to &#8220;Ready Data&#8221; involves a lot of coding, which is generally done by highly skilled resources.&nbsp;<\/span><\/p>\n<p><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">&nbsp;<\/span><\/p>\n<p><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">This is an open secret that Data Engineering is more or less development-driven and time-consuming which is delaying Analytics Projects significantly.&nbsp;<\/span><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">Even existing ETL tools can only be used by Software Engineers and coding or SQL Knowledge is required for using Traditional ETL tools, so it&#8217;s not effectively helping organizations.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&nbsp;<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Major_Challenges_with_Traditional_ETL_Tools\"><\/span><b>Major Chall<\/b><b>e<\/b><b>nges with Traditional ETL Tools<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Data typically originate from sources such as Relational Databases, NoSQL Databases, Mobile, Sensors, etc. Converting &#8220;Raw Data&#8221; into &#8220;Ready Data&#8221; involves multiple stages, like Data Capture, Cleansing, and Transformation.<\/span><\/p>\n<p><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">&nbsp;<\/span><\/p>\n<p><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">Traditional ETL tools can only be used by skilled resources and a lot of coding is required, so it&#8217;s not helping Organizations to fast-track the Data Engineering Process. So mostly ETL is a bottleneck in Analytics Projects.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here are some other limitations with Existing ETL tools which kills Analytics.&nbsp;<\/span><\/p>\n<p><span style=\"font-size: var(--font-size-b1); font-weight: var(--p-regular); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular; color: var(--color-gray);\">&nbsp;<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Ineffectiveness_for_High-Volume_NoSQL_and_Streaming_Data\"><\/span><span style=\"font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular; color: var(--color-black);\"><b>Ineffectiveness for High-Volume, NoSQL, and Streaming Data<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-size: var(--font-size-b1); font-weight: var(--p-regular); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular; color: var(--color-black);\">Existing ETL tools often struggle to effectively handle High-Volume Data, NoSQL Databases, and Streaming Data.<\/span><\/p>\n<p><b style=\"color: var(--color-black); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">&nbsp;<\/b><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dependence_on_Skilled_Resources\"><\/span><span style=\"color: var(--color-black); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\"><b>Dependence on Skilled Resources<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-size: var(--font-size-b1); font-weight: var(--p-regular); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular; color: var(--color-body);\">Traditional ETL tools require skilled software developers who possess coding expertise. This dependence on technical resources can slow down the development process, leading to longer production cycles and increased costs.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone\" style=\"color: var(--color-body); font-size: var(--font-size-b1); font-weight: var(--p-regular); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\" src=\"https:\/\/newfangled.io\/blog\/wp-content\/uploads\/2023\/05\/menu.png\" alt=\" No-Code ETL Newfangled\" width=\"1920\" height=\"1080\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_No-Code_ETL_Tools_can_accelerate_9x_Production_Time\"><\/span><b>How No-Code ETL Tools can accelerate 9x Production Time?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">In this era of AI\/ML, if machines can generate the Code for any Data sources and any Data Volume in an Optimized way, we can fast-track the ETL activities.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A genuine No-code ETL could be a game changer as this can empower users to perform various Data Engineering tasks, such as Data capture and cleaning, without the need for writing complex code.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here&#8217;s how No-Code ETL tools help achieve a 9X acceleration in production time for Analytics and AI\/ML Projects:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Enabling_Data_Engineering_over_No-Code\"><\/span><strong style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">Enabling Data Engineering over No-Code<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-weight: var(--p-regular); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">No-code ETL tools simplify the Data engineering lifecycle by providing a visual interface that allows users to configure Data Pipelines using NLP\/Pain English and Drag-and-Drop components.&nbsp;<\/span><\/p><p><span style=\"color: var(--color-body); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular; font-size: var(--font-size-b1); font-weight: var(--p-regular);\"><br><\/span><\/p><p><span style=\"color: var(--color-body); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular; font-size: var(--font-size-b1); font-weight: var(--p-regular);\">This eliminates the need for manual coding and reduces the development effort required to transform \u201cRaw Data\u201d into \u201cReady Data\u201d for analysis.&nbsp;<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"No-Code_ETL_is_a_boon_for_Data_Scientists\"><\/span><b style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">No-Code ETL is a boon for Data Scientists<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">With No-Code ETL tools, Data Scientists can easily prepare the Data sets or Training Models for their Data Analytics.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"No-Code_ETL_can_play_a_major_role_in_implementing_Data_Democratization\"><\/span><b style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">No-Code ETL can play a major role in implementing Data Democratization&nbsp;<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"color: var(--color-body); font-size: var(--font-size-b1); font-family: var( --e-global-typography-text-font-family ), TTCommonsRegular;\">The journey of &#8220;Raw Data&#8221; to &#8220;Ready Data&#8221; with super easiness enables Non-IT to participate in the Data engineering process. Eliminating the requirement for programming skills or technical expertise helps in Data Democratization.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Simplifying_Data_Ingestion_Processing_and_Storage_with_PolusAI_A_No-Code_ETL_Tool\"><\/span>Simplifying Data Ingestion, Processing, and Storage with <a href=\"https:\/\/newfangled.io\/no-code-etl-plattform-no-code-data-engineering.html\">PolusAI: A No-Code ETL Tool<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/newfangled.io\/blog\/wp-content\/uploads\/2023\/05\/Add-a-heading-3.png\" alt=\" No-Code ETL Newfangled\" width=\"1584\" height=\"236\"><\/h2>\n<p><span style=\"font-weight: 400;\">NewFangled is working on a mission to make Data Engineering Super easy with its product PolusAI, a No-Code Data Engineering platform. <a href=\"https:\/\/newfangled.io\/\">PolusAI is Replicating the brain of Champion Developers into Machines<\/a>.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">With its No-Code approach and NLP capabilities, even a college graduate can easily capture and process Big Data as the machine will generate the Spark Code and decide the executor memory, number of executors or cores, etc.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Also, PolusAI is simplifying the Data engineering life cycle. It streamlines Data Engineering by eliminating the need for coding expertise. Users can fill out a requirement form, and PolusAI&#8217;s AI-based ingestion engine automatically writes the code for ingesting the various Data Sources in an Optimized way.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Data processing with PolusAI becomes fast, it chooses the appropriate Processing Engine and generates its corresponding code based on business use cases, Data Sources, Volume, and Available Resources.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This tool kills the Data Silos problem by stitching the Data from Heterogeneous Databases like NoSQL and Oracle without coding.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&nbsp;<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">No-Code ETL tools are game changers for any Analytics or AI\/ML Projects as they can fast-track the Data Engineering process, eliminate manual coding, streamline processes, and enable non-technical users to participate in Data Preparation.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0e97b1a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0e97b1a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b721ef9\" data-id=\"b721ef9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e785eef elementor-widget elementor-widget-html\" data-id=\"e785eef\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"BlogPosting\",\r\n  \"mainEntityOfPage\": {\r\n    \"@type\": \"WebPage\",\r\n    \"@id\": \"https:\/\/newfangled.io\/blog\/no-code-etl-for-analytics-and-ai-ml-projects\/\"\r\n  },\r\n  \"headline\": \"How No-Code ETL\/Data Engineering help in 9x Acceleration in Production Time for Analytics and AI\/ML Projects?\",\r\n  \"description\": \"PolusAI, a no-code ETL tool with advanced capabilities make data ingestion seamless, providing businesses with powerful tool to unlock the value of their data.\",\r\n  \"image\": \"https:\/\/newfangled.io\/blog\/wp-content\/uploads\/2023\/05\/Generate-an-ETL-Pipeline-With-No-Code-ETL-3.png\",  \r\n  \"author\": {\r\n    \"@type\": \"Person\",\r\n    \"name\": \"Apoorva Verma\",\r\n    \"url\": \"https:\/\/newfangled.io\/blog\/author\/apoorva-vnewfangled-io\/\"\r\n  },  \r\n  \"publisher\": {\r\n    \"@type\": \"Organization\",\r\n    \"name\": \"https:\/\/newfangled.io\/\",\r\n    \"logo\": {\r\n      \"@type\": \"ImageObject\",\r\n      \"url\": \"https:\/\/newfangled.io\/images\/new_logo.png\"\r\n    }\r\n  },\r\n  \"datePublished\": \"2023-05-11\"\r\n}\r\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Can we generate Data Pipelines with No-Code ETL? 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