{"id":62907,"date":"2024-12-23T07:11:22","date_gmt":"2024-12-23T07:11:22","guid":{"rendered":"https:\/\/www.cloudthat.com\/resources\/?post_type=resources&#038;p=62907"},"modified":"2024-12-23T10:59:31","modified_gmt":"2024-12-23T10:59:31","slug":"high-query-success-rate-achieved-up-to-90-success-across-various-use-cases-and-scenarios","status":"publish","type":"resources","link":"https:\/\/www.cloudthat.com\/resources\/case-study\/high-query-success-rate-achieved-up-to-90-success-across-various-use-cases-and-scenarios","title":{"rendered":"High Query Success Rate Achieved Up to 90% Success Across Various Use Cases and Scenarios"},"content":{"rendered":"<p>The client is an innovative company focused on making knowledge accessible to researchers and academic institutions, providing sustainable solutions to empower individuals in education, research, and publication. With over 4 years of experience, 10+ awards, and a growing client base, they are dedicated to transforming the research journey.<\/p>\n","protected":false},"author":325,"featured_media":62910,"parent":0,"template":"","cat_resources":[6],"technology":[32],"published_by":"324","primary-authors":["640","694","489","292"],"secondary-authors":["325"],"acf":{"banner_image":62911,"resources_label":"","download_url":"https:\/\/content.cloudthat.com\/resources\/wp-content\/uploads\/2024\/12\/Tanumanasa_2_pager_case_study.pdf","client_logo":"","highlights":{"first_part":{"icon":336,"title":"Under 40 secs","subtitle":"Query Performance and Scalability"},"second_part":{"icon":335,"title":"90%","subtitle":"High Accuracy"},"third_part":{"icon":334,"title":"80%","subtitle":"Cost Optimization"}},"the_challenge":"The client faces challenges in efficiently retrieving relevant and accurate information from a large repository of research papers while ensuring scalability and cost-effectiveness. They need robust infrastructure to handle diverse datasets, preprocess data, and meet domain-specific requirements, with added complexity from dependency on timely support for data access, APIs, and domain knowledge. Managing cost, performance, accuracy, and supporting complex queries remains a critical challenge.","client_testimonial":{"image":"","description":"","author":""},"solutions":"\u2022 Postman sends queries via Amazon API Gateway to Amazon EC2 and AWS Lambda for processing.\r\n\u2022 Amazon EC2 handles query-only requests, while AWS Lambda processes query+PDF cases.\r\n\u2022 Flask backend on Amazon EC2 interacts with a secure Aurora PostgreSQL database.\r\n\u2022 AWS Lambda uses Bedrock Haiku to process PDFs and queries, generating summaries.\r\n\u2022 Database stores metadata and session histories with pgAdmin for management.","the_results":"Optimized query processing with under 60 seconds response time, 90%+ accuracy, 1,000 queries per second, and minimized AWS costs while ensuring security and high resource utilization efficiency.","about_client_left_side":[{"field_63315a4dc06e1":"15085","field_63315a5bc06e2":"Industry\u00a0","field_63315a61c06e3":"Media and Advertisement"},{"field_63315a4dc06e1":"15083","field_63315a5bc06e2":"Expertise\u00a0","field_63315a61c06e3":"Amazon Bedrock, AWS Lambda, Amazon EC2"},{"field_63315a4dc06e1":"15084","field_63315a5bc06e2":"Offerings\/solutions\u00a0","field_63315a61c06e3":"Optimized query performance, data retrieval, cost efficiency, security, and resource utilization with minimal errors."}]},"_links":{"self":[{"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/resources\/62907"}],"collection":[{"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/resources"}],"about":[{"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/types\/resources"}],"author":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/users\/325"}],"version-history":[{"count":3,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/resources\/62907\/revisions"}],"predecessor-version":[{"id":66699,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/resources\/62907\/revisions\/66699"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/media\/62910"}],"wp:attachment":[{"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/media?parent=62907"}],"wp:term":[{"taxonomy":"cat_resources","embeddable":true,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/cat_resources?post=62907"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/www.cloudthat.com\/resources\/wp-json\/wp\/v2\/technology?post=62907"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}