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OpenSky Network
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Scrapinghub.com — Data scraping with visual interface and plugins. Free plan includes unlimited scraping on a shared server. - Source: dev.to / about 5 years ago
What about opensky-network.org? Their API is free if you are a feeder. I use Node-RED to get the exact information you mention. Not sure what programming language you are going to use, but if I can get it working in Node-RED as a non-programmer, you should have it up and running in just a few minutes. Source: almost 5 years ago
You may try https://opensky-network.org/, they have a good historical data for aircrafts. Might be something you can find for the airports as well. Source: about 5 years ago
I haven't thought much about this actually. I wouldn't know how to do something interesting with monitoring/streaming/retraining because as you say, it looks like you would need a proper production setting; that said, there are some interesting open source streaming data sources out there, I recently saw some open live data for flights around the world for example (I think it's this one). Source: about 5 years ago
Flightradar24 filters out a lot of data. ie: military flights. You should look into using opensky-network.org. Source: over 5 years ago
Apify - Apify is a web scraping and automation platform that can turn any website into an API.
FlightAware - Live Flight Tracking
Bright Data - World's largest proxy service with a residential proxy network of 72M IPs worldwide and proxy management interface for zero coding.
RadarBox - Real-time flight tracking app with one of the best and most accurate coverage worldwide.
import.io - Import. io helps its users find the internet data they need, organize and store it, and transform it into a format that provides them with the context they need.
ADSBExchange - The world’s largest co-op of ADS-B/Mode S/MLAT feeders, and the world’s largest public source of unfiltered flight data. Access to worldwide flight tracking data for hobbyists, researchers, and journalists alike.