{"id":16948,"date":"2023-01-31T11:13:28","date_gmt":"2023-01-31T11:13:28","guid":{"rendered":"https:\/\/techpearl.com\/1645704443043\/?p=16948"},"modified":"2024-02-14T13:12:17","modified_gmt":"2024-02-14T13:12:17","slug":"applying-amazons-textract-in-e-commerce-applications-a-game-changer","status":"publish","type":"post","link":"https:\/\/techpearl.com\/1719395789229\/applying-amazons-textract-in-e-commerce-applications-a-game-changer\/","title":{"rendered":"Applying Amazon&#8217;s Textract in E-Commerce applications &#8211; A game changer"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"16948\" class=\"elementor elementor-16948\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-401ea50 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"401ea50\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-52e7f04 jltma-glass-effect-no\" data-id=\"52e7f04\" 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-a9c1420 jltma-glass-effect-no elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"a9c1420\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Applying Amazon&#8217;s Textract in E-Commerce applications &#8211; A game changer<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-727f8a5 elementor-author-box--image-valign-top elementor-author-box--align-left jltma-glass-effect-no elementor-widget elementor-widget-author-box\" data-id=\"727f8a5\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">Priya Jinagar & Akshay Deshpande<\/h4>\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8f7254 bdt-ss-btns-view-icon bdt-ss-btns-shape-rounded bdt-ss-btns-align-left bdt-ep-grid-0 bdt-ss-btns-style-flat bdt-ss-btns-color-original jltma-glass-effect-no elementor-widget elementor-widget-bdt-social-share\" data-id=\"d8f7254\" data-element_type=\"widget\" data-widget_type=\"bdt-social-share.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"bdt-social-share bdt-ep-grid\">\n\t\t\t\t\t\t\t<div class=\"bdt-social-share-item bdt-ep-grid-item\">\n\t\t\t\t\t<div class=\"bdt-ss-btn bdt-ss-linkedin\" data-social=\"linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"bdt-ss-icon\">\n\t\t\t\t\t\t\t\t<i class=\"ep-linkedin\"><\/i>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"bdt-social-share-item bdt-ep-grid-item\">\n\t\t\t\t\t<div class=\"bdt-ss-btn bdt-ss-twitter\" data-social=\"twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"bdt-ss-icon\">\n\t\t\t\t\t\t\t\t<i class=\"ep-twitter\"><\/i>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"bdt-social-share-item bdt-ep-grid-item\">\n\t\t\t\t\t<div class=\"bdt-ss-btn bdt-ss-facebook\" data-social=\"facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"bdt-ss-icon\">\n\t\t\t\t\t\t\t\t<i class=\"ep-facebook\"><\/i>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\n\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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-70ecb7f elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"70ecb7f\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c24d25e jltma-glass-effect-no\" data-id=\"c24d25e\" 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-0cd0d17 jltma-glass-effect-no elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"0cd0d17\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2240\" height=\"1066\" src=\"https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Applying-Amazons-Textract-in-E-Commerce-applications-\u2013-A-game-changer.jpg\" class=\"attachment-full size-full\" alt=\"Applying Amazons Textract in E Commerce applications \u2013 A game changer\" srcset=\"https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Applying-Amazons-Textract-in-E-Commerce-applications-\u2013-A-game-changer.jpg 2240w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Applying-Amazons-Textract-in-E-Commerce-applications-\u2013-A-game-changer-300x143.jpg 300w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Applying-Amazons-Textract-in-E-Commerce-applications-\u2013-A-game-changer-1024x487.jpg 1024w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Applying-Amazons-Textract-in-E-Commerce-applications-\u2013-A-game-changer-768x365.jpg 768w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Applying-Amazons-Textract-in-E-Commerce-applications-\u2013-A-game-changer-1536x731.jpg 1536w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Applying-Amazons-Textract-in-E-Commerce-applications-\u2013-A-game-changer-2048x975.jpg 2048w\" sizes=\"auto, (max-width: 2240px) 100vw, 2240px\" \/>\t\t\t\t\t\t\t\t\t\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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-2f17f68 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"2f17f68\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5127077 jltma-glass-effect-no\" data-id=\"5127077\" 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-dccb174 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"dccb174\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Introduction<\/h2>\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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-638042f elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"638042f\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a823fe1 jltma-glass-effect-no\" data-id=\"a823fe1\" 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-8b48948 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"8b48948\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In E-commerce applications, one of the ways of placing the order is through email communication. Order is placed by sending email with a document attachment having details of order, mostly in PDF format. This requires manual processing of the PDF including reading and creation of the order. If we can reduce the manual efforts of reading the document and processing the data, it can increase the efficiency.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8d437d jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"c8d437d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Using AWS services, we can extract the email attachments in raw format, save in S3 bucket and using lambda function programming we can further process it. To extract the data from the attached documents we can use AWS Textract service. This is ML based service to extract text, handwritings and data from the scanned documents. In Techpearl, we have applied Amazon\u2019s Textract solution in E-Commerce applications and achieved impressive results.<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-c3ab21d elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"c3ab21d\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4b2f3c6 jltma-glass-effect-no\" data-id=\"4b2f3c6\" 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-6efc7dc jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"6efc7dc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Architecture\/Flow<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b035415 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"b035415\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Integration steps in our business requirement case<\/strong><\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-12f752f elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"12f752f\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-076ceed jltma-glass-effect-no\" data-id=\"076ceed\" 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-91f54b0 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"91f54b0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ol><li><span style=\"font-weight: 400;\">Configure a dedicated email server using Amazon WorkMail\u00a0<\/span><span style=\"font-weight: 400;\">&#8211; Create dedicated email address to receive incoming emails from legacy systems<\/span> <span style=\"font-weight: 400;\">or applications<\/span> <\/li><li><span style=\"font-weight: 400;\">Configure Amazon SES to send a copy of incoming email in raw format to Amazon S3<\/span><\/li><li><span style=\"font-weight: 400;\">Create AWS Lambda function in python to extract email attachment from raw email <\/span><span style=\"font-weight: 400;\">message and using AWS Textract extract the data from the raw email and further<\/span> <span style=\"font-weight: 400;\">process the response. In our case, using boto3 layer converting the response in key<\/span> <span style=\"font-weight: 400;\">value pairs to form the json structure required for order creation on the application<\/span> <span style=\"font-weight: 400;\">server. We can store the result in a different S3 bucket or in dynamoDB or mongoDB.<\/span><\/li><li><span style=\"font-weight: 400;\">Configure S3 event notifications to invoke AWS Lambda (when email in raw format is <\/span><span style=\"font-weight: 400;\">added to S3 bucket in step 2) and extract the email attachment and further process.<\/span><\/li><\/ol>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5028598 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"5028598\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Using AWS services, we can extract the email attachments in raw format, save in S3 bucket and using lambda function programming we can further process it. To extract the data from the attached documents we can use AWS Textract service. This is ML based service to extract text, handwritings and data from the scanned documents. In Techpearl, we have applied Amazon\u2019s Textract solution in E-Commerce applications and achieved impressive results.<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-b217450 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"b217450\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c8028cd jltma-glass-effect-no\" data-id=\"c8028cd\" 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-7ac8e60 jltma-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"7ac8e60\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"481\" src=\"https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Architecture-Flow-1024x481.jpg\" class=\"attachment-large size-large\" alt=\"Architecture Flow\" srcset=\"https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Architecture-Flow-1024x481.jpg 1024w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Architecture-Flow-300x141.jpg 300w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Architecture-Flow-768x361.jpg 768w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Architecture-Flow.jpg 1036w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-8b386bf elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"8b386bf\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5dec645 jltma-glass-effect-no\" data-id=\"5dec645\" 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-ac1ee6f jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"ac1ee6f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AWS Textract API<\/h2>\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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-d2bb25e elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"d2bb25e\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-76e94e1 jltma-glass-effect-no\" data-id=\"76e94e1\" 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-ce99a1c jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"ce99a1c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">AWS has mainly 3 API calls in it. Each API call has a different purpose of extracting data from documents. To access these API calls we need to create or update IAM user with AmazonTextractFullAccess and AmazonS3ReadOnlyAccess permissions. The API names are as mentioned below.<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-78756dd elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"78756dd\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-93dd984 jltma-glass-effect-no\" data-id=\"93dd984\" 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-809b0ef jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"809b0ef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ol><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Document Analysis<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Expense Analysis<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Analyze ID<\/span><\/li><\/ol>\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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-ce1cda4 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"ce1cda4\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b8c211e jltma-glass-effect-no\" data-id=\"b8c211e\" 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-ecb1217 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"ecb1217\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Document Analysis<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4ded87 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e4ded87\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">As the name indicates Document Analysis is used to analyze the document and get the response in the form of Key and Value pairs. It takes the file as input and analyzes the relation between the detected keys. After detecting the relation between the texts it creates Key and value pairs. For example Name:- John Robert, Date of birth:- 12\/12\/1986.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7292de8 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"7292de8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The Analysis document has 5 more actions in it as mentioned below.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e50dd9 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"8e50dd9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ol><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Text Extraction<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Form Extraction<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Table Extraction<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Query Extraction<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Signature Extraction<\/span><\/li><\/ol>\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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-7f4d10c elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"7f4d10c\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3a87b6c jltma-glass-effect-no\" data-id=\"3a87b6c\" 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-4da8021 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"4da8021\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">a. Text Extraction<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e14c0f2 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e14c0f2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Text Extraction is just normal raw data extracted from the document. It returns the list of words detected from the document. It divides the document into smaller blocks and for each block it is capable of detecting whether the block has a word or a line. If the block is a word then it returns the blockType as \u201cword\u2019 and if it is a line then it returns blockType as \u201cline\u201d.<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-1e94aae elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"1e94aae\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2b35815 jltma-glass-effect-no\" data-id=\"2b35815\" 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-02a9d46 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"02a9d46\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">b. Form Extraction<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24ee5c1 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"24ee5c1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">AWS is capable of analyzing the tables in documents. It divides the document into tables and analyzes the relation between the table header and table data. After analyzing the tables it creates Key and Value pairs whereas Key will be a table header and value will be the table data.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3597c98 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"3597c98\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Ex:-<\/span><\/p><table><tbody><tr><td><p><b>Name<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Jesse Mckenzie<\/span><\/p><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41a74d0 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"41a74d0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><b>Result:-<\/b><\/p><p><span style=\"font-weight: 400;\">{<\/span><\/p><p><span style=\"font-weight: 400;\">\u201cName\u201d: \u201cJesse Mckenzie\u201d,<\/span><\/p><p><span style=\"font-weight: 400;\">}<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-0a260fa elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"0a260fa\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-76dad90 jltma-glass-effect-no\" data-id=\"76dad90\" 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-5ea8504 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"5ea8504\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">c. Table Extraction<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae58270 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"ae58270\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">AWS is capable of extracting Tables, Table cells and the items within the table cells. These table extracted data do not have specific information about table header and table data. But we can program it easily to define table header and table data. It can also be programmed to return the value in .txt, .csv or a Json.<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-a2bfd6c elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"a2bfd6c\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5f99cd9 jltma-glass-effect-no\" data-id=\"5f99cd9\" 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-090223e jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"090223e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">d. Table Extraction<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e377256 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e377256\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">With the query extraction we can get specific information from the document. It also involves asking a simple english question to AWS. For example, let&#8217;s say that we have an order date mentioned in PDF. If we want to get this specific information we can simply ask a question or a set of questions to AWS like \u201cwhat is the order date?\u201d. AWS is going to process the question asked and try to find out a possible set of results for this.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2170636 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"2170636\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Example:\u00a0<\/span><\/p><table><tbody><tr><td><p><b>Name<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Jesse Mckenzie<\/span><\/p><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">Question:- \u201cWhat is the name of the candidate?\u201d<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed86158 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"ed86158\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Result:-<\/span><\/p><p><span style=\"font-weight: 400;\">{<\/span><\/p><p><span style=\"font-weight: 400;\">\u201cName\u201d: \u201cJesse Mckenzie\u201d,<\/span><\/p><p><span style=\"font-weight: 400;\">}<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-1908832 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"1908832\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-50598d7 jltma-glass-effect-no\" data-id=\"50598d7\" 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-bf0dcc0 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"bf0dcc0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">e. Signature Extraction<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66a5e11 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"66a5e11\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Amazon textract can also locate the signature on documents. It is returned as geometry objects with bounding boxes <\/span><span style=\"font-weight: 400;\">that provide the location of a signature on the page, alongside the confidence that a signature is in that location.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7339875 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"7339875\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Example:\u00a0<\/span><\/p><table><tbody><tr><td><p><b>Name<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Jesse Mckenzie<\/span><\/p><\/td><\/tr><\/tbody><\/table><p><span style=\"font-weight: 400;\">Question:- \u201cWhat is the name of the candidate?\u201d<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1da3281 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"1da3281\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Result:-<\/span><\/p><p><span style=\"font-weight: 400;\">{<\/span><\/p><p><span style=\"font-weight: 400;\">\u201cName\u201d: \u201cJesse Mckenzie\u201d,<\/span><\/p><p><span style=\"font-weight: 400;\">}<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-29bfef8 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"29bfef8\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3b5d4d6 jltma-glass-effect-no\" data-id=\"3b5d4d6\" 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-65b290e jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"65b290e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Expense Analysis<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f87acf4 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"f87acf4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Expense Analysis is used for analyzing the documents like Invoices, Receipts, Bills etc. Expense Analysis is further separated into SummeryFields and LineItemGroups. Most of the Invoices and Receipts contain information such as vendor name, receipt data, vendor address or total price. AnalyseExpense returns these details under SummeryField Other information like purchased product, product price, product quantity or total product price returns under LineItemGroups.<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-65b4f61 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"65b4f61\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8c60cec jltma-glass-effect-no\" data-id=\"8c60cec\" 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-797f112 jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"797f112\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Analyze ID<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32d0df8 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"32d0df8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Identity cards can be processed using Analyze Id. It takes scanned documents as input and returns the data in the form of key-value pairs by normalizing it.<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-5a6fca2 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"5a6fca2\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4f033a4 jltma-glass-effect-no\" data-id=\"4f033a4\" 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-83b0552 jltma-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"83b0552\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"167\" src=\"https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Analyze-ID-AWS-Textract-API.jpg\" class=\"attachment-large size-large\" alt=\"Analyze ID AWS Textract API\" srcset=\"https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Analyze-ID-AWS-Textract-API.jpg 683w, https:\/\/techpearl.com\/1719395789229\/wp-content\/uploads\/2023\/01\/Analyze-ID-AWS-Textract-API-300x73.jpg 300w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/>\t\t\t\t\t\t\t\t\t\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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-4a3fe30 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"4a3fe30\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b21a5f5 jltma-glass-effect-no\" data-id=\"b21a5f5\" 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-89fa8ee jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"89fa8ee\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a38a2b3 jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"a38a2b3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Automation in day-to-day business processes helps in improving the business in many dimensions such as efficiency, accuracy, speed and productivity. Reading documents in PDF, images or papers format and manually processing data entry are time consuming and error prone. Using AWS Textract different APIs we can reduce the manual efforts on reading and extracting data and increase the efficiency, speed and productivity. <\/span><span style=\"font-weight: 400;\">In today\u2019s market giving faster response to the customer and being quick in service is becoming important. <\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bea338e jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"bea338e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">AWS Textract can help in full automation or semi automation of the business process in different sectors like finance, health and care, public sector. <\/span><span style=\"font-weight: 400;\">In Techpearl, we have applied Amazon&#8217;s Textract in E-Commerce applications and achieved significant productivity gains during the development lifecycle. The customer feedback has also been very satisfactory as we could turn-in new competitive features for them in quick time.<\/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=\"has_ma_el_bg_slider elementor-section elementor-top-section elementor-element elementor-element-f119497 elementor-section-boxed elementor-section-height-default elementor-section-height-default jltma-glass-effect-no\" data-id=\"f119497\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_ma_el_bg_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-65e694c jltma-glass-effect-no\" data-id=\"65e694c\" 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-c90b7ab jltma-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"c90b7ab\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">References<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db89eee jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"db89eee\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">More details about the AWS Textract can be found on below links<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e29ad3e jltma-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e29ad3e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li><a href=\"https:\/\/docs.aws.amazon.com\/it_it\/textract\/latest\/dg\/what-is.html\" target=\"_blank\" rel=\"noopener\">https:\/\/docs.aws.amazon.com\/it_it\/textract\/latest\/dg\/what-is.html<\/a><\/li><li><a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/automatically-extract-text-and-structured-data-from-documents-with-amazon-textract\/\" target=\"_blank\" rel=\"noopener\">https:\/\/aws.amazon.com\/blogs\/machine-learning\/automatically-extract-text-and-structured-data-from-documents-with-amazon-textract\/<\/a><\/li><\/ul>\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\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Introduction In E-commerce applications, one of the ways of placing the order is through email communication. Order is placed by sending email with a document attachment having details of order, mostly in PDF format. This requires manual processing of the PDF including reading and creation of the order. If we can reduce the manual efforts &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/techpearl.com\/1719395789229\/applying-amazons-textract-in-e-commerce-applications-a-game-changer\/\"> <span class=\"screen-reader-text\">Applying Amazon&#8217;s Textract in E-Commerce applications &#8211; A game changer<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":8,"featured_media":16976,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[63,21],"tags":[52],"class_list":["post-16948","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-software-development","tag-software-development"],"_links":{"self":[{"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/posts\/16948","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/comments?post=16948"}],"version-history":[{"count":34,"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/posts\/16948\/revisions"}],"predecessor-version":[{"id":17115,"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/posts\/16948\/revisions\/17115"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/media\/16976"}],"wp:attachment":[{"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/media?parent=16948"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/categories?post=16948"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techpearl.com\/1719395789229\/wp-json\/wp\/v2\/tags?post=16948"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}