{"id":197538,"date":"2025-10-30T12:23:18","date_gmt":"2025-10-30T12:23:18","guid":{"rendered":"https:\/\/www.ka.nz\/blog\/\/"},"modified":"2025-11-28T18:16:23","modified_gmt":"2025-11-28T18:16:23","slug":"automating-app-reviews-sentiment-analysis-with-gemini-apify","status":"publish","type":"post","link":"https:\/\/www.ka.nz\/ar\/blog\/automating-app-reviews-sentiment-analysis-with-gemini-apify\/","title":{"rendered":"Automating App Reviews: Sentiment Analysis with Gemini &amp; Apify"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"197538\" class=\"elementor elementor-197538\">\n\t\t\t\t<div class=\"elementor-element elementor-element-091efae e-flex e-con-boxed e-con e-parent\" data-id=\"091efae\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ebc9c4d elementor-widget elementor-widget-text-editor\" data-id=\"ebc9c4d\" 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\t\t<p><span style=\"font-weight: 400;\">With 16 years of experience in <\/span><b>software development<\/b><span style=\"font-weight: 400;\">, <\/span><b>Ahmed Hegab<\/b><span style=\"font-weight: 400;\"> understands that efficiency lies in automating repetitive, high-volume tasks. Seeking to integrate AI into his career, Ahmed built a tool to solve a common pain point for any company with a mobile app: managing customer feedback.<\/span><\/p><p><span style=\"font-weight: 400;\">The challenge is clear: <\/span><b>Reviewing thousands of customer comments on the Play Store or App Store one by one to detect issues and open corresponding ITSM tickets is a time-consuming, tedious task.<\/b><span style=\"font-weight: 400;\"> This delay slows down issue resolution and impacts app quality.<\/span><\/p><p><span style=\"font-weight: 400;\">Ahmed\u2019s solution? An <\/span><b>Agentic AI<\/b><span style=\"font-weight: 400;\"> designed to handle this workload instantly.<\/span><\/p>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-768200f e-flex e-con-boxed e-con e-parent\" data-id=\"768200f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-75c8d4e e-con-full e-flex e-con e-child\" data-id=\"75c8d4e\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4218eda e-con-full e-flex e-con e-child\" data-id=\"4218eda\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1fe0365 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"1fe0365\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-09cd6bd e-flex e-con-boxed e-con e-parent\" data-id=\"09cd6bd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-369651a elementor-widget elementor-widget-video\" data-id=\"369651a\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=WkMPaF1tUPY&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1c5ee99 e-flex e-con-boxed e-con e-parent\" data-id=\"1c5ee99\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-617e607 e-con-full e-flex e-con e-child\" data-id=\"617e607\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bcfe193 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bcfe193\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4b8ab12 e-flex e-con-boxed e-con e-parent\" data-id=\"4b8ab12\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9f7767 elementor-widget elementor-widget-heading\" data-id=\"c9f7767\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\ud83d\udee0\ufe0f The Solution: Automated App Review Sentiment Analysis\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-da72bcb e-flex e-con-boxed e-con e-parent\" data-id=\"da72bcb\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fbc905d elementor-widget elementor-widget-text-editor\" data-id=\"fbc905d\" 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\t\t<h4><b>The Agentic Workflow<\/b><\/h4><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Input &amp; Scraper:<\/b><span style=\"font-weight: 400;\"> The process begins by collecting customer reviews. Ahmed uses <\/span><b>Apify<\/b><span style=\"font-weight: 400;\"> to reliably scrape reviews from the Play Store (using the package name) or App Store (using the Bundle ID). This data forms the input stream.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sentiment Analysis &amp; LLM:<\/b><span style=\"font-weight: 400;\"> The scraped reviews are fed into the system. A core node performs <\/span><b>sentiment analysis<\/b><span style=\"font-weight: 400;\"> and connects to an <\/span><b>LLM model (like Google Gemini)<\/b><span style=\"font-weight: 400;\">. The LLM&#8217;s role is critical: it quickly processes the high volume of text to accurately detect and flag <\/span><b>negative comments<\/b><span style=\"font-weight: 400;\"> that represent actual bugs or issues.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Output:<\/b><span style=\"font-weight: 400;\"> The final step involves saving the processed, negative comments into a structured database, such as a <\/span><b>Google Sheet<\/b><span style=\"font-weight: 400;\">. From here, the data can be easily reviewed or automatically piped into an ITSM (Issue Tracking System) to open a bug ticket.<\/span><\/li><\/ol>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-98ed3ba e-flex e-con-boxed e-con e-parent\" data-id=\"98ed3ba\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c815b39 e-con-full e-flex e-con e-child\" data-id=\"c815b39\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c01fb12 e-con-full e-flex e-con e-child\" data-id=\"c01fb12\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b76df37 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b76df37\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9db955d e-flex e-con-boxed e-con e-parent\" data-id=\"9db955d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bcf4792 elementor-widget elementor-widget-text-editor\" data-id=\"bcf4792\" 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\t\t<h4><b>Business Impact<\/b><\/h4><p><span style=\"font-weight: 400;\">This agent provides immense value by:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u2705 Saving Time:<\/b><span style=\"font-weight: 400;\"> Eliminating the need for manual review of thousands of comments.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u231b Accelerating Issue Detection:<\/b><span style=\"font-weight: 400;\"> Allowing companies to detect and fix critical app issues <\/span><b>quickly<\/b><span style=\"font-weight: 400;\">.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u26a1 Improving App Quality:<\/b><span style=\"font-weight: 400;\"> Ensuring a constant feedback loop between users and the development team.<\/span><\/li><\/ul>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-16bc509 e-flex e-con-boxed e-con e-parent\" data-id=\"16bc509\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5be0ded e-con-full e-flex e-con e-child\" data-id=\"5be0ded\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4788387 e-con-full e-flex e-con e-child\" data-id=\"4788387\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0bca002 e-con-full e-flex e-con e-child\" data-id=\"0bca002\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26c832d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"26c832d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-608fba9 e-flex e-con-boxed e-con e-parent\" data-id=\"608fba9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd17f31 elementor-widget elementor-widget-text-editor\" data-id=\"cd17f31\" 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\t\t<h4><b>Future Development<\/b><\/h4><p><span style=\"font-weight: 400;\">Ahmed notes that the solution can be made more robust and generic by implementing authentication features to collect credentials directly from app owners, removing the dependency on external scrapers like Apify.<\/span><\/p><p><span style=\"font-weight: 400;\">Furthermore, he sees a huge opportunity to enhance <\/span><b>customer loyalty<\/b><span style=\"font-weight: 400;\"> by adding features like:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud83d\udd14 Automated Notifications:<\/b><span style=\"font-weight: 400;\"> Sending a message back to the customer, informing them that their customer care team is working on the reported issue.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\ud83d\ude04 Suggestion Collection:<\/b><span style=\"font-weight: 400;\"> Using the LLM to identify and collect valuable improvement suggestions hidden within positive and neutral comments.<\/span><\/li><\/ul>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3eea7b2 e-flex e-con-boxed e-con e-parent\" data-id=\"3eea7b2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-487f1dd e-con-full e-flex e-con e-child\" data-id=\"487f1dd\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2751a7e e-con-full e-flex e-con e-child\" data-id=\"2751a7e\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a2e5f59 e-con-full e-flex e-con e-child\" data-id=\"a2e5f59\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0f50171 e-con-full e-flex e-con e-child\" data-id=\"0f50171\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd4d9cc elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cd4d9cc\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c97b0c1 e-flex e-con-boxed e-con e-parent\" data-id=\"c97b0c1\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4bf2c29 elementor-widget elementor-widget-heading\" data-id=\"4bf2c29\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\ud83d\udcc8 The Architect's Pivot\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e470d6c e-flex e-con-boxed e-con e-parent\" data-id=\"e470d6c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e717fa9 elementor-widget elementor-widget-text-editor\" data-id=\"e717fa9\" 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\t\t<p><span style=\"font-weight: 400;\">This project demonstrates how a seasoned solutions architect can pivot into the AI domain. By applying his years of expertise in system architecture, Ahmed built a practical, scalable agent. His work proves that the skills acquired in traditional software development\u2014system design, integration, and process flow\u2014are directly transferable to building effective, business-driving AI solutions.<\/span><\/p>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-beb9bd5 e-flex e-con-boxed e-con e-parent\" data-id=\"beb9bd5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-66f82aa e-con-full e-flex e-con e-child\" data-id=\"66f82aa\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-06146dd elementor-widget elementor-widget-heading\" data-id=\"06146dd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\ud83d\udca1 Why Companies Should Take Notice<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a152c36 e-flex e-con-boxed e-con e-parent\" data-id=\"a152c36\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6479f9f elementor-widget elementor-widget-text-editor\" data-id=\"6479f9f\" 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\t\t<p>Ahmed Hegab isn&#8217;t just a solutions architect\u2014he\u2019s a builder of <b>automated service excellence<\/b> and a specialist in creating <b>reliable feedback loops<\/b>.<\/p><p>By combining his 16 years of hands-on software development expertise with Agentic AI, he represents the next generation of IT professionals who:<\/p><ul><li><p><b>\u2705 Reduce Support Costs:<\/b> Proactively detect and triage issues hidden in customer feedback (like app reviews), reducing the manual load on Tier 1 support and <b>streamlining ITSM ticketing<\/b>.<\/p><\/li><li><p><b>\u2705 Boost Productivity:<\/b> Enable development teams to get back to fixing critical bugs faster by providing <b>instant, classified, and actionable issue data<\/b>.<\/p><\/li><li><p><b>\u2705 Ensure Architectural Reliability:<\/b> Apply years of experience in system design to build <b>scalable, robust, and dependable<\/b> automation workflows using tools like Apify and Google Gemini.<\/p><\/li><li><p><b>\u2705 Drive Customer Loyalty:<\/b> Build in AI features like automated customer notifications, enhancing satisfaction and improving the perception of <b>IT service responsiveness<\/b>.<\/p><\/li><\/ul><p>For organizations aiming to lead in <b>IT Service Management<\/b>, <b>Customer Experience Automation<\/b>, or leveraging unstructured data to drive product improvement, Ahmed Hegab is the future-ready expert they need.<\/p>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9891728 e-flex e-con-boxed e-con e-parent\" data-id=\"9891728\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8207ec4 e-con-full e-flex e-con e-child\" data-id=\"8207ec4\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5c5e2dc e-con-full e-flex e-con e-child\" data-id=\"5c5e2dc\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-07c9d5b e-con-full e-flex e-con e-child\" data-id=\"07c9d5b\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3a3bbcc e-con-full e-flex e-con e-child\" data-id=\"3a3bbcc\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f77ff39 e-con-full e-flex e-con e-child\" data-id=\"f77ff39\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94e248b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"94e248b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8f3295d e-flex e-con-boxed e-con e-parent\" data-id=\"8f3295d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-18a30b0 e-con-full e-flex e-con e-child\" data-id=\"18a30b0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e42c0e elementor-widget elementor-widget-heading\" data-id=\"7e42c0e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\ud83c\udf10 Discover More<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e70a1d0 e-flex e-con-boxed e-con e-parent\" data-id=\"e70a1d0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a33bada e-con-full e-flex e-con e-child\" data-id=\"a33bada\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f267cd8 elementor-widget elementor-widget-text-editor\" data-id=\"f267cd8\" 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\t\t<p data-start=\"186\" data-end=\"240\"><strong data-start=\"186\" data-end=\"238\">Ready to connect with top-tier IT and AI talent?<\/strong><\/p><p data-start=\"242\" data-end=\"407\">\ud83d\udd17 Explore <strong>Ahmed Hegab\u00a0full portfolio on <a class=\"decorated-link\" href=\"https:\/\/www.ka.nz\/ar\/\" target=\"_new\" rel=\"noopener\" data-start=\"289\" data-end=\"311\">Ka.nz<\/a><\/strong><br data-start=\"313\" data-end=\"316\" \/>and discover how Ahmed Hegab&#8217;s architectural approach to AI automation can redefine your company&#8217;s IT operations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-db42ef7 e-flex e-con-boxed e-con e-parent\" data-id=\"db42ef7\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a3c2ec4 e-con-full e-flex e-con e-child\" data-id=\"a3c2ec4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ec271e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0ec271e\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-77686e1 e-flex e-con-boxed e-con e-parent\" data-id=\"77686e1\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-bee6c1f e-con-full e-flex e-con e-child\" data-id=\"bee6c1f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-db78f25 e-con-full e-flex e-con e-child\" data-id=\"db78f25\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74ecd02 elementor-widget elementor-widget-image\" data-id=\"74ecd02\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"796\" height=\"1024\" src=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2025\/10\/Ayas-2-photo-2025-796x1024.jpg\" class=\"attachment-large size-large wp-image-197657\" alt=\"\" srcset=\"https:\/\/www.ka.nz\/wp-content\/uploads\/2025\/10\/Ayas-2-photo-2025-796x1024.jpg 796w, https:\/\/www.ka.nz\/wp-content\/uploads\/2025\/10\/Ayas-2-photo-2025-233x300.jpg 233w, https:\/\/www.ka.nz\/wp-content\/uploads\/2025\/10\/Ayas-2-photo-2025-9x12.jpg 9w, https:\/\/www.ka.nz\/wp-content\/uploads\/2025\/10\/Ayas-2-photo-2025.jpg 1001w\" sizes=\"(max-width: 796px) 100vw, 796px\" \/>\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<\/div>\n\t\t<div class=\"elementor-element elementor-element-8723f05 e-con-full e-flex e-con e-child\" data-id=\"8723f05\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d3e4de4 elementor-widget elementor-widget-text-editor\" data-id=\"d3e4de4\" 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\t\t<p data-start=\"0\" data-end=\"327\">I am Aya Al Dorzi, a passionate community manager and project management graduate with a strong interest in marketing, digital strategy, and online business growth. I earned my bachelor\u2019s degree in Operations Project Management and have since developed hands-on experience in content creation, community building, and digital marketing.<\/p><p data-start=\"329\" data-end=\"749\" data-is-last-node=\"\" data-is-only-node=\"\">I currently work as a part-time blogger at Kanz.com, where I create engaging and informative content that connects with diverse audiences. Alongside this, I manage my own YouTube automation and e-commerce brand, focusing on developing creative strategies that drive growth and brand identity. I\u2019m dedicated to continuous learning and aspire to expand my expertise in management, leadership, and digital entrepreneurship.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"With 16 years of experience in software development, Ahmed Hegab understands that efficiency lies in automating repetitive, high-volume <a href=\"https:\/\/www.ka.nz\/ar\/blog\/automating-app-reviews-sentiment-analysis-with-gemini-apify\/\" class=\"more-link\">&#8230;<\/a>","protected":false},"author":9,"featured_media":197700,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[6,762],"tags":[813,822,825,820,817,818,823,819,821,826,824,803],"class_list":["post-197538","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-artificial-intelligence","tag-ai-automation","tag-apify","tag-app-store-reviews","tag-customer-feedback","tag-google-gemini","tag-itsm-integration","tag-low-code-ai","tag-play-store-reviews","tag-sentiment-analysis","tag-software-development","tag-solutions-architect","tag-workflow-automation"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Automating App Reviews: Sentiment Analysis with Gemini &amp; 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