{"id":30173,"date":"2025-11-07T17:50:41","date_gmt":"2025-11-07T09:50:41","guid":{"rendered":"https:\/\/aiportek.com\/?p=30173"},"modified":"2025-11-07T17:56:03","modified_gmt":"2025-11-07T09:56:03","slug":"caching-strategy-redis-enterprise-performance","status":"publish","type":"post","link":"https:\/\/aiportek.com\/en\/caching-strategy-redis-enterprise-performance\/","title":{"rendered":"Why caching strategy may slow down system performance? What should we think about next?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"30173\" class=\"elementor elementor-30173\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-303a47ec elementor-section-stretched elementor-section-full_width elementor-section-height-min-height elementor-section-content-middle elementor-section-height-default elementor-section-items-middle\" data-id=\"303a47ec\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-27d5e225\" data-id=\"27d5e225\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4e369ae3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e369ae3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6555484e\" data-id=\"6555484e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-397ef20e elementor-widget elementor-widget-heading\" data-id=\"397ef20e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hongke's latest articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5c0d9b elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"4b5c0d9b\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">HongKe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d18033c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d18033c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f96cecf\" data-id=\"1f96cecf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fd50b9b elementor-widget elementor-widget-text-editor\" data-id=\"fd50b9b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. 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Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4b0e7b4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b0e7b4e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-7a4b7cfc\" data-id=\"7a4b7cfc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79a3214 elementor-widget elementor-widget-heading\" data-id=\"79a3214\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why caching strategy may slow down system performance? What should we think about next?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-226f412 elementor-widget elementor-widget-post-info\" data-id=\"226f412\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-2358f4d elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/author\/hongketechnology\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-user-circle\" viewbox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 104c-53 0-96 43-96 96s43 96 96 96 96-43 96-96-43-96-96-96zm0 144c-26.5 0-48-21.5-48-48s21.5-48 48-48 48 21.5 48 48-21.5 48-48 48zm0-240C111 8 0 119 0 256s111 248 248 248 248-111 248-248S385 8 248 8zm0 448c-49.7 0-95.1-18.3-130.1-48.4 14.9-23 40.4-38.6 69.6-39.5 20.8 6.4 40.6 9.6 60.5 9.6s39.7-3.1 60.5-9.6c29.2 1 54.7 16.5 69.6 39.5-35 30.1-80.4 48.4-130.1 48.4zm162.7-84.1c-24.4-31.4-62.1-51.9-105.1-51.9-10.2 0-26 9.6-57.6 9.6-31.5 0-47.4-9.6-57.6-9.6-42.9 0-80.6 20.5-105.1 51.9C61.9 339.2 48 299.2 48 256c0-110.3 89.7-200 200-200s200 89.7 200 200c0 43.2-13.9 83.2-37.3 115.9z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-author\">\n\t\t\t\t\t\t\t\t\t\tHongKeTechnology\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-a689c23 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/2025\/11\/07\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calendar\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12 192h424c6.6 0 12 5.4 12 12v260c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V204c0-6.6 5.4-12 12-12zm436-44v-36c0-26.5-21.5-48-48-48h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v36c0 6.6 5.4 12 12 12h424c6.6 0 12-5.4 12-12z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>November 7, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c027dd7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c027dd7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a8309a elementor-widget elementor-widget-text-editor\" data-id=\"3a8309a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"348\" data-end=\"492\">Caching is a technology that temporarily stores data in memory to reduce the number of data queries and increase system response time. When the caching mechanism fails or the policy is outdated, client requests are forced to access the main database directly, resulting in a delay from milliseconds to hundreds of milliseconds or even seconds. With an efficient caching system, the system can respond in milliseconds, significantly improving real-time computing and user experience.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-418b9cf elementor-widget elementor-widget-heading\" data-id=\"418b9cf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">The Importance and Evolution of Cache<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a046c3e elementor-widget elementor-widget-text-editor\" data-id=\"a046c3e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"560\" data-end=\"619\">Caching plays a key role in modern system acceleration. As application architectures become more complex and data volumes grow exponentially, the need for high-performance data access continues to rise.<\/p><p data-start=\"621\" data-end=\"752\">as early as <strong data-start=\"624\" data-end=\"634\">2013<\/strong>The study showed that for every increase in <strong data-start=\"644\" data-end=\"657\">100 millisecond delay<\/strong>The average conversion rate of retail websites decreased by <strong data-start=\"671\" data-end=\"680\">7.25%<\/strong>To To <strong data-start=\"686\" data-end=\"696\">2024<\/strong>The average loading time of desktop web pages has been reduced to around 1,000 hours. <strong data-start=\"715\" data-end=\"724\">2.5 seconds<\/strong>This reflects the fact that users' expectations of a smooth digital experience are much higher than ever before.<\/p><p data-start=\"754\" data-end=\"794\">Nowadays, caching is not only the core means to reduce latency, but also an important cornerstone to ensure the stability of interactions and enhance the system firmware.<\/p><p data-start=\"796\" data-end=\"955\">However, the challenge of modern caching is that<strong data-start=\"808\" data-end=\"822\">High complexity of the system architecture<\/strong>With the popularity of decentralized architectures and technologies such as AI and cloud-native As decentralized architectures and technologies such as AI and cloud-native become commonplace, the<br data-start=\"847\" data-end=\"850\" \/>Cache consistency and invalidation are one of the most difficult parts of performance optimization. Therefore, when choosing a caching framework, organizations must consider the following<strong data-start=\"929\" data-end=\"948\">Scalability, Data Consistency and Maintainability<\/strong>The balance is struck between the two.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69fb6f6 elementor-widget elementor-widget-heading\" data-id=\"69fb6f6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Core Values of Cache<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e69fbf elementor-widget elementor-widget-text-editor\" data-id=\"0e69fbf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"974\" data-end=\"1046\">Between the application layer and the data layer, caching dramatically accelerates frequent queries (e.g., query results, session data, calculation results, etc.). It can effectively reduce database load and increase system throughput, and its core values include:<\/p><ul><li data-start=\"1050\" data-end=\"1095\"><strong data-start=\"1050\" data-end=\"1058\">A Leap in Performance<\/strong>: Data access at the memory level is much faster than disk access. <strong data-start=\"1080\" data-end=\"1092\">10-100 times<\/strong>The<\/li><li data-start=\"1098\" data-end=\"1130\"><strong data-start=\"1098\" data-end=\"1106\">cost-effectiveness<\/strong>: Reduce the number of database queries and lower server and maintenance costs.<\/li><li data-start=\"1133\" data-end=\"1166\"><strong data-start=\"1133\" data-end=\"1141\">Experience Enhancement<\/strong>: Shorten the delay time and improve the overall response speed and smoothness of interaction.<\/li><li data-start=\"1169\" data-end=\"1197\"><strong data-start=\"1169\" data-end=\"1177\">Flexible Expansion<\/strong>: Supports high concurrency operations and ensures stable system operation.<\/li><li data-start=\"1200\" data-end=\"1232\"><strong data-start=\"1200\" data-end=\"1208\">Reliable and stable<\/strong>The system is designed to be both consistent and efficiently readable, enhancing the overall reliability of the system.<\/li><\/ul><p data-start=\"1234\" data-end=\"1297\">Take retail e-commerce as an example, when users browse or checkout, Cache can instantly save the calculation results such as region and tax rate, avoiding the need to repeatedly query the database, significantly improving transaction efficiency and reducing load.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ba6c82 elementor-widget elementor-widget-heading\" data-id=\"4ba6c82\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Top 5 Cache Strategy Failure Signals<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bc79ce elementor-widget elementor-widget-text-editor\" data-id=\"6bc79ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1319\" data-end=\"1352\">When the system shows the following phenomena, it means that the existing caching strategy may no longer be able to meet the actual demand:<\/p><ol><li data-start=\"1357\" data-end=\"1386\"><strong data-start=\"1357\" data-end=\"1369\">Slowdown of data reading speed<\/strong>: High-frequency queries lead to a drop in fast-fetch hits.<\/li><li data-start=\"1390\" data-end=\"1426\"><strong data-start=\"1390\" data-end=\"1400\">Delay Time Rise<\/strong>: p90\/p99 Significant increase in latency, data is not updated in a timely manner.<\/li><li data-start=\"1430\" data-end=\"1458\"><strong data-start=\"1430\" data-end=\"1441\">Frequent database readings<\/strong>: It is not possible to distinguish hot data from cold data effectively.<\/li><li data-start=\"1462\" data-end=\"1492\"><strong data-start=\"1462\" data-end=\"1472\">High Writability Delay<\/strong>: No optimized cache update process has been written for high mergers and acquisitions.<\/li><li data-start=\"1496\" data-end=\"1527\"><strong data-start=\"1496\" data-end=\"1506\">Fast retrieval pressure effect<\/strong>: Cache anomalies cause database load to increase, affecting stability.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e60ddc6 elementor-widget elementor-widget-heading\" data-id=\"e60ddc6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Explanation of Mainstream Caching Strategies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66db76f elementor-widget elementor-widget-text-editor\" data-id=\"66db76f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1016\" data-end=\"1143\">Different business scenarios require different caching strategies, and the core difference lies in the following<strong data-start=\"1570\" data-end=\"1583\">Cache miss handling<\/strong>,<strong data-start=\"1587\" data-end=\"1597\">Data updating mechanism<\/strong>and<strong data-start=\"1598\" data-end=\"1607\">Consistency control<\/strong>The following are some typical caching strategies. The following are some typical caching strategies:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2942aef elementor-widget elementor-widget-text-editor\" data-id=\"2942aef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">1. Read-Through<\/span><\/h3><p data-start=\"853\" data-end=\"929\">Cache automatically loads data and returns it to the user when the data is not hit. Suitable for<strong data-start=\"1678\" data-end=\"1686\">read too much and write too little<\/strong>,<strong data-start=\"1687\" data-end=\"1697\">Stabilized access mode<\/strong>The scene, such as commodity static information.<\/p><h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">2. Write-Through<\/span><\/h3><p data-start=\"1390\" data-end=\"1458\">Synchronizing cache and database updates with each write operation ensures data consistency, but may cause write delays. Commonly used in<strong data-start=\"1781\" data-end=\"1791\">Financial Trading System<\/strong>The data is used in applications that require high data accuracy.<\/p><h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">3. Cache-Aside<\/span><\/h3><p data-start=\"853\" data-end=\"929\">The application manages the cache lifecycle itself, reading from the database and writing to the cache on the first query. Highly flexible but slightly delayed on first visit, suitable for<strong data-start=\"1885\" data-end=\"1895\">Low Frequency Update<\/strong>(e.g., profile or static configuration).<\/p><h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">4. Write-Behind<\/span><\/h3><p data-start=\"1390\" data-end=\"1458\">Write caching first, then update the database in an asynchronous way to improve write performance but risk data loss. Mostly used in<strong data-start=\"1977\" data-end=\"1990\">Journal Collection and Data Aggregation<\/strong>The non-temporal scenes such as<\/p><h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">5. Term-Term Strategy (TTL-Based)<\/span><\/h3><p data-start=\"853\" data-end=\"929\">Set the Time-To-Live for the cache data and expire it automatically. Commonly used in<strong data-start=\"2065\" data-end=\"2077\">Static or semi-static resources<\/strong>(e.g. website CSS\/JS files).<\/p><h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">6. Cache Prefetching<\/span><\/h3><p data-start=\"1390\" data-end=\"1458\">Proactively update caches after detecting database changes to ensure data consistency. Can be paired with <strong data-start=\"2158\" data-end=\"2189\">Redis Data Integration (RDI)<\/strong> Realize real-time synchronization and cache preheating.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9aba933 elementor-widget elementor-widget-heading\" data-id=\"9aba933\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Cache Optimization in Write-Intensive Scenes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3381e7 elementor-widget elementor-widget-text-editor\" data-id=\"d3381e7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2226\" data-end=\"2295\">Traditional caching is mostly focused on read acceleration, but in the<strong data-start=\"2241\" data-end=\"2267\">Write-heavy or mixed loads<\/strong>In environments such as financial transaction systems, cache optimization needs to redefine its value.<\/p><p data-start=\"2297\" data-end=\"2304\">Actual cases include:<\/p><ul data-start=\"2306\" data-end=\"2383\"><li data-start=\"2306\" data-end=\"2343\"><p data-start=\"2308\" data-end=\"2343\"><strong data-start=\"2308\" data-end=\"2320\">Real-time vehicle tracking system<\/strong>: Persistent caching is required to retain state data and ensure stability.<\/p><\/li><li data-start=\"2344\" data-end=\"2383\"><p data-start=\"2346\" data-end=\"2383\"><strong data-start=\"2346\" data-end=\"2358\">Financial market aggregation platform<\/strong>: Push market data in milliseconds to minimize the impact of delays on trading decisions.<\/p><\/li><\/ul><p data-start=\"2385\" data-end=\"2487\">Deutsche B\u00f6rse (<strong data-start=\"2393\" data-end=\"2417\">Deutsche B\u00f6rse Group<\/strong>) is used to <strong data-start=\"2421\" data-end=\"2437\">Redis Smart Cache Technology<\/strong>The company has been successful in meeting stringent latency and regulatory requirements. Its head of IT <em data-start=\"2468\" data-end=\"2481\">Maja Schwob<\/em> Indicates:<\/p><blockquote data-start=\"2488\" data-end=\"2523\"><p data-start=\"2490\" data-end=\"2523\">\"The real-time data processing power of Redis is at the heart of our high-frequency transaction reporting system.\"<\/p><\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b366bb6 elementor-widget elementor-widget-heading\" data-id=\"b366bb6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Effective Caching Strategies Require Observability<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f707efe elementor-widget elementor-widget-text-editor\" data-id=\"f707efe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2548\" data-end=\"2588\">A robust caching strategy requires continuous monitoring and visualization. Below are the key metrics for evaluating cache performance:<\/p><ul data-start=\"2590\" data-end=\"2701\"><li data-start=\"2590\" data-end=\"2614\"><p data-start=\"2592\" data-end=\"2614\"><strong data-start=\"2592\" data-end=\"2601\">cache hit rate<\/strong>: Reflects the actual effectiveness of the cache.<\/p><\/li><li data-start=\"2615\" data-end=\"2648\"><p data-start=\"2617\" data-end=\"2648\"><strong data-start=\"2617\" data-end=\"2628\">Drive Rate\/Refill Rate<\/strong>: A measure of how well the cache capacity matches the heat of the data.<\/p><\/li><li data-start=\"2649\" data-end=\"2673\"><p data-start=\"2651\" data-end=\"2673\"><strong data-start=\"2651\" data-end=\"2659\">Delayed Response<\/strong>: Observe end-to-end performance stability.<\/p><\/li><li data-start=\"2674\" data-end=\"2701\"><p data-start=\"2676\" data-end=\"2701\"><strong data-start=\"2676\" data-end=\"2683\">error rate<\/strong>: Monitor connection timeouts, exceptions and failures.<\/p><\/li><\/ul><p data-start=\"2703\" data-end=\"2801\">combinable <strong data-start=\"2707\" data-end=\"2731\">Prometheus + Grafana<\/strong> Establishment of a visualization and control system through <strong data-start=\"2749\" data-end=\"2766\">OpenTelemetry<\/strong> Decentralized tracking for immediate detection of cache leakage, data expiration or chain failure.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-83d098d elementor-widget elementor-widget-heading\" data-id=\"83d098d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Redis Enterprise Cache Advantage<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4665150 elementor-widget elementor-widget-text-editor\" data-id=\"4665150\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2826\" data-end=\"2878\">Compared to the traditional memory-based database, the<strong data-start=\"2838\" data-end=\"2847\">Redis<\/strong> Provides enterprise-class decentralized caching solutions with high reliability and scalability:<\/p><ul><li data-start=\"2882\" data-end=\"2906\"><strong data-start=\"2882\" data-end=\"2892\">Shared Memory Architecture<\/strong>: Supports multi-service cache sharing.<\/li><li data-start=\"2909\" data-end=\"2936\"><strong data-start=\"2909\" data-end=\"2919\">Flexible Strategy Support<\/strong>: Provides direct read, write-back, and prefetch modes.<\/li><li data-start=\"2939\" data-end=\"2973\"><strong data-start=\"2939\" data-end=\"2948\">Durability<\/strong>: RDB + AOF hybrid persistence for data security.<\/li><li data-start=\"2976\" data-end=\"3007\"><strong data-start=\"2976\" data-end=\"2985\">Particle size control<\/strong>: Supports LRU, LFU, and other multi-level elimination strategies.<\/li><li data-start=\"3010\" data-end=\"3045\"><strong data-start=\"3010\" data-end=\"3018\">high availability<\/strong>: Ensure system uptime is up to <strong data-start=\"3031\" data-end=\"3042\">99.999%<\/strong>The<\/li><li data-start=\"3048\" data-end=\"3074\"><strong data-start=\"3048\" data-end=\"3057\">Low latency performance<\/strong>: Microsecond response time in real-time applications.<\/li><li data-start=\"3077\" data-end=\"3103\"><strong data-start=\"3077\" data-end=\"3086\">Linear extensibility<\/strong>: Horizontal scaling is possible without interrupting service.<\/li><\/ul><p data-start=\"3105\" data-end=\"3187\">For example, an international advertising technology company through <strong data-start=\"3120\" data-end=\"3129\">Redis<\/strong> Support over <strong data-start=\"3135\" data-end=\"3146\">50+ Microservices<\/strong>Redis has been proven stable and reliable in high-consumption environments by processing tens of millions of requests per day.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d48ced2 elementor-widget elementor-widget-heading\" data-id=\"d48ced2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-005880d elementor-widget elementor-widget-text-editor\" data-id=\"005880d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3201\" data-end=\"3265\">The design of the caching strategy determines the balance between system performance and cost. When there is a database bottleneck or user experience degradation, the caching architecture should be re-evaluated and optimized in the following three dimensions:<\/p><ol data-start=\"3267\" data-end=\"3354\"><li data-start=\"3267\" data-end=\"3294\"><p data-start=\"3270\" data-end=\"3294\">Choose the right combination of caching strategies based on business characteristics;<\/p><\/li><li data-start=\"3295\" data-end=\"3318\"><p data-start=\"3298\" data-end=\"3318\">Establishment of a whole-link observable and monitoring system;<\/p><\/li><li data-start=\"3319\" data-end=\"3354\"><p data-start=\"3322\" data-end=\"3354\">Replaces native solutions with professional-grade caching brokers such as Redis.<\/p><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45ed7c8 elementor-widget elementor-widget-button\" data-id=\"45ed7c8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/aiportek.com\/redis-enterprise-database\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Go to the Redis Product Page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-9049411 e-flex e-con-boxed e-con e-parent\" data-id=\"9049411\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfcf4de e-flex e-con-boxed e-con e-parent\" data-id=\"cfcf4de\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbc1b58 elementor-widget elementor-widget-heading\" data-id=\"dbc1b58\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">Other Articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74adc8f elementor-posts--align-left elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"74adc8f\" data-element_type=\"widget\" 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class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/aisim-asil-d-compliance-sea-ev-simulation-hongke\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1456\" height=\"816\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u95ed\u73af.webp\" class=\"attachment-full size-full wp-image-34417\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u95ed\u73af.webp 1456w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u95ed\u73af-300x168.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u95ed\u73af-1024x574.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u95ed\u73af-768x430.webp 768w, 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world. Focusing on the compliance pain points of Southeast Asian EV companies going to Europe and the U.S., aiSim provides legally binding test reports to help you shorten the validation cycle, significantly reduce compliance costs and accelerate product launches.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/aisim-asil-d-compliance-sea-ev-simulation-hongke\/\" aria-label=\"Read more about [Hongke Solution] aiSim Helps Southeast Asian EVs Comply with Overseas Standards: ASIL-D Certification Simulation Solution\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 15, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34673 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-msr tag-52\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/transportation-data-logger-selection-guide-hongke\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"1080\" height=\"702\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-1.webp\" class=\"attachment-full size-full wp-image-34674\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-1.webp 1080w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-1-300x195.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-1-1024x666.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-1-768x499.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-1-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-1-600x390.webp 600w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/transportation-data-logger-selection-guide-hongke\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tHongke Case] Transportation Logger Buyer's Guide: Precision Equipment and Cold Chain Logistics Monitoring Solutions\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Difficulty in clarifying the responsibility of cargo transportation damage? HongKe provides professional transportation recorder selection guide. In-depth analysis of impact monitoring, temperature and humidity tracking, real-time alarms and range options help precision instruments, electrical equipment and high-value cargoes to travel safely to the sea. Check out our nanny-grade logistics monitoring solutions now!<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/transportation-data-logger-selection-guide-hongke\/\" aria-label=\"Read more about Hongke Case] Transportation Logger Buyer&#039;s Guide: Precision Equipment and Cold Chain Logistics Monitoring Solutions\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 12, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34591 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-decisions tag-36\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/decisions-automation-vs-process-automation-hongke\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"984\" height=\"438\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002.webp\" class=\"attachment-full size-full wp-image-34596\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002.webp 984w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002-300x134.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002-768x342.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002-18x8.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002-600x267.webp 600w\" sizes=\"(max-width: 984px) 100vw, 984px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/decisions-automation-vs-process-automation-hongke\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tHongke Solutions] Decision Automation vs Process Automation: Breaking the Bottleneck of B2B Digital Transformation\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Just because a process is fast doesn't mean a decision is fast! HongKe explains how to systematize \"decision logic\" through the Decisions platform. From discount authorization to risk management, decision automation can dramatically improve consistency and compliance, helping Hong Kong and Southeast Asian companies achieve high-quality growth. Learn more about our automation upgrades today!<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/decisions-automation-vs-process-automation-hongke\/\" aria-label=\"Read more about Decision Automation vs Process Automation: Breaking the Bottleneck of B2B Digital Transformation\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 8, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"31\" data-next-page=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/30173\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span class=\"page-numbers prev\">\"<\/span>\n<span aria-current=\"page\" class=\"page-numbers current\"><span class=\"elementor-screen-only\">Page<\/span>1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/30173\/page\/2\/\"><span class=\"elementor-screen-only\">Page<\/span>2<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/30173\/page\/3\/\"><span class=\"elementor-screen-only\">Page<\/span>3<\/a>\n<span class=\"page-numbers dots\">...<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/30173\/page\/5\/\"><span class=\"elementor-screen-only\">Page<\/span>5<\/a>\n<a class=\"page-numbers next\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/30173\/page\/2\/\">\"<\/a>\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>This paper analyzes the mainstream caching strategies: Read-Through, Write-Through, Cache-Aside, Write-Behind, TTL, and Prefetching, combines them with p90\/p99 latency, hit rate, and drive rate metrics, and introduces the advantages of Redis enterprise-level caching in terms of high concurrency, low latency, and scalability, which helps organizations in Hong Kong and Southeast Asia optimize their system performance and costs. Hong Kong and Southeast Asian enterprises to optimize system performance and cost.<\/p>","protected":false},"author":1,"featured_media":30178,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[18],"tags":[40,36],"class_list":["post-30173","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-18","tag-redis","tag-36"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/30173","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/comments?post=30173"}],"version-history":[{"count":5,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/30173\/revisions"}],"predecessor-version":[{"id":30180,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/30173\/revisions\/30180"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media\/30178"}],"wp:attachment":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media?parent=30173"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/categories?post=30173"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/tags?post=30173"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}