Did you catch Felix Krause’s announcement of his new Context SDK last week?

It’s a library that helps an app determine the best time to present an upsell, purchasing decision, or any call to action to a user based on what they are doing and how likely they are to be receptive to it. It advocates presenting fewer upgrade prompts for better conversion rates.

How does it know when to suggest good times for an upgrade prompt? iOS devices have a vast amount of information on what we are doing, and the library combines data from some of the sensors with CoreML to figure out what users are doing. Is someone out walking their dog or bored and sitting on their sofa? Are they running late to meet friends for dinner with only 10% battery or commuting to work on a bus? People are far less likely to sign up for something in some situations, no matter how good the special offer is. They’re also more likely to sign up if it’s not the 1,000th time they’ve seen the CTA.

Read the whole article if that sounds interesting because the post has plenty more details and evidence that the technique works.

This would instantly be deep into “creepy” territory if that data was being sent back to some company’s server to be stored and cross-referenced against loads of other data, but the SDK doesn’t request any additional app permissions and never sends a network request. It all happens on-device.

There is something that keeps my “this doesn’t feel quite right” sense tingling. I think it comes down to many years of hearing story after story of unscrupulous companies doing dubious (or awful) things with large amounts of behaviour data, though, rather than being related to anything this SDK is doing. Of course, nothing will stop companies from integrating this SDK and sending all this data somewhere, but they could also do that without this SDK. As long as you agree with the business model of free apps marketing their in-app purchases, I don’t think there’s anything to dislike here.

This idea feels like a win for everyone involved. Users get fewer calls to action at inconvenient times, and developers get happier users who are slightly more likely to respond to a CTA. That sounds good to me!

For full disclosure, I know Felix well and knew he was working on this project.

Dave Verwer  

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essentialdeveloper.com  

The launch of the Mojo language

This isn't related to any Apple platform development and only tangentially to Swift, but it's always nice to see what Chris Lattner has been up to!

fast.ai  

Atoms

This new package from Johan Thorell looks interesting:

By avoiding large observable objects with many published properties, Atoms help you steer clear of performance bottlenecks due to rendering, while maintaining a single source of truth in your app’s architecture.

There’s more detail and some discussion in this thread on the Swift Forums.

By the way, the Community Showcase forum is a great way to get the word out on projects like this. I subscribe to posts there by RSS, but there are only a few posts per month. It’s a great way to get the word out about your current project.

swiftpackageindex.com  

Using TabularData to Dump Model Data

If you read the framework description for TabularData, you might be tempted to dismiss the whole framework unless you are working with machine learning models.

Import, organize, and prepare a table of data to train a machine learning model.

In this post, Jordan Morgan explains why you shouldn’t skip it. I promise you’ll learn something by reading this.

swiftjectivec.com  

The power of overlays in SwiftUI

There are so many times when building some UI with SwiftUI that your first thought when stacking controls on top of one another is to reach for a ZStack, but before you do, consider an overlay instead! There are many benefits, but having consistent geometry sourced from your primary control is the most significant. That’s not to say you’ll never need ZStack, but it’s great to be more aware of this important modifier, and here’s Majid Jabrayilov with a detailed look at it.

swiftwithmajid.com  

Implicit self for weak self captures

Here’s Toomas Vahter with a nice reminder of this small but impactful change that arrived with Swift 5.8. It always felt strange needing the self.

augmentedcode.io  

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Why doesn’t the real Uber app have this? 🐶

I only recently came across Soren’s satirical app design newsletter via a recommendation from a friend, but it has already brought me many chuckles. 👍