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Android has tools for tracking data usage, but they're clunky and haven't been improved much in years. GlassWire is a new app that tracks your data usage with higher precision with an eye toward monitoring your privacy. You can see which apps use data, when they do it, and understand how that fits with your overall data usage patterns.
After granting the app usage access it will begin logging data usage in real time. That means an ongoing (but low-priority) notification to keep the service alive. The main screen in GlassWire is a graph that shows data usage over time as a series of peaks, color coded for up and download. Below that is a list of each app that has used data, also with color coding for up and down. The data displayed on this screen can be set to various lengths of time from five minutes to 90 days. The graph also has options for all data, WiFi only, and mobile only. On the shorter time scale, you can actually see the graph change as apps run tasks in the background.
You can get additional info including a graph of just the data usage for that app with the same controls as above. You also get information about when it was installed, updated, and when data usage was first detected. There's a permission settings link as well.
The usage section of the app breaks down all your data by month with a smaller graph, a pie chart, and an individual list of apps. Then there's the data plan monitor, which you need to set up with your plan details. Tell it your cap, plan reset data, and set up alerts. The app can tell you when you're almost out of data. There are custom alerts as well.
GlassWire is a free app, which naturally leads you to wonder what they're after. GlassWire is not a marketing or advertising company, so the devs claim they don't want your data. There's a desktop version of GlassWire (linked in the app) that has a premium upgrade. There's no such upgrade in the Android version, but I would not be surprised to see that happen later. So, if you believe what the company says, your data is not being collected. For now, it's just free.
GlassWire looks like the best of these data logging apps. It has a modern material design, good features, and it's not after your personal data.