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text-weight-semibold">GxP Compliance Audit</div></div><div class="label-new"></div></a></div></div><div class="navbar5_dropdown-content-right"><div class="navbar5_dropdown-content-wrapper z-index-1"><div class="is-txt-label small">New Case Study</div><div id="w-node-_585cd299-050b-0a77-9657-a1c9e907eef1-bb4be1c0" class="navbar5_blog-list-wrapper"><div class="navbar5_blog-list"><div class="w-dyn-list"><div role="list" class="w-dyn-items"><div role="listitem" class="w-dyn-item"><a href="http://www.appsilon.com/case-studies/gxp-data-workflows" class="navbar5_blog-item w-inline-block"><div class="navbar5_blog-image-wrapper"><img src="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/67501c2ea04815b790bd6a4e_GxP_Optmalization.webp" loading="lazy" alt="" sizes="100vw" srcset="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/67501c2ea04815b790bd6a4e_GxP_Optmalization-p-500.webp 500w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/67501c2ea04815b790bd6a4e_GxP_Optmalization-p-800.webp 800w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/67501c2ea04815b790bd6a4e_GxP_Optmalization.webp 1080w" class="navbar5_blog-image"/></div><div class="navbar5_large-item-content"><div class="text-weight-semibold text-style-2lines">Building a GxP Environment for Workflow Optimization</div><div class="spacer-tiny-4"></div><p class="text-size-small text-style-2lines">Appsilon鈥檚 solution leverages Infrastructure as Code and supports effective collaboration, standardizes processes, ensures regulatory compliance, and strengthens risk mitigation for this major pharmaceutical client.</p><div class="spacer-xsmall"></div><div class="label_read-more-arrow left"><div class="text-size-tiny text-weight-semibold">Read More</div><img src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" loading="lazy" 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class="section_wraper_scroll"><header class="section_hero-light interactive-dashbaords"><div class="overlay_noise-light"></div><div class="padding-global"><div class="container-large"><div class="padding-section-large"><div class="max-width-medium"><p class="is-txt-label">Shiny Applications and Dashboards</p><div class="spacer-xsmall"></div><h1><strong class="bold-text-10">Visualize Data for Innovation and Insight</strong></h1><div class="spacer-xsmall"></div><p class="text-size-medium">We structure and standardize your data, choose the right technology, and design scalable, user-friendly Shiny dashboards to achieve your business goals</p><div class="spacer-medium-8"></div><div class="button-group"><a href="/contact-us" class="button max-width-full-mobile-portrait w-button">Talk to our Experts</a><a href="#value-proposition" class="button is-secondary max-width-full-mobile-portrait w-button">Learn More</a></div></div></div></div></div></header><div class="spacer-scroll-mask"></div></div><section data-w-id="717a12c5-b0d5-c60c-afd4-af9f0421e790" class="section_logo_stripe"><div class="padding-section-small"><div class="logo3_component"><div class="logo3_list"><div id="w-node-_717a12c5-b0d5-c60c-afd4-af9f0421e794-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6666b03044ece52cc0449e23_Artboard5_10.svg" alt="astellas" class="logo_contact-form"/></div><div id="w-node-_717a12c5-b0d5-c60c-afd4-af9f0421e796-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6666b0308c80a835d94f5f42_Artboard5_6.svg" alt="Genmab" class="logo_contact-form"/></div><div id="w-node-_717a12c5-b0d5-c60c-afd4-af9f0421e798-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6647d097570b01ab8bfed1da_Artboard5_8.svg" alt="merck" class="logo_contact-form"/></div><div id="w-node-_717a12c5-b0d5-c60c-afd4-af9f0421e79a-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6647d0971bb1b418cc2532e9_Artboard5_4.svg" alt="johnson and johnson" class="logo_contact-form"/></div><div id="w-node-_717a12c5-b0d5-c60c-afd4-af9f0421e79c-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6666b02f01d5502952eb930e_Artboard5_8.svg" alt="World Health Organisation" class="logo_contact-form"/></div><div id="w-node-_717a12c5-b0d5-c60c-afd4-af9f0421e79e-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6647d097b467bbd87b51e8ee_Artboard5_6.svg" alt="Kenvue" class="logo_contact-form"/></div><div id="w-node-_717a12c5-b0d5-c60c-afd4-af9f0421e7a0-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8ed5e5d52a6f51f045a_Artboard5_5.webp" alt="Phuse" class="logo_contact-form"/></div><div id="w-node-_4c23d649-f79d-bacf-ea5d-748535042f36-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8ed60f091a6348d46bc_Artboard5.webp" alt="Phuse" class="logo_contact-form"/></div><div id="w-node-c2a353c0-c278-ec4e-bf88-d35375f3a613-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8edf75933fab5597858_Artboard5_3.webp" alt="Phuse" class="logo_contact-form"/></div><div id="w-node-_12618da4-ff88-6c20-cfd6-3460f3d68089-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8eddf72cdddcaebabf7_Artboard5_4.webp" alt="Phuse" class="logo_contact-form"/></div><div id="w-node-_58bca10c-0156-d1e2-2e55-88f006781893-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8edd523cf7513a0ae1c_Artboard5_2.webp" alt="Phuse" class="logo_contact-form"/></div></div><div class="logo3_list"><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc964235f1-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8edf75933fab5597858_Artboard5_3.webp" alt="astellas" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc964235f3-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8eddf72cdddcaebabf7_Artboard5_4.webp" alt="Genmab" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc964235f5-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8edd523cf7513a0ae1c_Artboard5_2.webp" alt="merck" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc964235f7-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6647d0971bb1b418cc2532e9_Artboard5_4.svg" alt="johnson and johnson" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc964235f9-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6666b02f01d5502952eb930e_Artboard5_8.svg" alt="World Health Organisation" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc964235fb-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6647d097b467bbd87b51e8ee_Artboard5_6.svg" alt="Kenvue" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc964235fd-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8ed5e5d52a6f51f045a_Artboard5_5.webp" alt="Phuse" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc964235ff-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8ed60f091a6348d46bc_Artboard5.webp" alt="Phuse" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc96423601-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8edf75933fab5597858_Artboard5_3.webp" alt="Phuse" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc96423603-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8eddf72cdddcaebabf7_Artboard5_4.webp" alt="Phuse" class="logo_contact-form"/></div><div id="w-node-_5484b72d-5af4-e665-c1cd-50bc96423605-0421e790" class="logo3_wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6787a8edd523cf7513a0ae1c_Artboard5_2.webp" alt="Phuse" class="logo_contact-form"/></div></div></div><div class="gradient-white-l-to-r"></div><div class="gradient-white-l-to-r inverted"></div></div></section><section id="service" class="section_service-description"><div id="value-proposition" class="padding-global"><div class="container-large"><div class="padding-section-large-28"><div class="is-txt-label">What You Gain</div><div class="spacer-xsmall"></div><div class="w-layout-grid layout253_component"><div id="w-node-ccfdfa63-e4ae-410a-e34a-a64515c8ffdb-92df468f" class="layout_content"><h2><strong>Simplify Processes with Shiny Dashboards</strong></h2><div class="spacer-xsmall"></div><p class="text-size-medium text-weight-semibold">Transform your workflows with scalable, interactive solutions. Automate processes, reduce risks, save time, and unlock advanced analytics to achieve your business goals faster and more effectively</p></div><div class="w-layout-grid layout253_list"><div class="card_version-1"><div class="blur_aniamtion"><div class="icon-1x1-small w-embed"><svg width="auto" height="auto" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <path opacity="0.4" d="M17.028 0H6.972C2.604 0 0 2.604 0 6.972V17.028C0 21.396 2.604 24 6.972 24H17.028C21.396 24 24 21.396 24 17.028V6.972C24 2.604 21.396 0 17.028 0Z" fill="#6CA5E2"/> <path d="M19.5727 8.24424C19.5727 8.73624 19.1767 9.14424 18.6727 9.14424H12.3727C11.8807 9.14424 11.4727 8.73624 11.4727 8.24424C11.4727 7.75224 11.8807 7.34424 12.3727 7.34424H18.6727C19.1767 7.34424 19.5727 7.75224 19.5727 8.24424Z" fill="#6CA5E2"/> <path d="M9.56388 7.07987L6.86387 9.77988C6.68387 9.95988 6.45588 10.0439 6.22788 10.0439C5.99988 10.0439 5.75988 9.95988 5.59188 9.77988L4.69188 8.87988C4.33187 8.53188 4.33187 7.95588 4.69188 7.60788C5.03988 7.25988 5.60387 7.25988 5.96388 7.60788L6.22788 7.87187L8.29188 5.80788C8.63988 5.45988 9.20388 5.45988 9.56388 5.80788C9.91188 6.15588 9.91188 6.73187 9.56388 7.07987Z" fill="#6CA5E2"/> <path d="M19.5727 16.6441C19.5727 17.1361 19.1767 17.5441 18.6727 17.5441H12.3727C11.8807 17.5441 11.4727 17.1361 11.4727 16.6441C11.4727 16.1521 11.8807 15.7441 12.3727 15.7441H18.6727C19.1767 15.7441 19.5727 16.1521 19.5727 16.6441Z" fill="#6CA5E2"/> <path d="M9.56388 15.4798L6.86387 18.1798C6.68387 18.3598 6.45588 18.4438 6.22788 18.4438C5.99988 18.4438 5.75988 18.3598 5.59188 18.1798L4.69188 17.2798C4.33187 16.9318 4.33187 16.3558 4.69188 16.0078C5.03988 15.6598 5.60387 15.6598 5.96388 16.0078L6.22788 16.2718L8.29188 14.2078C8.63988 13.8598 9.20388 13.8598 9.56388 14.2078C9.91188 14.5558 9.91188 15.1318 9.56388 15.4798Z" fill="#6CA5E2"/> </svg></div></div><div class="spacer-xsmall"></div><h3 class="heading-style-h5">Turn Excel Spreadsheets into Interactive Reports</h3><div class="spacer-xxsmall"></div><p class="text-size-regular text-color-body">Automate reporting for real-time insights, replacing static Excel sheets with interactive dashboards that support better decision-making.</p></div><div class="card_version-1"><div class="blur_aniamtion"><div class="icon-1x1-small w-embed"><svg width="auto" height="auto" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <path opacity="0.4" d="M16.19 2H7.81C4.17 2 2 4.17 2 7.81V16.18C2 19.83 4.17 22 7.81 22H16.18C19.82 22 21.99 19.83 21.99 16.19V7.81C22 4.17 19.83 2 16.19 2Z" fill="#6CA5E2"/> <path d="M13.8604 6.6499H10.1404C8.22039 6.6499 6.65039 8.2099 6.65039 10.1399V13.8599C6.65039 15.7799 8.22039 17.3499 10.1404 17.3499H13.8604C15.7804 17.3499 17.3504 15.7899 17.3504 13.8599V10.1399C17.3504 8.2199 15.7804 6.6499 13.8604 6.6499ZM15.9504 10.1399V11.2999H12.7004V8.0499H13.8604C15.0104 8.0499 15.9504 8.9899 15.9504 10.1399ZM10.1404 8.0499H11.3004V11.3099H8.05039V10.1499C8.05039 8.9899 8.99039 8.0499 10.1404 8.0499ZM8.05039 13.8599V12.6999H11.3104V15.9599H10.1504C8.99039 15.9499 8.05039 15.0099 8.05039 13.8599ZM13.8604 15.9499H12.7004V12.6999H15.9604V13.8599C15.9504 15.0099 15.0104 15.9499 13.8604 15.9499Z" fill="#6CA5E2"/> </svg></div></div><div class="spacer-xsmall"></div><h3 class="heading-style-h5">Make Accurate Predictions</h3><div class="spacer-xxsmall"></div><p class="text-size-regular text-color-body">Use advanced analytics to optimize operations, minimize risks, cut costs, and gain a competitive edge through data-driven predictions.</p></div><div class="card_version-1"><div class="blur_aniamtion"><div class="icon-1x1-small w-embed"><svg width="auto" height="auto" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <path opacity="0.4" d="M16.48 2H8.52C5.07 2 3 4.06 3 7.52V15.47C3 18.94 5.07 21 8.52 21H16.47C19.93 21 21.99 18.94 21.99 15.48V7.52C22 4.06 19.93 2 16.48 2Z" fill="#6CA5E2"/> <path d="M11 16.15V18.85C11 21.1 10.1 22 7.85 22H5.15C2.9 22 2 21.1 2 18.85V16.15C2 13.9 2.9 13 5.15 13H7.85C10.1 13 11 13.9 11 16.15Z" fill="#6CA5E2"/> <path d="M18.7495 5.95C18.7495 5.86 18.7295 5.78 18.6995 5.69C18.6995 5.68 18.6895 5.67 18.6895 5.67C18.6595 5.6 18.6095 5.53 18.5595 5.48C18.5395 5.46 18.5195 5.44 18.4995 5.43C18.4495 5.39 18.3995 5.35 18.3495 5.33C18.3295 5.32 18.2995 5.31 18.2795 5.3C18.1995 5.27 18.1095 5.25 18.0195 5.25H13.9995C13.5895 5.25 13.2495 5.59 13.2495 6C13.2495 6.41 13.5795 6.72 13.9995 6.72H16.2095L12.4695 10.47C12.1795 10.76 12.1795 11.24 12.4695 11.53C12.6195 11.68 12.8095 11.75 12.9995 11.75C13.1895 11.75 13.3795 11.68 13.5295 11.53L17.2595 7.79V9.99C17.2595 10.4 17.5995 10.74 18.0095 10.74C18.4195 10.74 18.7595 10.4 18.7595 9.99V5.97C18.7595 5.96 18.7595 5.96 18.7495 5.95Z" fill="#6CA5E2"/> </svg></div></div><div class="spacer-xsmall"></div><h3 class="heading-style-h5">Save Thousands of Hours with Advanced Analytics</h3><div class="spacer-xxsmall"></div><p class="text-size-regular text-color-body">Streamline workflows by automating testing and processes, freeing your team to focus on strategic, high-value tasks.</p></div><div class="card_version-1"><div class="blur_aniamtion"><div class="icon-1x1-small w-embed"><svg width="auto" height="auto" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <path opacity="0.4" d="M22 7.81V15.16C21.71 15.02 21.39 14.92 21.03 14.86L20.72 14.81L20.46 14.27C19.91 13.15 19.01 12.5 18 12.5C16.99 12.5 16.09 13.15 15.54 14.27L15.27 14.81L14.97 14.86C13.78 15.06 12.92 15.72 12.61 16.66C12.31 17.61 12.62 18.65 13.47 19.51L13.78 19.82L13.75 19.94C13.55 20.83 13.63 21.51 13.82 22H7.81C4.17 22 2 19.83 2 16.19V7.81C2 4.17 4.17 2 7.81 2H16.19C19.83 2 22 4.17 22 7.81Z" fill="#6CA5E2"/> <path d="M19.1199 14.9399L19.4399 15.5899C19.5999 15.9099 20.0099 16.2099 20.3499 16.2699L20.7799 16.3399C22.0899 16.5599 22.3899 17.5199 21.4599 18.4599L21.0599 18.8599C20.7899 19.1299 20.6499 19.6499 20.7299 20.0299L20.7799 20.2699C21.1399 21.8499 20.2999 22.4599 18.9299 21.6299L18.6399 21.4499C18.2899 21.2399 17.7099 21.2399 17.3599 21.4499L17.0699 21.6299C15.6899 22.4599 14.8599 21.8499 15.2199 20.2699L15.2699 20.0299C15.3499 19.6599 15.2099 19.1299 14.9399 18.8599L14.5399 18.4599C13.6099 17.5099 13.9099 16.5599 15.2199 16.3399L15.6499 16.2699C15.9999 16.2099 16.3999 15.9099 16.5599 15.5899L16.8799 14.9399C17.4999 13.6899 18.4999 13.6899 19.1199 14.9399Z" fill="#6CA5E2"/> <path fill-rule="evenodd" clip-rule="evenodd" d="M16.1296 7.91704C16.457 8.17081 16.5167 8.64192 16.2629 8.9693L13.9485 11.955C13.3536 12.7073 12.2567 12.8445 11.4916 12.2533L11.4863 12.2492L9.65976 10.8119C9.54691 10.7262 9.38952 10.7475 9.30382 10.8581C9.30374 10.8582 9.3039 10.858 9.30382 10.8581L6.9243 13.9475C6.67154 14.2756 6.20062 14.3367 5.87246 14.084C5.5443 13.8312 5.48318 13.3603 5.73593 13.0321L8.11666 9.94122C8.71057 9.17263 9.81178 9.03371 10.5787 9.62634L10.5839 9.63038L12.4105 11.0677C12.5245 11.1543 12.6852 11.132 12.7703 11.0265L15.0774 8.05031C15.3312 7.72293 15.8023 7.66327 16.1296 7.91704Z" fill="#6CA5E2"/> </svg></div></div><div class="spacer-xsmall"></div><h3 class="heading-style-h5">Accelerate Drug Development</h3><div class="spacer-xxsmall"></div><p class="text-size-regular text-color-body">Reduce clinical trial data processing time from weeks to minutes, enabling faster and more efficient drug development timelines.</p></div></div></div></div></div></div></section><section class="section_single_case_study"><div class="padding-global"><div class="container-large"><div class="padding-section-large"><div class="layout25_component"><div class="w-layout-grid layout25_content"><div class="layout25_content-left"><div class="is-txt-label">How We Helped Our Partners</div><div class="spacer-xsmall"></div><h2>Optimizing Performance for Large Datasets</h2><div class="spacer-small"></div><p>Enhanced app performance for large datasets, reducing load times, data transfer, and CPU usage while improving scalability.</p><div class="spacer-xlarge"></div><div class="w-layout-grid layout25_item-list"><div class="layout25_text-wrapper"><h2>10x</h2><div class="spacer-xxsmall"></div><p>Faster initial page load time, reducing it from ~30 seconds to ~3 seconds, significantly improving user experience.</p></div><div class="layout25_text-wrapper"><h2>90%</h2><div class="spacer-xxsmall"></div><p>Reduction in data transfer size, decreasing from 8MB to 800KB through optimized server-side computations.</p></div></div></div><div class="layout25_image-wrapper"><img sizes="(max-width: 479px) 100vw, (max-width: 767px) 90vw, (max-width: 991px) 43vw, 42vw" srcset="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6755c221307465d0d45afbc0_data_viz-p-500.webp 500w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6755c221307465d0d45afbc0_data_viz-p-800.webp 800w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6755c221307465d0d45afbc0_data_viz.webp 1000w" alt="" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6755c221307465d0d45afbc0_data_viz.webp" loading="lazy" class="layout25_image"/></div></div></div></div></div></div></section><section class="section_dark"><div class="overlay_shadows"></div><div class="overlay_noise"></div><div class="padding-global"><div class="container-large"><div class="padding-section-large-28"><div class="w-layout-grid faq6_content"><div class="faq6_content-left"><div><div class="is-txt-label">Our Services</div><div class="spacer-small"></div><h2 class="text-color-light-1"><strong>Leading the Way in Shiny Excellence</strong></h2><div class="spacer-small"></div><p class="text-size-medium text-weight-semibold text-color-offwhite-new">We provide expertly designed Shiny apps to turn complex data into intuitive, user-friendly dashboards.</p><div class="spacer-medium"></div><div class="button-group"><a href="/contact-us" class="button w-button">Talk to our Experts</a></div><div 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class="text-color-offwhite-darkmode-3">Build on our 12+ years experience in Shiny and deliver applications that turn your data into intuitive, actionable solutions.</p></div></div></div></div><div class="item_card dark-accordion"><div fs-accordion-element="accordion" class="fs_accordion-2_item"><div id="accordion-2-header-2" tabindex="3" role="button" aria-controls="accordion-2-content-2" aria-expanded="false" fs-accordion-element="trigger" class="fs_accordion-2_header"><div class="w-layout-hflex flex-block-32"><div class="text-size-medium-77 text-color-light-1-3">03.</div><h4 class="text-color-light-1-3">Robust Security Measures</h4></div><div fs-accordion-element="arrow" class="fs_accordion-2_arrow-wrapper"><div class="fs_accordion-2_icon w-icon-dropdown-toggle"></div></div></div><div id="accordion-2-content-2" aria-labelledby="accordion-2-header-2" fs-accordion-element="content" class="fs_accordion-2_content"><div class="fs_accordion-2_body"><p 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class="text-color-offwhite-darkmode">Deliver fast, seamless access to data insights through beautifully designed, user-friendly application interfaces.</p></div></div></div></div><div class="item_card dark-accordion"><div fs-accordion-element="accordion" class="fs_accordion-2_item"><div id="accordion-2-header-2" tabindex="4" role="button" aria-controls="accordion-2-content-2" aria-expanded="false" fs-accordion-element="trigger" class="fs_accordion-2_header"><div class="w-layout-hflex flex-box-1rem"><div class="text-size-medium text-color-light-1">05.</div><h4 class="text-color-light-1">Quality Assurance</h4></div><div fs-accordion-element="arrow" class="fs_accordion-2_arrow-wrapper"><div class="fs_accordion-2_icon w-icon-dropdown-toggle"></div></div></div><div id="accordion-2-content-2" aria-labelledby="accordion-2-header-2" fs-accordion-element="content" class="fs_accordion-2_content"><div class="fs_accordion-2_body"><p class="text-color-offwhite-darkmode">Ensure data accuracy and app reliability with automated testing that processes only the most relevant and precise information.</p></div></div></div></div></div></div></div></div></div></div></section><section class="section_dashboards"><div class="padding-global-66"><div class="container-large-25"><div class="padding-section-large-42"><div class="blog66_component"><div class="blog66_heading-wrapper"><div class="blog66_heading"><div class="max-width-large"><div class="text-style-tagline">Dashboards</div><div class="spacer-xsmall"></div><h2>Explore Shiny Dashboards in Action</h2><div class="spacer-xsmall"></div><p>Curious about what we can build? Browse interactive demos showcasing Shiny-powered dashboards and applications.</p></div></div></div><div class="spacer-xxlarge"></div><div data-delay="4000" data-animation="slide" class="blog66_group w-slider" data-autoplay="true" data-easing="ease-in-out" data-hide-arrows="false" data-disable-swipe="false" data-autoplay-limit="0" data-nav-spacing="3" data-duration="500" data-infinite="true"><div class="blog66_mask w-slider-mask"><div class="blog66_slide w-slide"><a href="http://connect.appsilon.com/shiny-gosling/" target="_blank" class="link-block-no-style w-inline-block"><div id="w-node-a6d9caf5-d25b-c5ce-f279-259d1d7aaf0a-92df468f" class="item_card-24em"><div class="content_wrap"><div class="image_wrapper_cs_content"><img srcset="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feba1a8a0ec9a4ad0d7_Artboard57_6-p-500.webp 500w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feba1a8a0ec9a4ad0d7_Artboard57_6.webp 701w" loading="lazy" sizes="(max-width: 479px) 75vw, (max-width: 767px) 68vw, (max-width: 991px) 41vw, 27vw" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feba1a8a0ec9a4ad0d7_Artboard57_6.webp" alt="Rigplay Case Study" class="case_study_image"/></div><div class="item_card_content_wrapper"><h3 class="case_studies_heading">Shiny Gosling</h3><div class="spacer-xxsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">Discover a dynamic app demonstrating the shiny.gosling R Shiny wrapper for Gosling.js, a powerful grammar-based toolkit for interactive and scalable genomics data visualization.</div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">See More</div><img src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" loading="lazy" alt=""/></div></div></div></a></div><div class="blog66_slide w-slide"><a href="http://connect.appsilon.com/rhino-fda-pilot/" target="_blank" class="link-block-no-style w-inline-block"><div id="w-node-f05f2e26-b150-0677-ec58-c6a0b22c3fc3-92df468f" class="item_card-24em"><div class="content_wrap"><div class="image_wrapper_cs_content"><img srcset="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519febf75331ed46af61cb_Artboard57-p-500.webp 500w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519febf75331ed46af61cb_Artboard57.webp 701w" loading="lazy" sizes="(max-width: 479px) 75vw, (max-width: 767px) 68vw, (max-width: 991px) 41vw, 27vw" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519febf75331ed46af61cb_Artboard57.webp" alt="Rigplay Case Study" class="case_study_image"/></div><div class="item_card_content_wrapper"><h3 class="case_studies_heading">Share Data Science Insights With Business Teams</h3><div class="spacer-xxsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">At Appsilon, our Data Science Productivity Consulting service focuses on bridging the gap between data science and business teams. </div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">See More</div><img src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" loading="lazy" alt=""/></div></div></div></a></div><div class="blog66_slide w-slide"><a href="https://www.hopkinslymetracker.org/overview" target="_blank" class="link-block-no-style w-inline-block"><div id="w-node-d70b81dd-a151-96bd-dce0-d0898ad0b2b3-92df468f" class="item_card-24em"><div class="content_wrap"><div class="image_wrapper_cs_content"><img srcset="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb53bf6f0932fce11f_Artboard57_5-p-500.webp 500w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb53bf6f0932fce11f_Artboard57_5.webp 701w" loading="lazy" sizes="(max-width: 479px) 75vw, (max-width: 767px) 68vw, (max-width: 991px) 41vw, 27vw" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb53bf6f0932fce11f_Artboard57_5.webp" alt="Rigplay Case Study" class="case_study_image"/></div><div class="item_card_content_wrapper"><h3 class="case_studies_heading">Johns Hopkins Lyme Disease App</h3><div class="spacer-xxsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">Discover the award-winning interactive data explorer showcasing Lyme and other tick-borne diseases in the United States.</div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">See More</div><img src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" loading="lazy" alt=""/></div></div></div></a></div><div class="blog66_slide w-slide"><a href="https://connect.appsilon.com/respiratory_disease_pyshiny/" target="_blank" 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Built following the 2022 Posit Conf release of Shiny for Python, using the Respiratory Diseases (R Shiny) as a guide.</div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">See More</div><img src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" loading="lazy" alt=""/></div></div></div></a></div><div class="blog66_slide w-slide"><a href="https://connect.appsilon.com/lake-profile-app/" target="_blank" class="link-block-no-style w-inline-block"><div id="w-node-_986a06e9-b819-1828-c46c-14550d354e7e-92df468f" class="item_card-24em"><div class="content_wrap"><div class="image_wrapper_cs_content"><img srcset="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb515f4da7634c825f_Artboard57_2-p-500.webp 500w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb515f4da7634c825f_Artboard57_2.webp 701w" loading="lazy" sizes="(max-width: 479px) 75vw, (max-width: 767px) 68vw, (max-width: 991px) 41vw, 27vw" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb515f4da7634c825f_Artboard57_2.webp" alt="Rigplay Case Study" class="case_study_image"/></div><div class="item_card_content_wrapper"><h3 class="case_studies_heading">Lake Profile App</h3><div class="spacer-xxsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">Explore an interactive government application for coordinating and visualizing lake profile data collected by government officials and collaborators.</div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">See More</div><img src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" loading="lazy" alt=""/></div></div></div></a></div><div class="blog66_slide w-slide"><a href="https://connect.appsilon.com/fresh-water-resources/" target="_blank" class="link-block-no-style w-inline-block"><div id="w-node-cc2c2b59-9cfd-8eee-171b-8fb070c2aa00-92df468f" class="item_card-24em"><div class="content_wrap"><div class="image_wrapper_cs_content"><img srcset="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb920815366afea4e0_Artboard57_4-p-500.webp 500w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb920815366afea4e0_Artboard57_4.webp 701w" loading="lazy" sizes="(max-width: 479px) 75vw, (max-width: 767px) 68vw, (max-width: 991px) 41vw, 27vw" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67519feb920815366afea4e0_Artboard57_4.webp" alt="Rigplay Case Study" class="case_study_image"/></div><div class="item_card_content_wrapper"><h3 class="case_studies_heading">Freshwater Resources</h3><div class="spacer-xxsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">Explore valuable insights into water resource distribution and changes over time using geographic maps and trendline charts, powered by data from AQUASTAT Statistics.</div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">See More</div><img src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" loading="lazy" alt=""/></div></div></div></a></div></div><div class="slider-arrow is-bottom-previous w-slider-arrow-left"><div class="slider-arrow-icon w-embed"><svg width="100%" height="100%" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M3.31066 8.75001L9.03033 14.4697L7.96967 15.5303L0.439339 8.00001L7.96967 0.469676L9.03033 1.53034L3.31066 7.25001L15.5 7.25L15.5 8.75L3.31066 8.75001Z" fill="currentColor"/> </svg></div></div><div class="slider-arrow is-bottom-next w-slider-arrow-right"><div class="slider-arrow-icon w-embed"><svg width="100%" height="100%" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M12.6893 7.25L6.96967 1.53033L8.03033 0.469666L15.5607 8L8.03033 15.5303L6.96967 14.4697L12.6893 8.75H0.5V7.25H12.6893Z" fill="currentColor"/> </svg></div></div><div class="blog66_slide-nav w-slider-nav w-slider-nav-invert w-round"></div></div><div class="show-mobile-landscape"><div class="spacer-xxlarge"></div><div class="button-group is-right"><a href="#" class="button-44 is-secondary w-button">View all</a></div></div></div></div></div></div></section><section class="section_pricing22"><div class="padding-global-65"><div class="container-large-25"><div class="padding-section-large-42"><div class="pricing22_component"><div class="max-width-large"><div class="text-style-tagline">Solutions Review</div><div class="spacer-xsmall"></div><h2>R Shiny or Shiny for Python?</h2><div class="spacer-small-9"></div><p>Discover whether which framework will better fit your project needs. Compare features and find the perfect solution.</p></div><div class="spacer-xxlarge"></div><div class="pricing22_plans"><div class="w-layout-grid pricing22_top-row"><div class="pricing22_empty-space"></div><div class="pricing22_top-row-content"><div class="pricing22_top-row-wrapper"><div class="w-layout-hflex flex-block-38"><div class="logo_wrap_white"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca6d92aa286ce791227_r.svg" alt="" class="techstack-img"/></div></div><div class="spacer-xxsmall"></div><h3 class="heading-style-h5">Shiny for R</h3><div class="spacer-xxsmall"></div><p class="text-size-regular text-color-body">Designed for rapid prototyping and statistical analysis, Shiny for R excels in creating dashboards for smaller datasets.</p><div class="spacer-small"></div><div class="spacer-medium"></div></div></div><div class="pricing22_top-row-content"><div class="pricing22_top-row-wrapper"><div class="w-layout-hflex flex-block-38"><div class="logo_wrap_white"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca6718d38e7a6c834cf_python.svg" alt="" class="techstack-img"/></div></div><div class="spacer-xxsmall"></div><h3 class="heading-style-h5">Shiny for Python</h3><div class="spacer-xxsmall"></div><p class="text-size-regular text-color-body">Built to leverage Python鈥檚 extensive ecosystem, Shiny for Python empowers scalable dashboards and advanced AI/ML workflows.</p><div class="spacer-small"></div><a href="http://www.appsilon.com/guides/shiny-python-guide" target="_blank" class="button is-secondary max-width-full-mobile-portrait w-button">Check our Guide</a><div class="spacer-medium"></div></div></div><div class="pricing22_top-row-content"></div><div class="pricing22_top-row-content"></div></div><div class="w-layout-grid pricing22_row background-color-secondary"><div id="w-node-c984d8a9-bbbc-a29f-74f2-201ab5ff8046-92df468f" class="pricing22_feature"><div>Number of Packages</div></div><div class="pricing22_row-content"><div>21,700+ R packages hosted <br/>on CRAN</div></div><div class="pricing22_row-content"><div>530,000+ Python packages <br/>hosted on PyPI</div></div></div><div class="w-layout-grid pricing22_row"><div id="w-node-c984d8a9-bbbc-a29f-74f2-201ab5ff8053-92df468f" class="pricing22_feature"><div>Year of Establishment</div></div><div class="pricing22_row-content"><div>2012</div></div><div class="pricing22_row-content"><div>2022</div></div></div><div class="w-layout-grid pricing22_row background-color-secondary"><div id="w-node-_68cf74c4-160e-bf5d-e6af-3781164daeec-92df468f" class="pricing22_feature"><div>Best for</div></div><div class="pricing22_row-content"><div>Rapid prototyping<br/>Statistical analysis<br/>Data-heavy applications</div></div><div class="pricing22_row-content"><div>AI/ML workflows<br/>Complex data handling<br/>Scalable applications</div></div></div><div class="w-layout-grid pricing22_row"><div id="w-node-_9db49908-5e17-fefe-0281-5ef6ee815a01-92df468f" class="pricing22_feature"><div>Who is it for</div></div><div class="pricing22_row-content"><div>Data scientists and analysts <br/>familiar with R</div></div><div class="pricing22_row-content"><div>Python developers and teams working with advanced data and machine learning</div></div></div><div class="w-layout-grid pricing22_row background-color-secondary"><div id="w-node-ca513add-bcfb-23af-1ab9-9cdcb0e52e01-92df468f" class="pricing22_feature"><div>Appsilon Contributions</div></div><div class="pricing22_row-content"><div><a href="https://www.appsilon.com/rhinoverse">Rhinoverse</a>, a collection of tools to simplify Shiny for R development in enterprise settings</div></div><div class="pricing22_row-content"><div><a href="https://www.appsilon.com/rhinoverse/tapyr">Tapyr</a> framework, enabling modular and scalable development for Shiny in Python</div></div></div></div><div class="spacer-large"></div><div 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class="techstack-img"/></div></div><div class="spacer-xsmall"></div><h3 class="heading-style-h5">Need More Options?</h3><div class="spacer-xxsmall"></div><p class="text-size-regular text-color-body">We also work with React and other technologies. Contact us to explore custom solutions for your unique needs.</p><div class="spacer-medium"></div><a href="/contact-us" class="button w-button">Talk to our Experts</a></div></div></div></div></div></section><section class="section_layout458"><div class="padding-global-63"><div class="container-large-25"><div class="padding-section-large"><div class="layout458_component"><div class="is-txt-label">Our Expertise</div><div class="spacer-xsmall"></div><div class="w-layout-grid layout458_content"><div class="layout458_content-left"><h2><strong>The Expertise and Flexibility You Need</strong></h2></div><div class="layout458_content-right"><p class="text-size-medium-51">Certified partners with deep tech expertise鈥擜ppsilon ensures scalable, tailored solutions for every step of your journey.</p></div></div><div class="spacer-xxlarge"></div><div class="layout458_list"><div class="layout458_item1"><div class="layout458_image-wrapper"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67190360a70254376ecbe46b_world.avif" alt="" class="layout458_image"/></div><div class="spacer-medium-8"></div><h3 blocks-non-deletable="true">World-Class Talent</h3><div class="spacer-xsmall"></div><p>Work with a team of top-tier developers and data scientists who bring deep expertise and innovation to every project.</p></div><div class="layout458_item1"><div class="layout458_image-wrapper"><img sizes="100vw" srcset="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6751ae2c22aaef0e43febda0_12yearsInShiny-p-500.webp 500w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6751ae2c22aaef0e43febda0_12yearsInShiny-p-800.webp 800w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6751ae2c22aaef0e43febda0_12yearsInShiny.webp 802w" alt="" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6751ae2c22aaef0e43febda0_12yearsInShiny.webp" loading="lazy" class="layout458_image"/></div><div class="spacer-medium-8"></div><h3 blocks-non-deletable="true">12+ Years of Shiny Experience</h3><div class="spacer-xsmall"></div><p>Build on over a decade of proven Shiny success, delivering scalable, secure, and user-friendly applications tailored to your needs.</p></div><div class="layout458_item1"><div class="layout458_image-wrapper"><img sizes="100vw" srcset="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67503b5b5985420c3fda0b76_industry_leaders-p-500.webp 500w, https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67503b5b5985420c3fda0b76_industry_leaders.webp 802w" alt="" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/67503b5b5985420c3fda0b76_industry_leaders.webp" loading="lazy" class="layout458_image"/></div><div class="spacer-medium-8"></div><h3 blocks-non-deletable="true">Trusted by Fortune 500 Companies</h3><div class="spacer-xsmall"></div><p>Join the ranks of Fortune 500 companies who rely on our expertise for impactful, data-driven solutions.</p></div></div></div></div></div></div></section><section class="section_techstack_new"><div class="padding-global"><div class="container-large-9"><div class="spacer-xxlarge"></div><div class="w-layout-grid layout_techstack_component"><div id="w-node-_7043eb6c-5e6a-2ff2-8e73-75eb951f1826-92df468f" class="layout_content"><div class="is-txt-label">Tools and Technologies</div><div class="spacer-xsmall"></div><h2><strong>Leveraging the Best Tools and Technologies</strong></h2><div class="spacer-xsmall"></div><p class="text-size-medium">We combine cutting-edge technology with scientific expertise to deliver high-quality, compliant solutions. Here鈥檚 a glimpse of the tools we work with.</p></div><div class="w-layout-grid layout253_list"><div class="card_version-1"><div class="w-layout-vflex techstack-v-wrapper"><div class="techstack-cat-wrapper"><div class="is-txt-semibold">Languages</div><div class="spacer-xsmall"></div><div class="w-layout-hflex techstack-tech-wrapper"><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca6d92aa286ce791227_r.svg" alt="" class="techstack-img"/><div class="techstack-text">R Language </div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca61634aec79e866c82_js.svg" alt="" class="techstack-img"/><div class="techstack-text">JavaScript</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca6718d38e7a6c834cf_python.svg" alt="" class="techstack-img"/><div class="techstack-text">Python</div></div></div><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6751aba539c8d5d593b796c7_sql.webp" alt="" class="techstack-img"/><div class="techstack-text">SQL</div></div></div></div></div></div><div class="card_version-1"><div class="techstack-cat-wrapper"><div class="is-txt-semibold">Cloud</div><div class="spacer-xsmall"></div><div class="w-layout-hflex techstack-tech-wrapper"><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca674d81b9fd1c5c103_google%20cloud.svg" alt="" class="techstack-img"/><div class="techstack-text">Google Cloud</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca6718d38e7a6c83494_aws.svg" alt="" class="techstack-img"/><div class="techstack-text">AWS</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca6c55bc4a7d44e3986_azure.svg" alt="" class="techstack-img"/><div class="techstack-text">Azure</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66865f95ac1f90e55bd0c1da_driver-2.svg" alt="" class="techstack-img"/><div class="techstack-text">On-Premise</div></div></div></div></div></div><div class="card_version-1"><div class="techstack-cat-wrapper"><div class="is-txt-semibold">Frameworks</div><div class="spacer-xsmall"></div><div class="w-layout-hflex techstack-tech-wrapper"><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca67c90a5b84e4ba293_shiny.avif" alt="" class="techstack-img"/><div class="techstack-text">Shiny</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca63d91024ddbc2204f_pytorch.svg" alt="" class="techstack-img"/><div class="techstack-text">PyTorch</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca642158cf7a5e52890_react.svg" alt="" class="techstack-img"/><div class="techstack-text">React</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca65952acb620469dbd_nextflow.svg" alt="" class="techstack-img"/><div class="techstack-text">NextFlow</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca6a154ae840f0a2abc_Ansible.svg" alt="" class="techstack-img"/><div class="techstack-text">Ansible</div></div></div><a href="https://observablehq.com/framework/" class="no-style-link w-inline-block"><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66ec1e0c11baa88707b575b5_logo.svg" alt="" class="techstack-img"/><div class="techstack-text">Observable </div></div></div></a></div></div><div class="spacer-xxsmall"></div></div><div class="card_version-1"><div class="techstack-cat-wrapper"><div class="is-txt-semibold">Platforms</div><div class="spacer-xsmall"></div><div class="w-layout-hflex techstack-tech-wrapper"><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca66c6d5a517ccab5ba_databricks.svg" alt="" class="techstack-img"/><div class="techstack-text">Databricks</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca6248fb9aa84fa5187_docer.svg" alt="" class="techstack-img"/><div class="techstack-text">Docker</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca68b513b6f695838cc_kubernetes.svg" alt="" class="techstack-img"/><div class="techstack-text">Kubernetes</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66853ca67c90a5b84e4ba293_shiny.avif" alt="" class="techstack-img"/><div class="techstack-text">shinyapps.io</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66865f883876259f5132ec3e_box-2.svg" alt="" class="techstack-img"/><div class="techstack-text">Package Manager</div></div></div><div class="shadow-xsmall"><div class="techstack-wrap"><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/66865f8d00a84f2218a16389_bubble.svg" alt="" class="techstack-img"/><div class="techstack-text">Posit Connect</div></div></div></div></div><div class="spacer-xxsmall"></div></div></div></div><div class="spacer-xxlarge"></div></div></div></section><section class="section_testimonial_1"><div class="line-divider"></div><div class="padding-global-59"><div class="container-large-26"><div class="padding-section-medium"><div class="max-width-large"><div class="is-txt-label-3">Our Clients About Appsilon</div><div class="spacer-xsmall"></div><h2><strong>How It Feels to Work with Us</strong></h2><div class="spacer-large"></div></div><div class="w-layout-grid grid-2"><div class="testimonial1_component"><div class="margin-vertical margin-medium"><div class="blur_aniamtion"><div class="icon-1x1-small w-embed"><svg width="auto" height="auto" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <path opacity="0.4" d="M16.1898 2H7.81977C4.17977 2 2.00977 4.17 2.00977 7.81V16.18C2.00977 19.82 4.17977 21.99 7.81977 21.99H16.1898C19.8298 21.99 21.9998 19.82 21.9998 16.18V7.81C21.9998 4.17 19.8298 2 16.1898 2Z" fill="#6CA5E2"/> <path d="M15.8109 7.21997H14.3209C13.2309 7.21997 12.3809 8.06997 12.3809 9.15997V10.65C12.3809 11.74 13.2309 12.59 14.3209 12.59H16.2309C16.1509 14.4 15.7309 14.67 14.5209 15.38C14.1609 15.59 14.0509 16.05 14.2609 16.41C14.4009 16.65 14.6509 16.78 14.9109 16.78C15.0409 16.78 15.1709 16.75 15.2909 16.68C17.0809 15.62 17.7509 14.93 17.7509 11.85V9.17999C17.7509 8.08999 16.8809 7.21997 15.8109 7.21997Z" fill="#6CA5E2"/> <path d="M9.68 7.21997H8.19C7.1 7.21997 6.25 8.06997 6.25 9.15997V10.65C6.25 11.74 7.1 12.59 8.19 12.59H10.1C10.02 14.4 9.6 14.67 8.39 15.38C8.03 15.59 7.92 16.05 8.13 16.41C8.27 16.65 8.52 16.78 8.78 16.78C8.91 16.78 9.04 16.75 9.16 16.68C10.95 15.62 11.62 14.93 11.62 11.85V9.17999C11.61 8.08999 10.74 7.21997 9.68 7.21997Z" fill="#6CA5E2"/> </svg></div><div class="spacer-xsmall"></div><div class="text_medium-testimonial">While the HPA team already possessed strong skills and a solid track record in Shiny development, this project elevated our capabilities to the next level. </div></div></div><div class="div-block-52"><div><p><strong>Jim Pearse</strong></p><p>Director, HPA</p></div></div></div><div class="testimonial1_component"><div class="margin-vertical margin-medium"><div class="blur_aniamtion"><div class="icon-1x1-small w-embed"><svg width="auto" height="auto" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <path opacity="0.4" d="M16.1898 2H7.81977C4.17977 2 2.00977 4.17 2.00977 7.81V16.18C2.00977 19.82 4.17977 21.99 7.81977 21.99H16.1898C19.8298 21.99 21.9998 19.82 21.9998 16.18V7.81C21.9998 4.17 19.8298 2 16.1898 2Z" fill="#6CA5E2"/> <path d="M15.8109 7.21997H14.3209C13.2309 7.21997 12.3809 8.06997 12.3809 9.15997V10.65C12.3809 11.74 13.2309 12.59 14.3209 12.59H16.2309C16.1509 14.4 15.7309 14.67 14.5209 15.38C14.1609 15.59 14.0509 16.05 14.2609 16.41C14.4009 16.65 14.6509 16.78 14.9109 16.78C15.0409 16.78 15.1709 16.75 15.2909 16.68C17.0809 15.62 17.7509 14.93 17.7509 11.85V9.17999C17.7509 8.08999 16.8809 7.21997 15.8109 7.21997Z" fill="#6CA5E2"/> <path d="M9.68 7.21997H8.19C7.1 7.21997 6.25 8.06997 6.25 9.15997V10.65C6.25 11.74 7.1 12.59 8.19 12.59H10.1C10.02 14.4 9.6 14.67 8.39 15.38C8.03 15.59 7.92 16.05 8.13 16.41C8.27 16.65 8.52 16.78 8.78 16.78C8.91 16.78 9.04 16.75 9.16 16.68C10.95 15.62 11.62 14.93 11.62 11.85V9.17999C11.61 8.08999 10.74 7.21997 9.68 7.21997Z" fill="#6CA5E2"/> </svg></div><div class="spacer-xsmall"></div><div class="text_medium-testimonial">Bringing the data and reporting dashboard in-house that can be leveraged by other teams allows us to perform analytics on both commercial and medical data to generate insights in a single platform.</div></div></div><p class="text-weight-semibold-19"></p><p><strong>Global 2000 biotechnology company</strong></p></div><div class="testimonial1_component"><div class="margin-vertical margin-medium"><div class="blur_aniamtion"><div class="icon-1x1-small w-embed"><svg width="auto" height="auto" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <path opacity="0.4" d="M16.1898 2H7.81977C4.17977 2 2.00977 4.17 2.00977 7.81V16.18C2.00977 19.82 4.17977 21.99 7.81977 21.99H16.1898C19.8298 21.99 21.9998 19.82 21.9998 16.18V7.81C21.9998 4.17 19.8298 2 16.1898 2Z" fill="#6CA5E2"/> <path d="M15.8109 7.21997H14.3209C13.2309 7.21997 12.3809 8.06997 12.3809 9.15997V10.65C12.3809 11.74 13.2309 12.59 14.3209 12.59H16.2309C16.1509 14.4 15.7309 14.67 14.5209 15.38C14.1609 15.59 14.0509 16.05 14.2609 16.41C14.4009 16.65 14.6509 16.78 14.9109 16.78C15.0409 16.78 15.1709 16.75 15.2909 16.68C17.0809 15.62 17.7509 14.93 17.7509 11.85V9.17999C17.7509 8.08999 16.8809 7.21997 15.8109 7.21997Z" fill="#6CA5E2"/> <path d="M9.68 7.21997H8.19C7.1 7.21997 6.25 8.06997 6.25 9.15997V10.65C6.25 11.74 7.1 12.59 8.19 12.59H10.1C10.02 14.4 9.6 14.67 8.39 15.38C8.03 15.59 7.92 16.05 8.13 16.41C8.27 16.65 8.52 16.78 8.78 16.78C8.91 16.78 9.04 16.75 9.16 16.68C10.95 15.62 11.62 14.93 11.62 11.85V9.17999C11.61 8.08999 10.74 7.21997 9.68 7.21997Z" fill="#6CA5E2"/> </svg></div><div class="spacer-xsmall"></div><div class="text_medium-testimonial">"Appsilon's control, understanding and continuous improvement of our Posit infrastructure leaves us free to focus on domain. As a result we're able to raise quality of code and business logic simultaneously."</div></div></div><div class="div-block-52"><div><p class="text-weight-semibold-19"><strong>Andrea Nicolaysen Carlsson</strong></p><p>Technology Manager Electrodes at Elkem ASA</p></div></div></div></div></div></div></div></section><section id="case-studies" class="section_case-studies"><div class="padding-global"><div class="container-large"><div class="padding-section-medium"><div class="portfolio11_component"><div class="header-wrapper is-animation-fade-in"><div class="max-width-large"><div class="is-txt-label">Our Experience</div><div class="spacer-xsmall"></div><h2><strong>Driving Impact Across Industries</strong></h2><div class="spacer-small"></div><p class="text-size-medium-51">Explore how we help leading organizations solve challenges with tailored solutions in biopharma, research, and technology.</p><div class="spacer-large"></div></div></div><div class="w-dyn-list"><div fs-cmsload-mode="load-under" fs-cmsload-element="list" role="list" class="collection_long-case-studies w-dyn-items"><div role="listitem" class="w-dyn-item"><a href="https://www.appsilon.com/case-studies/new-functionalities-and-ui-for-health-equity-explorer-for-boston-medical-center" class="link-block-no-style w-inline-block"><div id="w-node-_5a37ba26-a787-43f3-eee5-965ae1c84613-92df468f" class="item_card-30rem"><div class="content_wrap"><div class="image_wrapper_cs_content"><img loading="lazy" src="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/66cda763a75def25d5999849_CS_1.webp" alt="" sizes="(max-width: 479px) 100vw, (max-width: 767px) 42vw, (max-width: 991px) 43vw, 28vw" srcset="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/66cda763a75def25d5999849_CS_1-p-500.webp 500w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/66cda763a75def25d5999849_CS_1-p-800.webp 800w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/66cda763a75def25d5999849_CS_1-p-1080.webp 1080w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/66cda763a75def25d5999849_CS_1.webp 1200w" class="case_study_image"/></div><div class="item_card_content_wrapper"><div style="border-color:#1bb976" class="label_industry-category"><div>BioPharma</div></div><div class="spacer-xsmall"></div><h5 class="case_studies_heading">New Functionalities and UI for Health Equity Explorer for Boston Medical Center聽</h5><div class="spacer-xsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">Enhance population health analytics and advance health equity by harnessing comprehensive medical data with the versatility of R Shiny.</div><div class="spacer-xsmall"></div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">Learn More</div><img loading="lazy" 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https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/6637c9d70685ccf8c40c3980_Elkem_image.webp 1080w" class="case_study_image"/></div><div class="item_card_content_wrapper"><div style="border-color:#0099f9" class="label_industry-category"><div>Enterprise Solutions</div></div><div class="spacer-xsmall"></div><h5 class="case_studies_heading">Refining Elkem's Follow-Up Processes with Advanced Data Analytics</h5><div class="spacer-xsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">See how Appsilon assists Elkem, a top silicon-based materials producer, in monitoring processes across various production sites using Posit Connect.</div><div class="spacer-xsmall"></div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">Learn More</div><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" 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Learn how to use simple logs, notifications, and user interactions in Shiny to prioritize dashboard features.</div><div class="spacer-xsmall"></div><div class="w-layout-hflex author_wrapper"><img src="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/65e6046f4e59434820ecece7_Screenshot%202024-03-04%20at%2019.27.08.png" loading="lazy" alt="" class="blog-author-avatar"/><div>Piotr Pasza Storo偶enko</div></div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">Read more</div><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" alt=""/></div></div></div></a></div><div role="listitem" class="blog-cms-item w-dyn-item"><a href="/post/gxp-validated-shiny-apps" class="fs_nest_link_block w-inline-block"></a><a href="/post/gxp-validated-shiny-apps" class="link-block_no-style w-inline-block"><div data-w-id="35b40318-19d9-f883-70ef-b2f7268bfdc1" class="item_card-27rem"><div class="content_wrap"><div class="image_wrapper_cs_content"><img loading="lazy" src="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/6793cf8d75e4f0f74fe1a308_2025-01-24%205.49.43%E2%80%AFPM.jpg" alt="" sizes="(max-width: 479px) 98vw, (max-width: 767px) 42vw, (max-width: 991px) 43vw, 28vw" srcset="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/6793cf8d75e4f0f74fe1a308_2025-01-24%205.49.43%E2%80%AFPM-p-500.jpg 500w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/6793cf8d75e4f0f74fe1a308_2025-01-24%205.49.43%E2%80%AFPM-p-800.jpg 800w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/6793cf8d75e4f0f74fe1a308_2025-01-24%205.49.43%E2%80%AFPM-p-1080.jpg 1080w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/6793cf8d75e4f0f74fe1a308_2025-01-24%205.49.43%E2%80%AFPM.jpg 1280w" class="case_study_image"/></div><div class="item_card_content_wrapper"><h5 class="case_studies_heading">From Code to Compliance: Validated Shiny Apps with Rhino</h5><div class="spacer-xxsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">Discover how to create compliant, production-grade Shiny apps with insights and tools. </div><div class="spacer-xsmall"></div><div class="w-layout-hflex author_wrapper"><img src="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/65e600a83cb59b2220a10678_Screenshot%202024-03-04%20at%2019.10.56.png" loading="lazy" alt="" class="blog-author-avatar"/><div>Vedha Viyash</div></div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">Read more</div><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" alt=""/></div></div></div></a></div><div role="listitem" class="blog-cms-item w-dyn-item"><a href="/post/machine-learning-in-shiny" class="fs_nest_link_block w-inline-block"></a><a href="/post/machine-learning-in-shiny" class="link-block_no-style w-inline-block"><div data-w-id="35b40318-19d9-f883-70ef-b2f7268bfdc1" class="item_card-27rem"><div class="content_wrap"><div class="image_wrapper_cs_content"><img loading="lazy" src="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/676562deed56a962eb82fda4_shiny%20(5).png" alt="" sizes="(max-width: 479px) 98vw, (max-width: 767px) 42vw, (max-width: 991px) 43vw, 28vw" srcset="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/676562deed56a962eb82fda4_shiny%20(5)-p-500.png 500w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/676562deed56a962eb82fda4_shiny%20(5)-p-800.png 800w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/676562deed56a962eb82fda4_shiny%20(5)-p-1080.png 1080w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/676562deed56a962eb82fda4_shiny%20(5)-p-1600.png 1600w, https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/676562deed56a962eb82fda4_shiny%20(5).png 1921w" class="case_study_image"/></div><div class="item_card_content_wrapper"><h5 class="case_studies_heading">Integrating Machine Learning Models in Shiny</h5><div class="spacer-xxsmall"></div><div class="text-size-small text-color-offwhite text-style-3lines">A practical guide to embedding machine learning models in Shiny apps with tips on deployment, performance, and usability.</div><div class="spacer-xsmall"></div><div class="w-layout-hflex author_wrapper"><img src="https://cdn.prod.website-files.com/654fd3ad88635290d9845b9e/65a0123f7d24cd88744b5048_Artboard29_13.webp" loading="lazy" alt="" class="blog-author-avatar"/><div>Harsh Verma</div></div></div></div><div class="wrap_lables-right"><div class="label_read-more-arrow"><div class="text-size-tiny text-weight-semibold">Read more</div><img loading="lazy" src="https://cdn.prod.website-files.com/6525256482c9e9a06c7a9d3c/6637c4880685ccf8c40766cd_Arrow_Right.svg" alt=""/></div></div></div></a></div></div></div></div></div></div></div></section><section class="section_faq6"><div class="padding-global"><div class="container-large"><div class="padding-section-large"><div class="faq6_component"><div class="w-layout-grid faq6_content"><div class="faq6_content-left"><h2>FAQs About Shiny Applications</h2><div class="spacer-small"></div><p>Got questions about Shiny? Here are answers to the most common questions.</p><div class="spacer-medium"></div><div class="button-group"><a href="/contact-us" class="button w-button">Talk to our Experts</a></div></div><div class="accordion_list"><div class="accordion_list"><div fs-accordion-single="true" fs-accordion-element="group" fs-accordion-initial="1" class="fs_accordion-2_component"><div class="fs_accordion-2_embed w-embed w-script"> <script>(()=>{var t="https://cdn.jsdelivr.net/npm/@finsweet/attributes-accordion@1/accordion.js",e=document.querySelector(`script[src="${t}"]`);e||(e=document.createElement("script"),e.async=!0,e.src=t,document.head.append(e));})();</script></div><div class="item_card"><div fs-accordion-element="accordion" class="fs_accordion-2_item"><div id="accordion-2-header-1" tabindex="1" role="button" aria-controls="accordion-2-content-1" aria-expanded="false" fs-accordion-element="trigger" class="fs_accordion-2_header light"><div class="w-layout-hflex flex-box-1rem"><div class="text-size-medium">01.</div><h4>What is Shiny?</h4></div><div fs-accordion-element="arrow" class="fs_accordion-2_arrow-wrapper is-active-accordion"><div class="fs_accordion-2_icon dark w-icon-dropdown-toggle"></div></div></div><div id="accordion-2-content-1" aria-labelledby="accordion-2-header-1" fs-accordion-element="content" class="fs_accordion-2_content"><div class="fs_accordion-2_body light"><p>Shiny is an open-source framework for building interactive web applications using R or Python. It enables users to turn data analyses into shareable dashboards without requiring extensive web development skills.</p></div></div></div></div><div class="item_card"><div fs-accordion-element="accordion" class="fs_accordion-2_item"><div id="accordion-2-header-2" tabindex="2" role="button" aria-controls="accordion-2-content-2" aria-expanded="false" fs-accordion-element="trigger" class="fs_accordion-2_header light"><div class="w-layout-hflex flex-box-1rem"><div class="text-size-medium">02.</div><h4>What are the differences between Shiny for R and Shiny for Python?</h4></div><div fs-accordion-element="arrow" class="fs_accordion-2_arrow-wrapper"><div class="fs_accordion-2_icon dark w-icon-dropdown-toggle"></div></div></div><div id="accordion-2-content-2" aria-labelledby="accordion-2-header-2" fs-accordion-element="content" class="fs_accordion-2_content"><div class="fs_accordion-2_body light"><p>Shiny for R leverages R鈥檚 statistical capabilities for rapid prototyping and smaller datasets, while Shiny for Python taps into Python鈥檚 extensive libraries, making it suitable for AI/ML workflows and large datasets.</p></div></div></div></div><div class="item_card"><div fs-accordion-element="accordion" class="fs_accordion-2_item"><div id="accordion-2-header-2" tabindex="3" role="button" aria-controls="accordion-2-content-2" aria-expanded="false" fs-accordion-element="trigger" class="fs_accordion-2_header light"><div class="w-layout-hflex flex-block-32"><div class="text-size-medium">03.</div><h4>What kind of applications can Shiny be used for?</h4></div><div fs-accordion-element="arrow" class="fs_accordion-2_arrow-wrapper"><div class="fs_accordion-2_icon dark w-icon-dropdown-toggle"></div></div></div><div id="accordion-2-content-2" aria-labelledby="accordion-2-header-2" fs-accordion-element="content" class="fs_accordion-2_content"><div class="fs_accordion-2_body light"><p>Shiny is versatile and can create dashboards for data visualization, reporting, real-time monitoring, financial modeling, machine learning, and healthcare applications. It's ideal for projects needing interactive, user-friendly solutions.</p></div></div></div></div><div class="item_card"><div fs-accordion-element="accordion" class="fs_accordion-2_item"><div id="accordion-2-header-2" tabindex="4" role="button" aria-controls="accordion-2-content-2" aria-expanded="false" fs-accordion-element="trigger" class="fs_accordion-2_header light"><div class="w-layout-hflex flex-box-1rem"><div class="text-size-medium">04.</div><h4>What are the main benefits of using Shiny?</h4></div><div fs-accordion-element="arrow" class="fs_accordion-2_arrow-wrapper"><div class="fs_accordion-2_icon dark w-icon-dropdown-toggle"></div></div></div><div id="accordion-2-content-2" aria-labelledby="accordion-2-header-2" fs-accordion-element="content" class="fs_accordion-2_content"><div class="fs_accordion-2_body light"><p>Shiny offers flexibility, ease of use, and rapid development. It bridges the gap between data analysis and application development, making it easier to share insights with non-technical users.</p></div></div></div></div><div class="item_card"><div fs-accordion-element="accordion" class="fs_accordion-2_item"><div id="accordion-2-header-2" tabindex="5" role="button" aria-controls="accordion-2-content-2" aria-expanded="false" fs-accordion-element="trigger" class="fs_accordion-2_header light"><div class="w-layout-hflex flex-box-1rem"><div class="text-size-medium">05.</div><h4>How long does it take to build a Shiny app?</h4></div><div fs-accordion-element="arrow" class="fs_accordion-2_arrow-wrapper"><div class="fs_accordion-2_icon dark w-icon-dropdown-toggle"></div></div></div><div id="accordion-2-content-2" aria-labelledby="accordion-2-header-2" fs-accordion-element="content" class="fs_accordion-2_content"><div class="fs_accordion-2_body light"><p>The time depends on the app's complexity. Simple dashboards can take a few days, while larger projects with advanced functionality and integrations might take weeks or months, especially with custom features.</p></div></div></div></div><div class="item_card"><div fs-accordion-element="accordion" class="fs_accordion-2_item"><div id="accordion-2-header-2" tabindex="6" role="button" aria-controls="accordion-2-content-2" aria-expanded="false" fs-accordion-element="trigger" class="fs_accordion-2_header light"><div class="w-layout-hflex flex-box-1rem"><div class="text-size-medium">06.</div><h4>What are the alternatives to Shiny?</h4></div><div fs-accordion-element="arrow" class="fs_accordion-2_arrow-wrapper"><div class="fs_accordion-2_icon dark w-icon-dropdown-toggle"></div></div></div><div id="accordion-2-content-2" aria-labelledby="accordion-2-header-2" fs-accordion-element="content" class="fs_accordion-2_content"><div class="fs_accordion-2_body light"><p>Alternatives include Dash (Python), Streamlit (Python), Tableau, Power BI, and custom web app frameworks like React or Flask. 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