{"id":204619,"date":"2026-04-03T09:00:44","date_gmt":"2026-04-03T09:00:44","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/how-my-trading-robot-makes-decisions-airflow-data-pipeline-step-by-step\/"},"modified":"2026-04-03T09:00:44","modified_gmt":"2026-04-03T09:00:44","slug":"how-my-trading-robot-makes-decisions-airflow-data-pipeline-step-by-step","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/how-my-trading-robot-makes-decisions-airflow-data-pipeline-step-by-step\/","title":{"rendered":"How My Trading Robot Makes Decisions (Airflow Data Pipeline Step-by-Step)"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/TjcH8Z1PBuQ?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>00: 00 Data Pipeline Overview<br \/>\n09: 20 Pipeline real Demo<br \/>\n10: 42 Using Docker for Airflow<\/p>\n<p>In this episode, we dive into the orchestration layer of the trading system and explore how Apache Airflow coordinates the entire pipeline from data ingestion to trade execution.<\/p>\n<p>You will learn how a real-world trading bot is structured behind the scenes \u2014 not as a simple script, but as a complete data platform. We walk through the full workflow, including data ingestion, processing with dbt, signal generation, and how those signals are finally executed as trades.<\/p>\n<p>We also break down key concepts like:<br \/>\n&#8211; The difference between orders and trades<br \/>\n&#8211; How positions are reconstructed from raw data<br \/>\n&#8211; How trading signals are generated from indicators<br \/>\n&#8211; How strategies like Smart DCA and Price Ladder work<br \/>\n&#8211; How the system executes trades automatically<br \/>\n&#8211; Why orchestration is critical for reliability and scalability<\/p>\n<p>Everything is orchestrated using Airflow and deployed with Docker, making the system reproducible, observable, and cost-efficient.<\/p>\n<p>This is not just about trading \u2014 this is about building a real data system that makes automated decisions.<\/p>\n<p>\ud83d\udccc Tech Stack<br \/>\n&#8211; Python<br \/>\n&#8211; PostgreSQL<br \/>\n&#8211; dbt<br \/>\n&#8211; Apache Airflow<br \/>\n&#8211; Docker<\/p>\n<p>\ud83d\udccc Series: How To Build a Trading Robot<br \/>\n&#8211; Episode 3 \u2014 Orchestration with Airflow<\/p>\n","protected":false},"excerpt":{"rendered":"<p>00: 00 Data Pipeline Overview 09: 20 Pipeline real Demo 10: 42 Using Docker for Airflow In this episode, we dive into the orchestration layer of the trading system and explore how Apache Airflow coordinates the entire pipeline from data ingestion to trade execution. You will learn how a real-world trading bot is structured behind the scenes \u2014 not as a simple script, but as a complete data platform. We&#8230;<\/p>\n","protected":false},"author":1,"featured_media":204620,"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-204619","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How My Trading Robot Makes Decisions (Airflow Data Pipeline Step-by-Step) - 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-my-trading-robot-makes-decisions-airflow-data-pipeline-step-by-step\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How My Trading Robot Makes Decisions (Airflow Data Pipeline Step-by-Step) - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"00: 00 Data Pipeline Overview 09: 20 Pipeline real Demo 10: 42 Using Docker for Airflow In this episode, we dive into the orchestration layer of the trading system and explore how Apache Airflow coordinates the entire pipeline from data ingestion to trade execution. 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