{"product_id":"cisco-meraki-ms220-24p","title":"Cisco Meraki MS220-24P","description":"\u003cp class=\"condition-packaging\"\u003eCondition: Refurbished\u003c\/p\u003e\u003ch1 style=\"display:none\"\u003eCisco Meraki MS220-24P\u003c\/h1\u003e\u003cp class=\"description\"\u003eApache Airflow is an open-source platform designed to orchestrate and automate complex workflows, primarily in data engineering and analytics environments. It allows users to define workflows programmatically using Python, organizing tasks into Directed Acyclic Graphs (DAGs) that specify execution order and dependencies. Airflow’s core strength is in scheduling and managing pipelines—for example, extracting data from APIs, transforming it, and loading it into storage systems. It ensures tasks run in the correct sequence, retries them on failure, and provides detailed logging and monitoring through a web-based interface. The system is highly flexible and scalable, supporting multiple execution backends (such as local execution, distributed workers, or Kubernetes). Because workflows are written as code, they are version-controlled, testable, and easy to maintain. In short, Apache Airflow acts as the control layer for data pipelines, helping teams reliably manage recurring and interdependent tasks across systems.\u003c\/p\u003e\u003cp class=\"features\"\u003eFeatures: \u003c\/p\u003e\u003cul\u003e\r\n\u003cli\u003eDAG-based workflows (define task dependencies clearly) ⏰ Scheduling engine (run jobs on time or triggers)\u003c\/li\u003e\r\n\u003cli\u003eRetries \u0026amp; failure handling (auto re-run failed tasks) 🌐 Web UI monitoring (track runs, logs, and status)\u003c\/li\u003e\r\n\u003cli\u003ePython-based workflow definition 🔌 Extensible operators (connect to APIs, DBs, cloud tools)\u003c\/li\u003e\r\n\u003cli\u003eScalable execution (local, distributed, Kubernetes support)\u003c\/li\u003e\r\n\u003c\/ul\u003e\u003cp class=\"inbox\"\u003e\u003cb\u003eWhats in the Box?\u003c\/b\u003e\r\n\u003c\/p\u003e\u003cul\u003e\r\n\u003cli\u003eMS220-24P\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp class=\"specifications\"\u003e\u003cb\u003eSpecifications: \u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eGeneral Information\u003c\/p\u003e\u003cul\u003e\r\n\u003cli\u003eNumber of Ports: 24\u003c\/li\u003e\r\n\u003cli\u003eModel Number: MS220-24P\u003c\/li\u003e\r\n\u003cli\u003eItem Dimensions - H x W x D (IN): 1.74 x 19.1 x 10.11\u003c\/li\u003e\r\n\u003cli\u003eAirflow: N\/A\u003c\/li\u003e\r\n\u003cli\u003ePower Source Type: AC\u003c\/li\u003e\r\n\u003cli\u003eItem Weight (LBS): 8.59\u003c\/li\u003e\n\u003c\/ul\u003e\r\n\r\n","brand":"MERAKI","offers":[{"title":"Default Title","offer_id":53694666899793,"sku":"MS22024PREF","price":30.95,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0902\/0322\/6449\/files\/0_89eae0be-caf1-4fca-9c62-82bca859e894.jpg?v=1777979178","url":"https:\/\/planetrefurbished.com\/fr\/products\/cisco-meraki-ms220-24p","provider":"Planet Refurbished | Best Deals on IT Gear","version":"1.0","type":"link"}