{"id":198774,"date":"2026-04-04T10:00:06","date_gmt":"2026-04-04T10:00:06","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/how-i-improved-my-algorithmic-trading-framework-in-30-days\/"},"modified":"2026-04-04T10:00:06","modified_gmt":"2026-04-04T10:00:06","slug":"how-i-improved-my-algorithmic-trading-framework-in-30-days","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/how-i-improved-my-algorithmic-trading-framework-in-30-days\/","title":{"rendered":"How I Improved My Algorithmic Trading Framework in 30 Days"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/4HDGYvT_bqI?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>I&#8217;ve spent the last month fully focused on improving my algorithmic trading framework. And here&#8217;s what I&#8217;ve achieved&#8230;<br \/>\nIf you want to try this setup yourself, I\u2019m using IC Trading \u2b95 <a href=\"https:\/\/www.ictrading.com\/?camp=86158\" target=\"_blank\">https:\/\/www.ictrading.com\/?camp=86158<\/a> *<\/p>\n<p>\u25ac Links    \u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac<br \/>\nGitHub Project \u2b95 <a href=\"https:\/\/github.com\/s-stolz\/algotrader\" target=\"_blank\">https:\/\/github.com\/s-stolz\/algotrader<\/a><br \/>\nMy Website \u2b95 <a href=\"https:\/\/www.tradingnerd.io\/\" target=\"_blank\">https:\/\/www.tradingnerd.io\/<\/a><br \/>\nHow I get interest on Crypto: Nexo \u2b95 <a href=\"https:\/\/nexo.sjv.io\/4eQZvM\" target=\"_blank\">https:\/\/nexo.sjv.io\/4eQZvM<\/a> *<\/p>\n<p>*Affiliate Link<\/p>\n<p>Timestamps<br \/>\n00: 00 Intro<br \/>\n00: 22 Previous State &#038; Issues<br \/>\n00: 52 Fixing the Laggy Chart<br \/>\n01: 38 Chart Performance Demo<br \/>\n03: 08 cTrader Token Lifecycle Automation<br \/>\n04: 02 Introducing Shared Libraries<br \/>\n05: 10 Live Indicator Updates<br \/>\n06: 07 Indicator Demo (Live Updates)<br \/>\n07: 07 How I Achieved Instant Loading (TimescaleDB)<br \/>\n08: 18 Wrap Up<\/p>\n<p>#algotrading<\/p>\n<p>In this video, I go through 30 days of improvements to my algorithmic trading framework. I fixed major charting issues, including lag from tick-based candle calculations and unnecessary full re-renders, and switched to a more efficient event-driven approach using candle updates.<br \/>\nI also added automatic token refreshing for the cTrader Open API, introduced shared Python libraries to simplify data access across services, and implemented live indicator updates via the indicator API and Redis streams.<br \/>\nFinally, I improved data loading performance by properly using TimescaleDB features like hypertables and continuous aggregates, enabling near-instant chart loading even with millions of candles.<br \/>\nThis is part of my series where I build a full algorithmic trading system from scratch.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I&#8217;ve spent the last month fully focused on improving my algorithmic trading framework. And here&#8217;s what I&#8217;ve achieved&#8230; If you want to try this setup yourself, I\u2019m using IC Trading \u2b95 https:\/\/www.ictrading.com\/?camp=86158 * \u25ac Links \u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac GitHub Project \u2b95 https:\/\/github.com\/s-stolz\/algotrader My Website \u2b95 https:\/\/www.tradingnerd.io\/ How I get interest on Crypto: Nexo \u2b95 https:\/\/nexo.sjv.io\/4eQZvM * *Affiliate Link Timestamps 00: 00 Intro 00: 22 Previous State &#038; Issues 00: 52 Fixing the&#8230;<\/p>\n","protected":false},"author":1,"featured_media":198775,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","tve_updated_post":"","tve_custom_css":"","tve_user_custom_css":"","tve_globals":{},"tcb2_ready":0,"tcb_editor_enabled":0,"tve_landing_page":"","_tve_header":"","_tve_footer":""},"categories":[1],"tags":[],"class_list":["post-198774","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How I Improved My Algorithmic Trading Framework in 30 Days - UshopWell.com<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ushopwell.com\/ublog\/how-i-improved-my-algorithmic-trading-framework-in-30-days\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How I Improved My Algorithmic Trading Framework in 30 Days - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"I&#8217;ve spent the last month fully focused on improving my algorithmic trading framework. And here&#8217;s what I&#8217;ve achieved&#8230; If you want to try this setup yourself, I\u2019m using IC Trading \u2b95 https:\/\/www.ictrading.com\/?camp=86158 * \u25ac Links \u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac\u25ac GitHub Project \u2b95 https:\/\/github.com\/s-stolz\/algotrader My Website \u2b95 https:\/\/www.tradingnerd.io\/ How I get interest on Crypto: Nexo \u2b95 https:\/\/nexo.sjv.io\/4eQZvM * *Affiliate Link Timestamps 00: 00 Intro 00: 22 Previous State &#038; Issues 00: 52 Fixing the...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ushopwell.com\/ublog\/how-i-improved-my-algorithmic-trading-framework-in-30-days\/\" \/>\n<meta property=\"og:site_name\" content=\"UshopWell.com\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-04T10:00:06+00:00\" \/>\n<meta name=\"author\" content=\"UShopWell\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"UShopWell\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-i-improved-my-algorithmic-trading-framework-in-30-days\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-i-improved-my-algorithmic-trading-framework-in-30-days\\\/\"},\"author\":{\"name\":\"UShopWell\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/#\\\/schema\\\/person\\\/6fd1f9e0ff932e534c86c70d5acff0fc\"},\"headline\":\"How I Improved My Algorithmic Trading Framework in 30 Days\",\"datePublished\":\"2026-04-04T10:00:06+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-i-improved-my-algorithmic-trading-framework-in-30-days\\\/\"},\"wordCount\":222,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-i-improved-my-algorithmic-trading-framework-in-30-days\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/198774\\\/how-i-improved-my-algorithmic-trading-framework-in-30-days.jpg\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-i-improved-my-algorithmic-trading-framework-in-30-days\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-i-improved-my-algorithmic-trading-framework-in-30-days\\\/\",\"url\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/how-i-improved-my-algorithmic-trading-framework-in-30-days\\\/\",\"name\":\"How I Improved My Algorithmic Trading Framework in 30 Days - 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