Recently, I published schema-dts (npm, GitHub), an open source library that models JSON-LD Schema.org in TypeScript. A big reason I wanted to do this project is because I knew some TypeScript type system features, such as discriminated type unions, powerful type inference, nullability checking, and type intersections, present an opportunity to both model what Schema.org-conformant JSON-LD looks like, while also providing ergonomic completions to the developer.

In a series of posts, I'll go over some of the Structured Data concepts that lent themselves well to TypeScript's type system, and those concepts that didn't. First up: the type hierarchy of JSON-LD Schema.org Schema, and how can be represented in TypeScript.

When testing a codebase in Angular Ivy, I ran into a bunch of test failures I wasn't seeing before. ExpressionChangedAfterItHasBeenCheckedErrors were being thrown around. In debugging these failures, I found that many of them are the results of side-effects in Observables and Observable pipe operations. I happened to describe these earlier in my piece on Observables, Side-effects, and Subscriptions.

Consider this minimal reproduction:

My previous articles on using AsyncPipe and data refresh patterns in Angular hint at some common anti-patterns dealing with Observables. If there's any common thread in my advice, it is: delay unpacking an Observable into its scalar types when performing logic you can rewrite as side-effect-free, leaving code with side-effects for subscription callbacks and other downstream logic.

My two earlier articles focused on cases users can benefit from handling more of the object's lifecycle in its Observable form. In other words, cases where the Observable was being subscribed to and unpacked too soon. Instead, I suggested transforming the Observable using operators like map, switchMap, filter, etc. and taking advantage of the power offered by this form. In the case of Angular, it provides AsyncPipe, which takes the care of the step with side-effects (actually rendering the page) in template code.

Part of why I recommend using RxJS Observables all the way through in Angular TypeScript code, and only unpacking them at the closest point to where the UI is declared (often using the | async pipe), is because it makes other transformations on an Observable available and convenient. Two such examples include retry and refresh logic.

Two common reasons to reload/refresh data being displayed by a component include:

I typically review a fair amount of Angular code at work. One thing I typically encourage is using plain Observables in an Angular Component, and using AsyncPipe (foo | async) from the template html to handle subscription, rather than directly subscribing to an observable in a component TS file.

Unless you know a subscription you're starting in a component is very finite (e.g. an HTTP request with no retry logic, etc), subscriptions you make in a Component must: