{"id":24866,"date":"2025-08-14T04:24:09","date_gmt":"2025-08-14T04:24:09","guid":{"rendered":"https:\/\/www.aceinfoway.com\/blog\/?p=24866"},"modified":"2025-08-14T04:42:05","modified_gmt":"2025-08-14T04:42:05","slug":"big-data-dashboard-design-practices","status":"publish","type":"post","link":"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices","title":{"rendered":"8 Best Practices for Designing Dashboards That Handle Large Datasets Smoothly"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_37 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\r\n<div class=\"ez-toc-title-container\">\r\n<p class=\"ez-toc-title\">Table of Contents<\/p>\r\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\r\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#1_Start_with_a_Scalable_Web_Application_Architecture\" title=\"1) Start with a Scalable Web Application Architecture\">1) Start with a Scalable Web Application Architecture<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#2_Implement_Intelligent_Caching_Strategies\" title=\"2) Implement Intelligent Caching Strategies\">2) Implement Intelligent Caching Strategies<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#3_Optimize_API_Architecture_for_Seamless_Data_Flow\" title=\"3) Optimize API Architecture for Seamless Data Flow\">3) Optimize API Architecture for Seamless Data Flow<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#4_Build_for_Scalability_Not_Just_Todays_Needs\" title=\"4) Build for Scalability, Not Just Today\u2019s Needs\">4) Build for Scalability, Not Just Today\u2019s Needs<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#5_Use_Data_Preprocessing_and_Aggregation_to_Reduce_Load_Times\" title=\"5) Use Data Preprocessing and Aggregation to Reduce Load Times\">5) Use Data Preprocessing and Aggregation to Reduce Load Times<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#6_Implement_Caching_for_Frequently_Accessed_Data\" title=\"6) Implement Caching for Frequently Accessed Data\">6) Implement Caching for Frequently Accessed Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#7_Prioritize_Data_Security_and_Access_Control\" title=\"7) Prioritize Data Security and Access Control\">7) Prioritize Data Security and Access Control<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#Building_Scalable_Web_Applications_What_Enterprise_CTOs_Should_Prioritize\" title=\"Building Scalable Web Applications What Enterprise CTOs Should Prioritize\">Building Scalable Web Applications What Enterprise CTOs Should Prioritize<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#8_Progressive_Data_Loading_and_Infinite_Scroll\" title=\"8) Progressive Data Loading and Infinite Scroll\">8) Progressive Data Loading and Infinite Scroll<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\/#Wrapping_Up\" title=\"Wrapping Up\">Wrapping Up<\/a><\/li><\/ul><\/nav><\/div>\r\n<p><span style=\"font-weight: 400;\">A Harvard Business Review <\/span><a href=\"https:\/\/hbr.org\/2022\/07\/a-better-way-to-put-your-data-to-work\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">study<\/span><\/a><span style=\"font-weight: 400;\"> found that 89% of top-performing organizations attribute their success to the effective use of performance dashboards.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But when datasets grow, even the most advanced dashboards can struggle. Slow loading. Incomplete data. Delayed reports.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dashboards power modern decision-making. Every second of lag means insights arrive late. And late insights cost opportunities, efficiency, and growth.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It doesn\u2019t have to be this way. With the right architecture, caching, and loading strategies, even the largest datasets can feel instant.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here are 10 best practices to help you get there!\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_Start_with_a_Scalable_Web_Application_Architecture\"><\/span>1) Start with a Scalable Web Application Architecture<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The foundation of any high-performing dashboard lies in its architecture. For organizations working with large datasets, scalability is non-negotiable. Dashboard performance is only as strong as the architecture it\u2019s built on.<\/p>\n<p>Partnering with the right <a href=\"https:\/\/www.aceinfoway.com\/web-application-development\" target=\"_blank\" rel=\"noopener\">Web App Development Services<\/a> ensures that your dashboard is designed with scalability in mind from day one. A well-planned web application architecture for large datasets guarantees that as data volumes and user demands grow, performance remains consistent. Without it, dashboards can slow, features may fail, and costly re-engineering becomes inevitable.<\/p>\n<p><span style=\"font-weight: 400;\">A robust web application architecture for developing dashboards for large datasets should:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 600;\">Separate processing from presentation <\/span><span style=\"font-weight: 400;\">\u2014 Use a multi-tier architecture where data processing happens on dedicated backend services, and the front-end focuses solely on rendering the user interface.<\/span><\/li>\n<li><span style=\"font-weight: 600;\">Support horizontal scaling <\/span><span style=\"font-weight: 400;\">\u2014 Design so that additional servers or instances can be added seamlessly to handle increased load without impacting uptime.<\/span><\/li>\n<li><span style=\"font-weight: 600;\">Use efficient data pipelines <\/span><span style=\"font-weight: 400;\">\u2014 Implement ETL (Extract, Transform, Load) processes or streaming frameworks (e.g., Apache Kafka, AWS Kinesis) to process data continuously rather than in bulk.<\/span><\/li>\n<li><span style=\"font-weight: 600;\">Leverage microservices and modular design<\/span><span style=\"font-weight: 400;\"> \u2014 Break down the dashboard into independent services for data retrieval, authentication, analytics, and visualization, allowing them to scale individually as needed.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Investing in scalability from the start prevents technical bottlenecks, reduces long-term costs, and ensures your dashboard delivers timely insights regardless of data size.<\/span><\/p>\n<div class=\"related-post-wrap\">\n<blockquote class=\"related-post\">\n<div class=\"related-post-img\"><img decoding=\"async\" src=\"https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/07\/how-headless-cms-prevents-downtime-aceinfoway.jpg\" \/><\/div>\n<div class=\"related-post-text\">\n<h4>How Headless CMS Prevents Downtime, Data Loss, and Scalability Issues?<\/h4>\n<p><a class=\"bluebtn1 btnarrow\" href=\"https:\/\/www.aceinfoway.com\/blog\/benefits-of-headless-cms-for-enterprise-scalability\" target=\"_blank\" rel=\"noopener\">Explore<\/a><\/p>\n<\/div>\n<\/blockquote>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"2_Implement_Intelligent_Caching_Strategies\"><\/span>2) Implement Intelligent Caching Strategies<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">When <\/span><a href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-analytics-benefits-and-challenges\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">working with large datasets<\/span><\/a><span style=\"font-weight: 400;\">, every query to the database carries a performance cost. Without caching, your dashboard will repeatedly fetch the same data, wasting processing power and slowing response times.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Intelligent caching ensures that frequently accessed data is stored temporarily in memory, reducing load times and database strain. Here are some key considerations for effective caching:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Use In-Memory Caching<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Store high-demand data in memory to bypass repetitive database calls. Tools like Redis or Memcached can deliver responses in microseconds.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Define Expiry Rules<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Set Time-to-Live (TTL) values so cached data automatically refreshes at the right interval, ensuring speed without sacrificing accuracy.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Selective Caching<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Cache only what makes sense: historical reports, reference lists, or data that doesn\u2019t change minute-by-minute. This keeps storage efficient and relevant.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Client-Side Caching<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">For static assets \u2014 like chart images, filter lists, or UI components \u2014 store them locally in the browser so they load instantly for repeat visits.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">When done right, caching can improve dashboard speed dramatically, allowing decision-makers to access critical insights without waiting on heavy queries or large data transfers.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Optimize_API_Architecture_for_Seamless_Data_Flow\"><\/span>3) Optimize API Architecture for Seamless Data Flow<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">APIs are the lifeline of any data dashboard. They connect your dashboard\u2019s front-end with the back-end systems, databases, and third-party data sources. But when APIs are slow, overloaded, or poorly designed, every interaction \u2014 from applying a filter to switching a chart \u2014 feels sluggish.<\/span><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-24867\" src=\"https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/Optimize-API-Architecture-for-Seamless-Data-Flow-scaled.jpg\" alt=\"Optimize API Architecture for Seamless Data Flow_Ace Infoway\" width=\"2560\" height=\"1376\" \/><\/p>\n<p><span style=\"font-weight: 400;\">An optimized API architecture ensures that data flows like water through a well-designed pipeline \u2014 quick, clean, and reliable.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here are the best ways for API Optimization:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Pagination &amp; Data Chunking <\/span><span style=\"font-weight: 400;\">&#8211; Instead of sending thousands of records in one go, break data into smaller, manageable chunks. This reduces payload size and speeds up initial load.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Filtering &amp; Query Parameters <\/span><span style=\"font-weight: 400;\">&#8211; Give APIs the ability to fetch only what\u2019s needed \u2014 e.g., specific date ranges, regions, or metrics \u2014 instead of retrieving the entire dataset every time.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Compression <\/span><span style=\"font-weight: 400;\">&#8211; Use formats like Gzip or Brotli to compress data before sending. Smaller data = faster transfer.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Asynchronous Requests <\/span><span style=\"font-weight: 400;\">&#8211; Let parts of the dashboard load independently so users can start interacting while other components fetch their data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Caching at the API Level <\/span><span style=\"font-weight: 400;\">&#8211; Store common API responses temporarily so repeat requests can be served instantly without hitting the database.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"4_Build_for_Scalability_Not_Just_Todays_Needs\"><\/span>4) Build for Scalability, Not Just Today\u2019s Needs<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Dashboards often start small \u2014 a handful of charts, a few filters, maybe one or two data sources. But as your business grows, so does the complexity: more KPIs, more users, more real-time integrations. If the architecture isn\u2019t built to scale from day one, performance will hit a wall when traffic spikes or data volume multiplies.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Asynchronous data loading solves this challenge by allowing critical elements of the dashboard to appear first while secondary data loads in the background. This ensures that users can start interacting with the dashboard immediately, without waiting for every single data point to be processed.<\/span><\/p>\n<div class=\"related-post-wrap\">\n<blockquote class=\"related-post\">\n<div class=\"related-post-img\"><img decoding=\"async\" src=\"https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/07\/building-scalable-web-applications-what-enterprise-ctos-should-prioritize.jpg\" \/><\/div>\n<div class=\"related-post-text\">\n<h4>How to Build Custom Web App Development That Scales: Lessons for Modern CTOs<\/h4>\n<p><a class=\"bluebtn1 btnarrow\" href=\"https:\/\/www.aceinfoway.com\/blog\/how-to-build-custom-web-app-development-for-scalable-growth\" target=\"_blank\" rel=\"noopener\">Explore<\/a><\/p>\n<\/div>\n<\/blockquote>\n<\/div>\n<h3><span style=\"font-weight: 600;\">How Asynchronous Data Loading Works (Technically)<\/span><\/h3>\n<p><span style=\"font-weight: 600;\">Prioritize API Calls:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The dashboard first triggers APIs for essential KPIs or summary metrics.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Additional queries for detailed tables, drill-downs, or historical trends are queued to load later.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Client-Side Rendering with Async Functions:<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">JavaScript\u2019s async\/await or Promise-based functions handle multiple parallel requests without blocking the main UI thread.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The user sees partial results immediately, while the rest continues to load invisibly in the background.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Lazy Loading &amp; Pagination:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Components such as charts and tables load only when the user scrolls to them or requests more rows.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Prevents the dashboard from rendering unnecessary data upfront.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Streaming Data Updates:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Real-time dashboards can use WebSockets or Server-Sent Events (SSE) to stream incoming data progressively instead of fetching full datasets repeatedly.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Caching for Performance:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Frequently accessed queries are cached at the API or CDN layer to avoid redundant fetches.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Incremental updates refresh only the changed data, not the entire dataset.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 600;\">Main Benefits that comes with Asynchronous Data Loading<\/span><span style=\"font-weight: 400;\">\u00a0<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Speed:<\/span><span style=\"font-weight: 400;\"> Initial view loads in seconds, not minutes.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Usability:<\/span><span style=\"font-weight: 400;\"> Teams can start analysis without waiting for all queries to complete.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Scalability:<\/span><span style=\"font-weight: 400;\"> Handles growing datasets without degrading performance.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">System Efficiency:<\/span><span style=\"font-weight: 400;\"> Reduces server stress and network load.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"5_Use_Data_Preprocessing_and_Aggregation_to_Reduce_Load_Times\"><\/span>5) Use Data Preprocessing and Aggregation to Reduce Load Times<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Raw datasets are rarely optimized for immediate use in dashboards. They often contain redundant rows, unnecessary fields, or granular transaction-level data that, while useful in some contexts, can significantly slow down rendering times when processed on demand.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">By preprocessing and aggregating data before it reaches the dashboard, you shift the heavy lifting away from the user\u2019s browser and into a more controlled, optimized environment \u2014 such as a data warehouse, ETL pipeline, or pre-computed cache.<\/span><\/p>\n<h3><span style=\"font-weight: 600;\">How This Technically Works:<\/span><\/h3>\n<p><span style=\"font-weight: 600;\">ETL (Extract, Transform, Load) Pipelines<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Extract: Data is pulled from source systems (databases, APIs, IoT feeds, CRM, ERP).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Transform: Unnecessary columns are dropped, data is cleaned, and numeric fields are pre-calculated into meaningful KPIs.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Load: Optimized datasets are stored in a data warehouse or cache-ready storage for instant retrieval.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Pre-Aggregated Tables<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is more loke instead of fetching 10 million sales transactions for real-time summing, create a daily or hourly sales summary table.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tools like Materialized Views (PostgreSQL, Snowflake, BigQuery) can refresh automatically at set intervals.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Indexing &amp; Partitioning<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Database indexes are created on frequently queried fields (e.g., date, region_id, product_id) to speed lookups.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Partitioning large tables ensures queries scan only relevant segments, reducing execution time.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Columnar Storage Formats<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Using Parquet or ORC instead of row-based storage reduces read times significantly for analytical workloads.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Server-Side Aggregation APIs<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The backend processes aggregation queries and sends only ready-to-use datasets to the frontend, eliminating the need for client-side computation.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 600;\">Main Benefits it Bring for Your Business<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Faster Dashboard Load Times<\/span><span style=\"font-weight: 400;\"> \u2014 Users receive already-prepared data, minimizing processing on the browser.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Reduced Query Costs <\/span><span style=\"font-weight: 400;\">\u2014 Especially in pay-per-query cloud warehouses like BigQuery or Athena.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Better Scalability<\/span><span style=\"font-weight: 400;\"> \u2014 Handles increasing data volumes without user-facing slowdowns.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Consistent KPI Accuracy<\/span><span style=\"font-weight: 400;\"> \u2014 Pre-aggregation ensures everyone sees the same computed values.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"6_Implement_Caching_for_Frequently_Accessed_Data\"><\/span>6) Implement Caching for Frequently Accessed Data<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">When your business dashboard repeatedly queries the same datasets \u2014 such as monthly sales summaries, inventory levels, or customer engagement metrics \u2014 fetching the data from the original source every time can be unnecessarily resource-intensive.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Caching addresses this challenge by storing frequently accessed data in a fast-access memory layer (in-memory cache) or a persistent intermediate storage layer, so dashboards can retrieve results instantly without re-executing complex queries or API calls.<\/span><\/p>\n<h3><span style=\"font-weight: 600;\">How Caching Works in Business Dashboards<\/span><\/h3>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-24868\" src=\"https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/Caching-in-Business-Dashboards-scaled.jpg\" alt=\"How Caching Works in Business Dashboards_Ace Infoway\" width=\"2560\" height=\"1140\" \/><\/p>\n<p><span style=\"font-weight: 600;\">In-Memory Caching<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tools like Redis or Memcached store computed results in RAM for ultra-fast retrieval.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Perfect for real-time dashboards displaying KPIs that refresh every few seconds.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Application-Level Caching<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Web frameworks (e.g., Django, Spring Boot, Laravel) maintain cached query results for the duration of a user session or predefined TTL (time-to-live).<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Database Query Caching<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Relational databases such as MySQL, PostgreSQL, and SQL Server can cache query execution plans or results, improving dashboard performance.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Edge Caching<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Using CDNs (e.g., Cloudflare, Akamai) to cache static datasets at the network edge, reducing latency for globally distributed teams.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Hybrid Approach<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Combining pre-aggregation with caching ensures both lightweight data payloads and instant access speeds.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 600;\">The Business Benefits of Caching in Dashboards<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Significantly Reduced Load Times<\/span><span style=\"font-weight: 400;\"> \u2014 Caching can bring query response times down from seconds to milliseconds.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Lower Infrastructure Costs<\/span><span style=\"font-weight: 400;\"> \u2014 Fewer direct database hits reduce cloud compute expenses.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Improved User Experience<\/span><span style=\"font-weight: 400;\"> \u2014 Smooth, lag-free dashboards enhance adoption among business teams.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 600;\">Scalable for High Traffic<\/span><span style=\"font-weight: 400;\"> \u2014 Handles spikes in user requests without impacting performance.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"7_Prioritize_Data_Security_and_Access_Control\"><\/span>7) Prioritize Data Security and Access Control<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">When dashboards deal with large datasets, speed and usability often take center stage. But for decision-makers, data security is just as critical, especially when those dashboards display sensitive financial, operational, or customer information.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A single security lapse in your dashboard can lead to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Breach of confidential business data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Non-compliance with industry regulations like GDPR, HIPAA, or SOC 2.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Loss of stakeholder trust and potential legal action.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 600;\">Best Practices for Securing Dashboards:<\/span><\/h3>\n<p><span style=\"font-weight: 600;\">Role-Based Access Control (RBAC)<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Assign permissions based on job responsibilities.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Limit visibility of sensitive datasets only to authorized users.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Data Encryption in Transit and at Rest<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use TLS\/SSL for secure data transfer between the database, server, and dashboard.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Implement AES-256 encryption for stored datasets to prevent unauthorized data access.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Audit Trails &amp; Monitoring<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Keep logs of who accessed what data and when.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use automated alerts for suspicious activity patterns.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Secure API Integrations<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Always use API keys, OAuth tokens, and HTTPS connections for external data sources.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rotate keys regularly to reduce the risk of exposure.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 600;\">Compliance-Driven Design<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Align dashboard data handling with regulatory requirements relevant to your industry.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Include data anonymization where required (e.g., masking customer names or IDs).<\/span><\/li>\n<\/ul>\n<style type=\"text\/css\">\r\n\t\t#dae-shortcode24838-download-wrapper {\r\n\t\t\tbackground: url() !important;\r\n\t\t\tbackground-attachment: scroll !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-file-image {\r\n\t\t\twidth: 80% !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-download-file-image {\r\n\t\t\twidth: 40% !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-title {\r\n\t\t\tfont-size: 40px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\tcolor: #0073aa !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-text {\r\n\t\t\tfont-size: 16px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\tcolor: #444444 !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-text h1,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-text h2,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-text h3,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-text h4,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-text h5 {\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-button {\r\n\t\t\tcolor: #0073aa !important;\r\n\t\t\tbackground: none !important;\r\n\t\t\tfont-size: 25px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\twidth: auto !important;\r\n\t\t\tpadding: 20px 8px !important;\r\n\t\t\tborder-color: #0073aa !important;\r\n\t\t\tborder-radius: 10px !important;\r\n\t\t\t-moz-border-radius: 10px !important;\r\n\t\t\t-webkit-border-radius: 10px !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-button:hover {\r\n\t\t\tcolor: #ffffff !important;\r\n\t\t\tbackground: #0073aa !important;\r\n\t\t\tborder-color: #0073aa !important;\r\n\t\t\tfont-size: 25px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\twidth: auto !important;\r\n\t\t\tpadding: 20px 8px !important;\r\n\t\t\tborder-radius: 10px !important;\r\n\t\t\t-moz-border-radius: 10px !important;\r\n\t\t\t-webkit-border-radius: 10px !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-label {\r\n\t\t\tfont-size: 18px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\tcolor: #444444 !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-icon {\r\n\t\t\theight: calc(45px + 4px) !important;\r\n\t\t\tfont-size: 15px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\tpadding: 15px !important;\r\n\t\t\tcolor: #ffffff !important;\r\n\t\t\tbackground: #0073aa !important;\r\n\t\t\tborder-radius: 10px 0 0 10px !important;\r\n\t\t\t-moz-border-radius: 10px 0 0 10px !important;\r\n\t\t\t-webkit-border-radius: 10px 0 0 10px !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-field {\r\n\t\t\theight: calc(45px + 4px) !important;\r\n\t\t\tfont-size: 15px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\tpadding: 15px !important;\r\n\t\t\tcolor: #444444 !important;\r\n\t\t\tbackground: #f9f9f9 !important;\r\n\t\t\tborder-radius: 0 10px 10px 0 !important;\r\n\t\t\t-moz-border-radius: 0 10px 10px 0 !important;\r\n\t\t\t-webkit-border-radius: 0 10px 10px 0 !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-select-icon {\r\n\t\t\ttop: calc(50% - 7.5px) !important;\r\n\t\t\tright: 15px !important;\r\n\t\t\tfont-size: 15px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\tcolor: #444444 !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-field::-webkit-input-placeholder,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-field::placeholder {\r\n\t\t\tcolor: #888888 !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-field::-ms-input-placeholder {\r\n\t\t\tcolor: #888888 !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-checkbox-text {\r\n\t\t\tcolor: #444444 !important;\r\n\t\t\tfont-size: 12px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-checkbox-text a {\r\n\t\t\tcolor: #0073aa !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-checkbox-text a:hover {\r\n\t\t\tcolor: #0081c1 !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-submit {\r\n\t\t\tcolor: #ffffff !important;\r\n\t\t\tfont-size: 18px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\tpadding: 18px !important;\r\n\t\t\tbackground: #0073aa !important;\r\n\t\t\tborder-radius: 10px !important;\r\n\t\t\t-moz-border-radius: 10px !important;\r\n\t\t\t-webkit-border-radius: 10px !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-submit:hover {\r\n\t\t\tcolor: #ffffff !important;\r\n\t\t\tbackground: #0081c1 !important;\r\n\t\t\tfont-size: 18px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t\tpadding: 18px !important;\r\n\t\t\tborder-radius: 10px !important;\r\n\t\t\t-moz-border-radius: 10px !important;\r\n\t\t\t-webkit-border-radius: 10px !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-loading {\r\n\t\t\tcolor: #0073aa !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-message {\r\n\t\t\tfont-size: 16px !important;\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-error {\r\n\t\t\tcolor: #dd1111 !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-success {\r\n\t\t\tcolor: #0073aa !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-category-interests h4,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-input-wrap-interest label {\r\n\t\t\tfont-family: Arial, Helvetica, sans-serif !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper {\r\n\t\t\talign-items: center !important;\r\n\t\t\t-webkit-align-items: center !important;\r\n\t\t\tjustify-content: flex-start !important;\r\n\t\t\t-webkit-justify-content: flex-start !important;\r\n\t\t\t-moz-justify-content: fle-start !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-content-wrapper,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-title,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-download-text,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-wrapper p,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-category-interests-wrap {\r\n\t\t\ttext-align: center !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-field-wrap {\r\n\t\t\tjustify-content: center !important;\r\n\t\t\t-webkit-justify-content: center !important;\r\n\t\t\t-moz-justify-content: center !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-label,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-message,\r\n\t\t#dae-shortcode24838-download-wrapper .dae-shortcode-register-category-interests-wrap {\r\n\t\t\tmargin: 20px auto !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide {\r\n\t\t\talign-items: center !important;\r\n\t\t\t-webkit-align-items: center !important;\r\n\t\t\tjustify-content: center !important;\r\n\t\t\t-webkit-justify-content: center !important;\r\n\t\t\t-moz-justify-content: center !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-download-content-wrapper,\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-download-title,\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-download-text,\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-register-wrapper p,\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-register-category-interests-wrap {\r\n\t\t\ttext-align: center !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-register-field-wrap {\r\n\t\t\tjustify-content: center !important;\r\n\t\t\t-webkit-justify-content: center !important;\r\n\t\t\t-moz-justify-content: center !important;\r\n\t\t}\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-register-label,\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-register-message,\r\n\t\t#dae-shortcode24838-download-wrapper.dae-shortcode-download-wrapper-wide .dae-shortcode-register-category-interests-wrap {\r\n\t\t\tmargin: 20px auto !important;\r\n\t\t}\r\n\t<\/style>\r\n\t\t<div id=\"dae-shortcode24838-download-wrapper\" class=\"dae-shortcode-download-wrapper\">\r\n\t\t\t<img class=\"dae-shortcode-download-file-image\" src=\"https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/07\/Thumbnail-Building-Scalable-Web-Applications-What-Enterprise-CTOs-Should-Prioritize.jpg\" width=\"1667\" height=\"1667\" \/>\r\n\t\t\t<div class=\"dae-shortcode-download-content-wrapper\">\r\n\t\t\t\t<h2 class=\"dae-shortcode-download-title\"><span class=\"ez-toc-section\" id=\"Building_Scalable_Web_Applications_What_Enterprise_CTOs_Should_Prioritize\"><\/span>Building Scalable Web Applications What Enterprise CTOs Should Prioritize<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\t\t\t\t<div class=\"dae-shortcode-download-text\">Get this Checklist in a portable document format &amp; access it offline.<\/div>\r\n\t\t\t\t<div class=\"dae-shortcode-download-button\">\r\n\t\t\t\t\t<span class=\"dae-shortcode-download-button-icon\"><i class=\"fas fa-download\"><\/i><\/span>\r\n\t\t\t\t\t<span class=\"dae-shortcode-download-button-text\">FREE DOWNLOAD<\/span>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<div class=\"dae-shortcode-register-wrapper\">\r\n\t\t\t\t\t<p class=\"dae-shortcode-register-label\">Send download link to:<\/p>\r\n\t\t\t\t\t<form class=\"dae-shortcode-register-form\" method=\"post\" novalidate=\"novalidate\">\r\n\t\t\t\t\t\t<input type=\"hidden\" name=\"file\" value=\"Building-Scalable-Web-Applications-What-Enterprise-CTOs-Should-Prioritize_by-AceInfoway.pdf\" \/>\r\n\t\t\t\t\t\t<div class=\"custom-form-wrap\">\r\n\t\t\t\t\t\t<div class=\"dae-shortcode-register-field-wrap\"><div class=\"dae-shortcode-register-icon\"><i class=\"fas fa-envelope\"><\/i><\/div><div class=\"dae-shortcode-register-input-wrap\"><input class=\"dae-shortcode-register-field\" type=\"email\" name=\"email\" placeholder=\"Email\" autocomplete=\"off\" \/><\/div><\/div>\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<input class=\"dae-shortcode-register-submit\" type=\"submit\" value=\"Send link\" \/>\t\t\t\t\t\t\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<p class=\"dae-shortcode-register-loading\">\r\n\t\t\t\t\t\t\t<i class=\"fas fa-spinner fa-spin\"><\/i>\r\n\t\t\t\t\t\t<\/p>\r\n\t\t\t\t\t\t<div class=\"gglcptch gglcptch_v2\"><div id=\"gglcptch_recaptcha_2085549628\" class=\"gglcptch_recaptcha\"><\/div>\r\n\t\t\t\t<noscript>\r\n\t\t\t\t\t<div style=\"width: 302px;\">\r\n\t\t\t\t\t\t<div style=\"width: 302px; height: 422px; position: relative;\">\r\n\t\t\t\t\t\t\t<div style=\"width: 302px; height: 422px; position: absolute;\">\r\n\t\t\t\t\t\t\t\t<iframe src=\"https:\/\/www.google.com\/recaptcha\/api\/fallback?k=6LdFRZklAAAAABYU3B0d48jQxFZYjxxTXIVK6vy3\" frameborder=\"0\" scrolling=\"no\" style=\"width: 302px; height:422px; border-style: none;\"><\/iframe>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<div style=\"border-style: none; bottom: 12px; left: 25px; margin: 0px; padding: 0px; right: 25px; background: #f9f9f9; border: 1px solid #c1c1c1; border-radius: 3px; height: 60px; width: 300px;\">\r\n\t\t\t\t\t\t\t<textarea id=\"g-recaptcha-response\" name=\"g-recaptcha-response\" class=\"g-recaptcha-response\" style=\"width: 250px !important; height: 40px !important; border: 1px solid #c1c1c1 !important; margin: 10px 25px !important; padding: 0px !important; resize: none !important;\"><\/textarea>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/noscript><\/div>\r\n\t\t\t\t\t<\/form>\r\n\t\t\t\t\t<p class=\"dae-shortcode-register-message\"><\/p>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\n<h2><span class=\"ez-toc-section\" id=\"8_Progressive_Data_Loading_and_Infinite_Scroll\"><\/span>8) Progressive Data Loading and Infinite Scroll<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">When working with large datasets, loading everything at once is like trying to drink from a firehose \u2014 overwhelming for both the user and the system. Progressive data loading, combined with techniques like infinite scrolling or \u201cLoad More\u201d pagination, ensures dashboards deliver data as needed without compromising speed or user experience.<\/span><\/p>\n<h3><span style=\"font-weight: 600;\">Additional Benefits of Progressive Data Loading<\/span><\/h3>\n<ol>\n<li><span style=\"font-weight: 600;\">Improved Data Freshness<\/span><span style=\"font-weight: 400;\"> \u2013 Since data is fetched in smaller, on-demand batches, each request can pull the latest values from the server, keeping dashboards more up-to-date.<\/span><\/li>\n<li><span style=\"font-weight: 600;\">Prioritized Data Delivery<\/span><span style=\"font-weight: 400;\"> \u2013 Enables loading of high-priority or \u201cabove-the-fold\u201d content first, so critical KPIs and metrics are visible without delay.<\/span><\/li>\n<li><span style=\"font-weight: 600;\">Better Mobile &amp; Low-Bandwidth Performance<\/span><span style=\"font-weight: 400;\"> \u2013 Reduces the strain on slower networks and ensures dashboards remain usable even on mobile connections.<\/span><\/li>\n<li><span style=\"font-weight: 600;\">Adaptive Data Experience <\/span><span style=\"font-weight: 400;\">\u2013 Allows the system to adjust the volume of data fetched based on device type, user role, or current network speed.<\/span><\/li>\n<li><span style=\"font-weight: 600;\">Scalable Backend Load Management <\/span><span style=\"font-weight: 400;\">\u2013 Distributes server queries over time rather than hitting the backend with massive data requests in one go.<\/span><\/li>\n<li><span style=\"font-weight: 600;\">Seamless User Interaction <\/span><span style=\"font-weight: 400;\">\u2013 Prevents disruptive \u201cfull page reloads\u201d when fetching additional data, maintaining user flow.<\/span><\/li>\n<\/ol>\n<h3><span style=\"font-weight: 600;\">The Right Way to Do Progressive Data Loading<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Implement server-side pagination or lazy loading APIs that return only the requested slice of data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use Intersection Observer API in the frontend to detect when the user is near the end of the list and trigger background data fetches.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Combine with caching strategies so that previously loaded data is instantly accessible when scrolling back.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Optimize API calls with cursor-based pagination over offset-based for better performance with large, dynamic datasets.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Integrate loading placeholders (skeleton screens) to keep the interface visually stable and assure users that data is loading.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Wrapping_Up\"><\/span>Wrapping Up<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">A high-performance dashboard built for large datasets strengthens decision-making, boosts operational efficiency, and builds trust in your organization\u2019s data systems.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In short:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The architecture is your foundation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Caching and preprocessing are your accelerators.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Security and scalability are your safeguards.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Your next step: Audit your current dashboard against these best practices, identify your weakest link, and fix it first. <\/span><a href=\"http:\/\/www.aceinfoway.com\/contact-us\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Connect with us<\/span><\/a><span style=\"font-weight: 400;\"> to make your dashboards that merge performance, usability, and scalability to focus on insights, not delays.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A Harvard Business Review study found that 89% of top-performing organizations attribute their success to the effective use of performance dashboards. But when datasets grow, even the most advanced dashboards can struggle. Slow loading. Incomplete data. Delayed reports. Dashboards power modern decision-making. Every second of lag means insights arrive late. And late insights cost opportunities, [&hellip;]<\/p>\n","protected":false},"author":769429,"featured_media":24870,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[269],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\r\n<title>8 Best Practices for Designing Dashboards for Big Data<\/title>\r\n<meta name=\"description\" content=\"Discover 8 proven practices to design dashboards that handle large datasets with speed, clarity, and efficiency to boost data-driven decisions.\" \/>\r\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\r\n<link rel=\"canonical\" href=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\" \/>\r\n<meta property=\"og:locale\" content=\"en_US\" \/>\r\n<meta property=\"og:type\" content=\"article\" \/>\r\n<meta property=\"og:title\" content=\"8 Best Practices for Designing Dashboards for Big Data\" \/>\r\n<meta property=\"og:description\" content=\"Discover 8 proven practices to design dashboards that handle large datasets with speed, clarity, and efficiency to boost data-driven decisions.\" \/>\r\n<meta property=\"og:url\" content=\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\" \/>\r\n<meta property=\"og:site_name\" content=\"Ace Infoway\" \/>\r\n<meta property=\"article:published_time\" content=\"2025-08-14T04:24:09+00:00\" \/>\r\n<meta property=\"article:modified_time\" content=\"2025-08-14T04:42:05+00:00\" \/>\r\n<meta property=\"og:image\" content=\"https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg\" \/>\r\n\t<meta property=\"og:image:width\" content=\"1025\" \/>\r\n\t<meta property=\"og:image:height\" content=\"539\" \/>\r\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\r\n<meta name=\"author\" content=\"Jigar Mistry\" \/>\r\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\r\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jigar Mistry\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minutes\" \/>\r\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\",\"url\":\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\",\"name\":\"8 Best Practices for Designing Dashboards for Big Data\",\"isPartOf\":{\"@id\":\"https:\/\/www.aceinfoway.com\/blog\/#website\"},\"datePublished\":\"2025-08-14T04:24:09+00:00\",\"dateModified\":\"2025-08-14T04:42:05+00:00\",\"author\":{\"@id\":\"https:\/\/www.aceinfoway.com\/blog\/#\/schema\/person\/28f460c1d0eb1d327b9f3c0ae5634651\"},\"description\":\"Discover 8 proven practices to design dashboards that handle large datasets with speed, clarity, and efficiency to boost data-driven decisions.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.aceinfoway.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"8 Best Practices for Designing Dashboards That Handle Large Datasets Smoothly\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.aceinfoway.com\/blog\/#website\",\"url\":\"https:\/\/www.aceinfoway.com\/blog\/\",\"name\":\"Ace Infoway\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.aceinfoway.com\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.aceinfoway.com\/blog\/#\/schema\/person\/28f460c1d0eb1d327b9f3c0ae5634651\",\"name\":\"Jigar Mistry\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.aceinfoway.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c8d4f8958f3fea08514f4875661d7a8c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c8d4f8958f3fea08514f4875661d7a8c?s=96&d=mm&r=g\",\"caption\":\"Jigar Mistry\"},\"description\":\"Jigar Mistry is a Chief Technology Officer at Ace Infoway having an extensive experience of 17+ years in the IT industry with different roles. Cognizant of technologies and innovations he strives for technically advanced &amp; creative solutions.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/jigarmistry\/\"]}]}<\/script>\r\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"8 Best Practices for Designing Dashboards for Big Data","description":"Discover 8 proven practices to design dashboards that handle large datasets with speed, clarity, and efficiency to boost data-driven decisions.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices","og_locale":"en_US","og_type":"article","og_title":"8 Best Practices for Designing Dashboards for Big Data","og_description":"Discover 8 proven practices to design dashboards that handle large datasets with speed, clarity, and efficiency to boost data-driven decisions.","og_url":"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices","og_site_name":"Ace Infoway","article_published_time":"2025-08-14T04:24:09+00:00","article_modified_time":"2025-08-14T04:42:05+00:00","og_image":[{"width":1025,"height":539,"url":"https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg","type":"image\/jpeg"}],"author":"Jigar Mistry","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Jigar Mistry","Est. reading time":"11 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices","url":"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices","name":"8 Best Practices for Designing Dashboards for Big Data","isPartOf":{"@id":"https:\/\/www.aceinfoway.com\/blog\/#website"},"datePublished":"2025-08-14T04:24:09+00:00","dateModified":"2025-08-14T04:42:05+00:00","author":{"@id":"https:\/\/www.aceinfoway.com\/blog\/#\/schema\/person\/28f460c1d0eb1d327b9f3c0ae5634651"},"description":"Discover 8 proven practices to design dashboards that handle large datasets with speed, clarity, and efficiency to boost data-driven decisions.","breadcrumb":{"@id":"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.aceinfoway.com\/blog\/big-data-dashboard-design-practices#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.aceinfoway.com\/blog\/"},{"@type":"ListItem","position":2,"name":"8 Best Practices for Designing Dashboards That Handle Large Datasets Smoothly"}]},{"@type":"WebSite","@id":"https:\/\/www.aceinfoway.com\/blog\/#website","url":"https:\/\/www.aceinfoway.com\/blog\/","name":"Ace Infoway","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.aceinfoway.com\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.aceinfoway.com\/blog\/#\/schema\/person\/28f460c1d0eb1d327b9f3c0ae5634651","name":"Jigar Mistry","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.aceinfoway.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c8d4f8958f3fea08514f4875661d7a8c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c8d4f8958f3fea08514f4875661d7a8c?s=96&d=mm&r=g","caption":"Jigar Mistry"},"description":"Jigar Mistry is a Chief Technology Officer at Ace Infoway having an extensive experience of 17+ years in the IT industry with different roles. Cognizant of technologies and innovations he strives for technically advanced &amp; creative solutions.","sameAs":["https:\/\/www.linkedin.com\/in\/jigarmistry\/"]}]}},"rttpg_featured_image_url":{"full":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",1025,539,false],"landscape":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",1025,539,false],"portraits":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",1025,539,false],"thumbnail":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-150x150.jpg",150,150,true],"medium":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-300x158.jpg",300,158,true],"large":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",1024,538,false],"1536x1536":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",1025,539,false],"2048x2048":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",1025,539,false],"blog-large":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-669x272.jpg",669,272,true],"blog-medium":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-320x202.jpg",320,202,true],"portfolio-full":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-940x400.jpg",940,400,true],"portfolio-one":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-540x272.jpg",540,272,true],"portfolio-two":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-460x295.jpg",460,295,true],"portfolio-three":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-300x214.jpg",300,214,true],"portfolio-five":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-177x142.jpg",177,142,true],"recent-posts":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-700x441.jpg",700,441,true],"recent-works-thumbnail":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly-66x66.jpg",66,66,true],"200":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",200,105,false],"400":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",400,210,false],"600":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",600,316,false],"800":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",800,421,false],"1200":["https:\/\/www.aceinfoway.com\/blog\/wp-content\/uploads\/2025\/08\/8-Best-Practices-for-Designing-Dashboards-That-Handle-Large-Datasets-Smoothly.jpg",1025,539,false]},"rttpg_author":{"display_name":"Jigar Mistry","author_link":"https:\/\/www.aceinfoway.com\/blog\/author\/jigar-mistry"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/www.aceinfoway.com\/blog\/database\" rel=\"category tag\">Database<\/a>","rttpg_excerpt":"A Harvard Business Review study found that 89% of top-performing organizations attribute their success to the effective use of performance dashboards. But when datasets grow, even the most advanced dashboards can struggle. Slow loading. Incomplete data. Delayed reports. Dashboards power modern decision-making. Every second of lag means insights arrive late. And late insights cost opportunities,&hellip;","_links":{"self":[{"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/posts\/24866"}],"collection":[{"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/users\/769429"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/comments?post=24866"}],"version-history":[{"count":7,"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/posts\/24866\/revisions"}],"predecessor-version":[{"id":24876,"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/posts\/24866\/revisions\/24876"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/media\/24870"}],"wp:attachment":[{"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/media?parent=24866"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/categories?post=24866"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aceinfoway.com\/blog\/wp-json\/wp\/v2\/tags?post=24866"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}