{"id":35181,"date":"2026-06-05T13:06:35","date_gmt":"2026-06-05T05:06:35","guid":{"rendered":"https:\/\/aiportek.com\/?p=35181"},"modified":"2026-06-05T13:29:08","modified_gmt":"2026-06-05T05:29:08","slug":"redis-grafana-bank-observability-cost-saving","status":"publish","type":"post","link":"https:\/\/aiportek.com\/en\/redis-grafana-bank-observability-cost-saving\/","title":{"rendered":"HongKe Solutions] Observability Budget Busting: How Redis + Grafana Saved Hong Kong Banks $1.4 Million in 2 Years?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"35181\" class=\"elementor elementor-35181\" 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-d303089 elementor-widget elementor-widget-text-editor\" data-id=\"d303089\" 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. 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\">HongKe Solutions] Observability Budget Busting: How Redis + Grafana Saved Hong Kong Banks $1.4 Million in 2 Years?<\/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 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elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/2026\/06\/05\/\">\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>June 5, 2026<\/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<div data-page-id=\"WpsfdxhNToS4KtxinlycnzfUnuC\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-CIm6dxEdDohzBUxj1vjctKM6nY2\"><div data-page-id=\"CrVId1JAwoKvX2xe4HVcwX2CnSW\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-OH24dKqd0o2dKExvGWecyiusnuh\"><div data-page-id=\"Mv4Mdiy3Moh80Fxff5FcGouFnGb\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-NxfxdFHC3oU0s7xHwvwcyvshnzb\">When you spend more than $10,000 a year on Dynatrace, you'll be able to get more than $10,000 a year. <strong>US$800K<\/strong> The problem is no longer \"functionality\", but rather an imbalance in the \"observable rate of return on investment\". For Hong Kong banks, the real competitive pressure lies in: can you cut down the 2-year TCO on the premise of maintaining the monitoring effect above 70%? <strong>US$1.4M<\/strong>In addition, the HKMA has been able to produce evidence that is justifiable under the \"risk-based and technology-neutral\" framework during the HKMA's review.<\/div><\/div><\/div><\/div><\/div><\/div>\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\">01. Introduction: Observability Costs Are Eating Your Security Budget<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-853e9ed elementor-widget elementor-widget-image\" data-id=\"853e9ed\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1024x683.jpeg\" class=\"attachment-large size-large wp-image-34451\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1024x683.jpeg 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-300x200.jpeg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-768x512.jpeg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1536x1024.jpeg 1536w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-2048x1366.jpeg 2048w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-18x12.jpeg 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-600x400.jpeg 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div 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<div data-page-id=\"Mv4Mdiy3Moh80Fxff5FcGouFnGb\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-SKGydr91rotT26xw0rfcnmHznFc\">Dynatrace's official price list shows that Full-Stack Monitoring is around US$58 per month per 8 GiB host, which, combined with infrastructure monitoring, security modules and actual host counts, can easily add up to hundreds of thousands or even more than a million dollars per year in medium to large environments. level. For a Hong Kong bank running hundreds to thousands of VMs, Kubernetes nodes, containers, and multi-region environments, it's no exaggeration that the APM\/observability bill has jumped to the \"top 5 IT expenses\".<\/div><div class=\"ace-line ace-line old-record-id-J3O0dHtRzo8gtIx802Xc49wOnyc\">At the same time, the HKMA has re-emphasized its \"risk-based, technology-neutral\" supervisory approach in its latest revision of TM-E-1: it does not prescribe which instrument to use, but rather requires banks to implement risk management controls that are commensurate with the risk and \"fit for purpose\" and to assess their effectiveness through ongoing inspections and off-site reviews. Rather, it requires banks to implement risk management controls that are commensurate with risk and \"fit for purpose\", and to assess their effectiveness through ongoing examinations and off-site reviews. In other words, in the eyes of the regulator, the focus is never on \"did you use Dynatrace\", but rather on \"can you demonstrate that critical services are properly monitored and that exceptions are detected and addressed in a timely manner\".<\/div><div class=\"ace-line ace-line old-record-id-QK2AdKMrloiigfxn8JtclNqanGh\">For CISOs, cost-sensitive CIOs and CFOs, this opens up a very real question: in the \"Dynatrace alternatives Hong Kong\" option, is there a way to use an open stack such as Redis + Grafana to make a new product in 2 years? <strong>Real-time monitoring cost comparison<\/strong> Overwhelming Advantage on - without Regulatory Challenge?<\/div><\/div>\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-c0546d0 elementor-widget elementor-widget-heading\" data-id=\"c0546d0\" 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\">02. Three Core Values: How Redis + Grafana Cut Costs Without Sacrificing Risk Management<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9ee543 elementor-widget elementor-widget-heading\" data-id=\"f9ee543\" 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\">Value #1: Change from a \"full stack black box\" to a \"key indicator white box\" to capture the 80\/20 first<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a761ec3 elementor-widget elementor-widget-text-editor\" data-id=\"a761ec3\" 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<div data-page-id=\"Mv4Mdiy3Moh80Fxff5FcGouFnGb\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-Gp10djb8noMpIBxpLMFcquUQnVh\"><strong>Pain Points:<\/strong> Traditional Dynatrace-style stacked observability, where metrics, traces, and logs are all wrapped into a single authorization pricing model, may seem convenient, but it actually creates several problems:<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-Ie1ldVsUDomCY1xYiHbcmJPlnsd\" data-list=\"bullet\"><div>You're forced to pay for an entire cluster with tons of non-critical services for the APM functionality of a few critical systems.<\/div><\/li><li class=\"ace-line ace-line old-record-id-FORqdLZS7oKtRHxnygfcv5zsnxd\" data-list=\"bullet\"><div>Once the Log\/metrics retention is stretched and the number of subjects monitored expands, the annual bill will explode in a near-linear fashion.<\/div><\/li><li class=\"ace-line ace-line old-record-id-KxpOdlrwXoY5d2xrWhJcdEyTnbe\" data-list=\"bullet\"><div>Most teams end up using the 20-30% feature in depth, but pay 100% for the subscription.<\/div><\/li><\/ul><div class=\"ace-line ace-line old-record-id-NoCIdV1gCoBW4SxBtYycdNTFnah\"><strong>Redis + Grafana response:<\/strong><\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-NLuUdaH4io2Oinxramcc32GInef\" data-list=\"bullet\"><div>Redis Enterprise natively provides monitoring endpoints exposed in Prometheus format, covering a wide range of metrics at the cluster, node, database, slice, and proxy levels, which can be collected by Prometheus and visualized and alerted in Grafana.<\/div><\/li><li class=\"ace-line ace-line old-record-id-FcYWd48AtoIckrxUMNxcSDLenie\" data-list=\"bullet\"><div>Redis officials and the community also provide specialized observability templates and Grafana dashboards covering ops\/sec, latency, memory usage, replication lag, Active-Active indicators, etc., so that you can have a white-box view of \"where the bottlenecks are\". visibility into \"where the bottlenecks are\".<\/div><\/li><li class=\"ace-line ace-line old-record-id-UxhHdub3uoVi7tx8kF5cgqYVnEc\" data-list=\"bullet\"><div>You can change the strategy from \"all platforms on APM\" to \"keep complete tracking only for the really critical applications, and metrics-first + event sampling for the rest of the system\", and focus the paid functions on a few core services.<\/div><\/li><\/ul><div class=\"ace-line ace-line old-record-id-NxbAdUzhToxhyBxbnCncXaiYnqc\"><strong>Real-world effectiveness (a CFO-friendly way of saying numbers):<\/strong><\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-CIGhdFuYdoQ3kqxT4u7c5eaXntg\" data-list=\"bullet\"><div>A Hong Kong financial group, with 600+ services and over 100 nodes, changed the original 100% model of relying on Dynatrace to one in which the core payment\/transaction system still retains APM, and the remaining 70% systems use Redis metrics + Prometheus + Grafana.<\/div><\/li><li class=\"ace-line ace-line old-record-id-OBgwdTujPosF8ZxdPptcfSHNnrg\" data-list=\"bullet\"><div>Evaluations of the effectiveness of event detection and capacity planning show that the new stack can achieve about <strong>70%<\/strong> Visibility and problem localization (for non-core systems), but overall observability authorization costs are reduced. <strong>75%<\/strong>(two-year rolling TCO comparison).<\/div><\/li><\/ul><\/div>\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-cc549d9 elementor-widget elementor-widget-heading\" data-id=\"cc549d9\" 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\">Value 2: Turning Redis into a \"real-time health metrics bus\" so that alerting and automation are no longer tied to a single cloud platform<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb06299 elementor-widget elementor-widget-text-editor\" data-id=\"eb06299\" 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<div data-page-id=\"Mv4Mdiy3Moh80Fxff5FcGouFnGb\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-MczMd8BM4oLDvhxceYaczLL0nZe\"><strong>Pain Points:<\/strong> When your observability is completely dependent on a single SaaS platform, it's not just a matter of licensing costs:<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-HBxBdNQjFo91gQxjs01c0DUpnJg\" data-list=\"bullet\"><div>Alarm logic and SLO metrics determination is locked to a specific tool language and UI, and cross-team collaboration requires manual screenshots and data movement.<\/div><\/li><li class=\"ace-line ace-line old-record-id-Nw1XdII6loLn1Ux6zcQcoFnen0e\" data-list=\"bullet\"><div>Under multi-cloud\/hybrid cloud architectures, different monitoring agents and network paths cause delays and blind spots, making it difficult to standardize the true \"platform health\".<\/div><\/li><li class=\"ace-line ace-line old-record-id-YD2BduyjLoHvjVxzXjNcnPEYnhb\" data-list=\"bullet\"><div>Once the tool is licensed or adjusted, your alerting rules and dashboards will have to be reorganized as well.<\/div><\/li><\/ul><div class=\"ace-line ace-line old-record-id-DnzxdrJegol8RtxMsm0cT54Qnnd\"><strong>Redis + Grafana response:<\/strong><\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-OUopdsqKSouU8Tx1ztycEUEJnwd\" data-list=\"bullet\"><div>Using Redis as a \"real-time status bus\", key SLIs (e.g., API failure rate, latency fraction, error code distribution, number of merged connections) are aggregated and written to Redis, and then pulled, visualized, and alerted centrally by Prometheus\/Grafana.<\/div><\/li><li class=\"ace-line ace-line old-record-id-G84KdgLcZoI3gIxvQKBc5dAzn0e\" data-list=\"bullet\"><div>Redis Enterprise provides a metrics endpoint for observability cases that can be scraped by Prometheus, allowing you to display both Redis itself and application-level metrics in Grafana for an end-to-end view.<\/div><\/li><li class=\"ace-line ace-line old-record-id-QxVgdH9gwoSVmnxkEPrcWs1GnwS\" data-list=\"bullet\"><div>For multi-cloud\/multi-data center deployments, you can combine the Active-Active capability of Redis to synchronize metrics or health status of each location to a unified observation plane, avoiding the situation where \"something goes wrong in one area, but the master control still thinks everything is fine\".<\/div><\/li><\/ul><div class=\"ace-line ace-line old-record-id-EkbCdbp93osaiUxhIgkcbUEgnZd\"><strong>The effectiveness of the campaign:<\/strong><\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-DjzjdLHQNozl4SxSki7cQLT8nL6\" data-list=\"bullet\"><div>In a multi-cloud (AWS + on-prem) environment, a regional financial group migrated the alerting logic, which was originally bound to a specific APM provider, to Redis Centralized Aggregation + Grafana presentation, allowing the SRE team to continuously evolve the alerting policy without relying on a particular SaaS tool UI.<\/div><\/li><li class=\"ace-line ace-line old-record-id-PVpydaOv0o64q7xiMIAciTzGn4b\" data-list=\"bullet\"><div>In terms of \"system health\" and \"time to detection of anomalies,\" two of HKMA's key metrics, the effectiveness of the tool is not compromised by a change in tool branding - it is even easier to interpret because the data is more centralized.<\/div><\/li><\/ul><\/div>\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-fcd2a62 elementor-widget elementor-widget-heading\" data-id=\"fcd2a62\" 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\">Value #3: HKMA checks for results, not brands - so let's talk about \"saving $1.4 million in 2 years\"!\nPain Point:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-845e4af elementor-widget elementor-widget-text-editor\" data-id=\"845e4af\" 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<div data-page-id=\"Mv4Mdiy3Moh80Fxff5FcGouFnGb\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-YiLfdFoZAogtrYx9ZsYcSSYln6e\"><strong>Pain Points:<\/strong> Many banks subconsciously feel that it is safer to \"use big name tools\" when facing regulatory or internal audits, but in fact, they have ignored the principles that HKMA has been reiterating for a long time: risk-based and technology-neutral. The result:<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-DziEd5JgmoX1SixqYM4ckBMInEf\" data-list=\"bullet\"><div>Tool selection has become a \"list war\" rather than a \"control effect war,\" resulting in increasing observability costs year after year, but limited improvement in problem detection and MTTR.<\/div><\/li><li class=\"ace-line ace-line old-record-id-JQ10dd2SZoJv8QxE78tc9gAFnWe\" data-list=\"bullet\"><div>CFOs look at money and CISOs look at risk. Everyone knows that they have to save money, but no one dares to do anything.<\/div><\/li><\/ul><div class=\"ace-line ace-line old-record-id-IG99d0pemo32sixSa1DcXgADnhw\"><strong>The angle of the HKMA is actually very clear:<\/strong><\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-OdspdzuJIogLUaxbOAXcTrJIn0i\" data-list=\"bullet\"><div>TM-E-1 explicitly states that the regulatory objective is to promote a safe and healthy e-banking environment while maintaining \"technological neutrality\" and allowing banks the flexibility to choose the technological solution that is appropriate for their risk profile and services.<\/div><\/li><li class=\"ace-line ace-line old-record-id-DhsZdsxveoi2G4xtsQ9c7NqTnod\" data-list=\"bullet\"><div>The document repeatedly refers to \"risk management controls that are fit for purpose,\" \"timely detection of unauthorized transactions,\" and \"secure network and system design,\" rather than any particular brand or tool name.<\/div><\/li><\/ul><div class=\"ace-line ace-line old-record-id-XrmcdAGNmof2Jxxd20Ycy3TAnrb\"><strong>How Redis + Grafana can be answered during a HKMA check:<\/strong><\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-Dnlxd3aoXouQmfxBbAVcL0AhnIf\" data-list=\"bullet\"><div>Demonstrate continuous monitoring and capacity management with SLO\/SLA reports that show trends in availability, latency and error rates for critical services.<\/div><\/li><li class=\"ace-line ace-line old-record-id-TzQqdt6VDokY6Dxtev7ckmXhnwb\" data-list=\"bullet\"><div>Alerts and event reviews show \"how it was discovered, how soon it was dealt with, and how to prevent it from happening again\", and this data is available in its entirety in a Redis + Prometheus + Grafana stack.<\/div><\/li><li class=\"ace-line ace-line old-record-id-GzL1dIzg3oeJZpxXPcScF7Q1nkc\" data-list=\"bullet\"><div>In the Real-time monitoring cost comparison, specific TCO figures and performance reports show that you are optimizing your costs in a risk-acceptable manner, in line with the spirit of risk-based regulation.<\/div><\/li><\/ul><\/div>\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-302cdab elementor-widget elementor-widget-heading\" data-id=\"302cdab\" 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: Do you want \"expensive but reassuring\" or \"effective and affordable\"?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c5c631 elementor-widget elementor-widget-text-editor\" data-id=\"3c5c631\" 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<div data-page-id=\"Mv4Mdiy3Moh80Fxff5FcGouFnGb\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-SqxndcBM7o7C1Hxf1LzcqYv9nAh\">When Dynatrace bills exceed US$800K per year and you can't articulate in board and regulatory conversations \"what risk reductions you get for that money\", you are in fact in a \"cost of observability crisis\". On the other hand, the HKMA has already stated in TM-E-1 that its regulatory position is risk-based and technology-neutral, so as long as your surveillance and event management controls are \"fit for purpose,\" you don't need to be tied down to any particular brand.<\/div><\/div>\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-548c287 elementor-widget elementor-widget-image\" data-id=\"548c287\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png\" class=\"attachment-large size-large wp-image-34919\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-300x159.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-768x408.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-600x319.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div 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-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\" data-settings=\"{&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-37937 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-redis 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\/enterprise-ai-context-layer-redis-iris\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"2560\" height=\"1435\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis.jpg\" class=\"attachment-full size-full wp-image-34450\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis.jpg 2560w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis-300x168.jpg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis-1024x574.jpg 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis-768x431.jpg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis-1536x861.jpg 1536w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis-2048x1148.jpg 2048w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis-18x10.jpg 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/Redis-600x336.jpg 600w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/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\/enterprise-ai-context-layer-redis-iris\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Solutions] Does AI Struggle to Understand Business Needs? Overcoming AI Context Disconnects and Real-Time Data Bottlenecks in Enterprises\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Failed Enterprise AI Implementation? The Problem Isn\u2019t the LLM Model! Hongke analyzes the devastating impact of the \u201cEnterprise AI Context Gap\u201d on Copilot and Agentic workflows and introduces the Redis Iris real-time context layer architecture to help B2B enterprises in Hong Kong and Southeast Asia build high-return AI systems.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/enterprise-ai-context-layer-redis-iris\/\" aria-label=\"Read more about \u3010\u8679\u79d1\u65b9\u6848\u3011AI \u8b80\u4e0d\u61c2\u696d\u52d9\uff1f\u7834\u89e3\u4f01\u696d AI Context \u65b7\u88c2\u8207\u5be6\u6642\u6578\u64da\u74f6\u9838\" 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\tOctober 23, 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-37775 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-pico tag-68\" 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\/picoscope-bmw-valvetronic-case-study\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1159\" height=\"629\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/01.png\" class=\"attachment-full size-full wp-image-37791\" alt=\"PicoDiagnostics \u6beb\u6b50\u8207\u99ac\u9054\u6e2c\u8a66\u5100\u8edf\u9ad4\u4ecb\u9762\uff1a\u6e2c\u91cf BMW Valvetronic \u4e09\u76f8\u99ac\u9054\u7e5e\u7d44\u963b\u503c\uff0c\u986f\u793a U-V (374.9 m\u03a9)\u3001V-W (195.0 m\u03a9) \u8207 W-U (382.0 m\u03a9) \u5b58\u5728 187.0 m\u03a9\uff0864.8%\uff09\u7684\u56b4\u91cd\u4e0d\u5e73\u8861\uff0c\u9060\u8d85 10% \u5bb9\u8a31\u4e0a\u9650\u3002\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/01.png 1159w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/01-300x163.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/01-1024x556.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/01-768x417.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/01-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/10\/01-600x326.png 600w\" sizes=\"(max-width: 1159px) 100vw, 1159px\" \/><\/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\/picoscope-bmw-valvetronic-case-study\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Case Study] Using the Pico MT03A to Clear BMW Valvetronic Trouble Codes\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>BMW Reports DTCs 135808 and 135B11\u2014Does That Mean You Have to Replace Parts Blindly? We Reveal How to Use the Pico MT03A Milliohm Meter and PicoScope Oscilloscope to Accurately Debunk Valvetronic Diagnostic Myths! Practical Testing Identifies 190 m\u03a9 Motor Winding Imbalance and 5V Floating Ground, Avoiding False Open-Circuit Diagnoses and Significantly Improving Advanced Automotive Diagnostic Efficiency!<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/picoscope-bmw-valvetronic-case-study\/\" aria-label=\"Read more about [Hongke Case Study]: Clearing BMW Valvetronic Trouble Codes Using the Pico MT03A\" 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\tOctober 20, 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-37749 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-arangodb 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\/arangodb-context-data-platform-network-asset-management-hk\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"365\" height=\"352\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/11\/10002-3.svg\" class=\"attachment-full size-full wp-image-30512\" alt=\"\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/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\/arangodb-context-data-platform-network-asset-management-hk\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Solutions] ArangoDB Contextual Data Platform: Key Architecture for Next-Generation Network Asset Management (CAM\/CMDB)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>An in-depth analysis of how enterprises can transition from single LLM API calls to autonomous agentic systems. This article compiles real-world examples of AI agent deployments in production environments across six major industries, including retail and finance, and breaks down the underlying infrastructure logic\u2014such as high concurrency, cross-interaction memory (Memory Infrastructure), and distributed state persistence.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/arangodb-context-data-platform-network-asset-management-hk\/\" aria-label=\"Read more about [Hongke Solutions] ArangoDB Contextual Data Platform: Key Architecture for Next-Generation Network Asset Management (CAM\/CMDB)\" 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\tOctober 16, 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=\"40\" data-next-page=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/35181\/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\/35181\/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\/35181\/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\/35181\/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\/35181\/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>Hong Kong Bank, troubled by the high license cost of Dynatrace, adopted Redis+Grafana to build an open source observable architecture in accordance with the TM-E-1 regulatory standards of the Hong Kong Monetary Authority. By adopting a hierarchical strategy of APM for the core system and metrics monitoring for the rest of the services, the bank maintains 70% of the monitoring performance, saving US$1.4 million in monitoring expenses over two years, and the report data can also satisfy the monitoring requirements.<\/p>","protected":false},"author":1,"featured_media":34919,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[18],"tags":[40,36],"class_list":["post-35181","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-18","tag-redis","tag-36"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u50b3\u7d71 CMDB \u9762\u81e8\u6578\u64da\u5b64\u5cf6\u8207\u95dc\u4fc2\u7f3a\u5931\uff0cArangoDB \u539f\u751f\u591a\u6a21\u578b\u5716\u6578\u64da\u5eab\u4ee5\u300c\u4e0a\u4e0b\u6587\u6578\u64da\u5e73\u53f0\u300d\u91cd\u5851\u7db2\u7d61\u8cc7\u7522\u7ba1\u7406\uff0c\u4e32\u806f\u8cc7\u7522\u3001\u6f0f\u6d1e\u3001\u6d41\u91cf\u8207\u62d3\u64b2\u95dc\u4fc2\uff0c\u52a9\u9999\u6e2f\u4f01\u696d\u6253\u9020\u53ef\u4fe1 AI \u904b\u7dad (AIOps) \u8207\u5b89\u5168\u9632\u7dda\u3002\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"HongKeTechnology\"\/>\n\t<meta name=\"keywords\" content=\"arango\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/aiportek.com\/en\/arangodb-context-data-platform-network-asset-management-hk\/\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.3\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"\u8679\u79d1\u96fb\u5b50\u6709\u9650\u516c\u53f8\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u3010\u8679\u79d1\u65b9\u6848\u3011ArangoDB \u4e0a\u4e0b\u6587\u6578\u64da\u5e73\u53f0\uff1a\u4e0b\u4e00\u4ee3\u7db2\u7d61\u8cc7\u7522\u7ba1\u7406 (CAM\/CMDB) \u95dc\u9375\u67b6\u69cb - 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