{"id":30374,"date":"2025-11-09T19:17:24","date_gmt":"2025-11-10T03:17:24","guid":{"rendered":"https:\/\/www.pingcap.com\/?post_type=session-replay&#038;p=30374"},"modified":"2025-11-09T20:16:08","modified_gmt":"2025-11-10T04:16:08","slug":"beyond-scale-the-road-ahead-for-tidb","status":"publish","type":"session-replay","link":"https:\/\/www.pingcap.com\/ko\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/","title":{"rendered":"Beyond Scale: The Road Ahead for TiDB"},"content":{"rendered":"<h2 class=\"wp-block-heading\">Description<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In this TiDB SCaiLE 2025 keynote, PingCAP Head of Product Management Ben Meadowcroft provides a window into the next era of TiDB: moving to workload-aware scale so you pay for <em>action<\/em>, not allocation. You\u2019ll discover how the new TiDB X architecture combines cloud object storage, a shared-storage KV engine, and a workload-aware scaling engine that spins resources up\/down automatically to keep P99 stable\u2014even when heavy jobs run alongside OLTP traffic.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ben highlights TiDB\u2019s latest enhancements including: TiDB X, an enhanced AI experience, and ecosystem integrations. For AI builders, TiDB adds hybrid search, AI-ready indexing, model access within the kernel, and a unified query engine for agentic reasoning\u2014so agents can combine vector, graph, JSON, and SQL context, remember outcomes, and reason across multi-hop chains.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Speaker<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"352\" height=\"352\" src=\"https:\/\/static.pingcap.com\/files\/2025\/09\/12191727\/Ben-Meadowcroft.png\" alt=\"\" class=\"wp-image-29519\" style=\"width:180px;height:auto\" srcset=\"https:\/\/static.pingcap.com\/files\/2025\/09\/12191727\/Ben-Meadowcroft.png 352w, https:\/\/static.pingcap.com\/files\/2025\/09\/12191727\/Ben-Meadowcroft-300x300.png 300w, https:\/\/static.pingcap.com\/files\/2025\/09\/12191727\/Ben-Meadowcroft-150x150.png 150w\" sizes=\"auto, (max-width: 352px) 100vw, 352px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:75%\">\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Ben Meadowcroft<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Product Manager, PingCAP<\/p>\n<\/div>\n<\/div>","protected":false},"template":"","class_list":["post-30374","session-replay","type-session-replay","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Beyond Scale: The Road Ahead for TiDB<\/title>\n<meta name=\"description\" content=\"Discover how the new TiDB X architecture combines cloud object storage, and a workload-aware scaling engine to keep P99 stable.\" \/>\n<meta name=\"robots\" content=\"noindex, nofollow\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Beyond Scale: The Road Ahead for TiDB\" \/>\n<meta property=\"og:description\" content=\"Discover how the new TiDB X architecture combines cloud object storage, and a workload-aware scaling engine to keep P99 stable.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pingcap.com\/ko\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/\" \/>\n<meta property=\"og:site_name\" content=\"TiDB\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/facebook.com\/pingcap2015\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-10T04:16:08+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/static.pingcap.com\/files\/2025\/11\/09015155\/tidb_video_cover_1920x1080_Beyond-Scale.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/static.pingcap.com\/files\/2025\/11\/09015155\/tidb_video_cover_1920x1080_Beyond-Scale.jpg\" \/>\n<meta name=\"twitter:site\" content=\"@PingCAP\" \/>\n<meta name=\"twitter:label1\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data1\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/tidb-scaile-summit\\\/session-replays\\\/beyond-scale-the-road-ahead-for-tidb\\\/\",\"url\":\"https:\\\/\\\/www.pingcap.com\\\/tidb-scaile-summit\\\/session-replays\\\/beyond-scale-the-road-ahead-for-tidb\\\/\",\"name\":\"Beyond Scale: The Road Ahead for TiDB\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/tidb-scaile-summit\\\/session-replays\\\/beyond-scale-the-road-ahead-for-tidb\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/tidb-scaile-summit\\\/session-replays\\\/beyond-scale-the-road-ahead-for-tidb\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/static.pingcap.com\\\/files\\\/2025\\\/09\\\/12191727\\\/Ben-Meadowcroft.png\",\"datePublished\":\"2025-11-10T03:17:24+00:00\",\"dateModified\":\"2025-11-10T04:16:08+00:00\",\"description\":\"Discover how the new TiDB X architecture combines cloud object storage, and a workload-aware scaling engine to keep P99 stable.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/tidb-scaile-summit\\\/session-replays\\\/beyond-scale-the-road-ahead-for-tidb\\\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.pingcap.com\\\/tidb-scaile-summit\\\/session-replays\\\/beyond-scale-the-road-ahead-for-tidb\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/tidb-scaile-summit\\\/session-replays\\\/beyond-scale-the-road-ahead-for-tidb\\\/#primaryimage\",\"url\":\"https:\\\/\\\/static.pingcap.com\\\/files\\\/2025\\\/09\\\/12191727\\\/Ben-Meadowcroft.png\",\"contentUrl\":\"https:\\\/\\\/static.pingcap.com\\\/files\\\/2025\\\/09\\\/12191727\\\/Ben-Meadowcroft.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/tidb-scaile-summit\\\/session-replays\\\/beyond-scale-the-road-ahead-for-tidb\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.pingcap.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Beyond Scale: The Road Ahead for TiDB\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/#website\",\"url\":\"https:\\\/\\\/www.pingcap.com\\\/\",\"name\":\"TiDB\",\"description\":\"TiDB | SQL at Scale\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.pingcap.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/#organization\",\"name\":\"PingCAP\",\"url\":\"https:\\\/\\\/www.pingcap.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/static.pingcap.com\\\/files\\\/2021\\\/11\\\/pingcap-logo.png\",\"contentUrl\":\"https:\\\/\\\/static.pingcap.com\\\/files\\\/2021\\\/11\\\/pingcap-logo.png\",\"width\":811,\"height\":232,\"caption\":\"PingCAP\"},\"image\":{\"@id\":\"https:\\\/\\\/www.pingcap.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/facebook.com\\\/pingcap2015\",\"https:\\\/\\\/x.com\\\/PingCAP\",\"https:\\\/\\\/linkedin.com\\\/company\\\/pingcap\",\"https:\\\/\\\/youtube.com\\\/channel\\\/UCuq4puT32DzHKT5rU1IZpIA\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Beyond Scale: The Road Ahead for TiDB","description":"Discover how the new TiDB X architecture combines cloud object storage, and a workload-aware scaling engine to keep P99 stable.","robots":{"index":"noindex","follow":"nofollow"},"og_locale":"ko_KR","og_type":"article","og_title":"Beyond Scale: The Road Ahead for TiDB","og_description":"Discover how the new TiDB X architecture combines cloud object storage, and a workload-aware scaling engine to keep P99 stable.","og_url":"https:\/\/www.pingcap.com\/ko\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/","og_site_name":"TiDB","article_publisher":"https:\/\/facebook.com\/pingcap2015","article_modified_time":"2025-11-10T04:16:08+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/static.pingcap.com\/files\/2025\/11\/09015155\/tidb_video_cover_1920x1080_Beyond-Scale.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_image":"https:\/\/static.pingcap.com\/files\/2025\/11\/09015155\/tidb_video_cover_1920x1080_Beyond-Scale.jpg","twitter_site":"@PingCAP","twitter_misc":{"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.pingcap.com\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/","url":"https:\/\/www.pingcap.com\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/","name":"Beyond Scale: The Road Ahead for TiDB","isPartOf":{"@id":"https:\/\/www.pingcap.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pingcap.com\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/#primaryimage"},"image":{"@id":"https:\/\/www.pingcap.com\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/#primaryimage"},"thumbnailUrl":"https:\/\/static.pingcap.com\/files\/2025\/09\/12191727\/Ben-Meadowcroft.png","datePublished":"2025-11-10T03:17:24+00:00","dateModified":"2025-11-10T04:16:08+00:00","description":"Discover how the new TiDB X architecture combines cloud object storage, and a workload-aware scaling engine to keep P99 stable.","breadcrumb":{"@id":"https:\/\/www.pingcap.com\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pingcap.com\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/"]}]},{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.pingcap.com\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/#primaryimage","url":"https:\/\/static.pingcap.com\/files\/2025\/09\/12191727\/Ben-Meadowcroft.png","contentUrl":"https:\/\/static.pingcap.com\/files\/2025\/09\/12191727\/Ben-Meadowcroft.png"},{"@type":"BreadcrumbList","@id":"https:\/\/www.pingcap.com\/tidb-scaile-summit\/session-replays\/beyond-scale-the-road-ahead-for-tidb\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pingcap.com\/"},{"@type":"ListItem","position":2,"name":"Beyond Scale: The Road Ahead for TiDB"}]},{"@type":"WebSite","@id":"https:\/\/www.pingcap.com\/#website","url":"https:\/\/www.pingcap.com\/","name":"\ud2f0DB","description":"TiDB | SQL at Scale","publisher":{"@id":"https:\/\/www.pingcap.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.pingcap.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/www.pingcap.com\/#organization","name":"PingCAP","url":"https:\/\/www.pingcap.com\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.pingcap.com\/#\/schema\/logo\/image\/","url":"https:\/\/static.pingcap.com\/files\/2021\/11\/pingcap-logo.png","contentUrl":"https:\/\/static.pingcap.com\/files\/2021\/11\/pingcap-logo.png","width":811,"height":232,"caption":"PingCAP"},"image":{"@id":"https:\/\/www.pingcap.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/facebook.com\/pingcap2015","https:\/\/x.com\/PingCAP","https:\/\/linkedin.com\/company\/pingcap","https:\/\/youtube.com\/channel\/UCuq4puT32DzHKT5rU1IZpIA"]}]}},"_links":{"self":[{"href":"https:\/\/www.pingcap.com\/ko\/wp-json\/wp\/v2\/session-replay\/30374","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pingcap.com\/ko\/wp-json\/wp\/v2\/session-replay"}],"about":[{"href":"https:\/\/www.pingcap.com\/ko\/wp-json\/wp\/v2\/types\/session-replay"}],"wp:attachment":[{"href":"https:\/\/www.pingcap.com\/ko\/wp-json\/wp\/v2\/media?parent=30374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}