around 2015-17 - Swift could have easily dethroned Python.
it was simple enough - very fast - could plug into the C/C++ ecosystem. Hence all the numeric stuff people were doing in Python powered by C++ libraries could've been done with Swift.
the server ecosystem was starting to come to life, even supported by IBM.
I think the letdown was on the Apple side - they didn't bring in the community fast enough whether on marketing, or messaging - unfortunately Swift has remained largely an Apple ecosystem thing - with complexity now chasing C++.
I was in college at the time and doing some odd freelance jobs to make some money. Unbeknownst to my clients I was writing their website backends in swift, using build packs on heroku to get them hosted.
It was a fun time for me and I love swift but I will admit last year I went ahead and rewrote an entire one of those sites in good ol typescript. I love swift but anything outside of the Apple ecosystem with it just seems like it hasn’t hit critical mass yet.
Even today, with the fancy Swift 6.3, the experience of using Swift for anything other than apps for Apple platforms is very painful. There is also the question of trust - I don't think anyone would voluntarily introduce Apple "The Gatekeeper" in parts of their stack unless they're forced to do it.
Swift just wasn't doing the same things. And even if it did, Swift would compete with other languages that were understood as "a better Python", like Julia. Even then, Swift only came to Linux in 2016, Windows in 2020, and FreeBSD less than a year ago with WWDC 2025.
I think it doesn't help that the mid 2010s saw a burst of Cool and New languages announced or go mainstream. Go, Julia, Rust, TypeScript, Solidity, etc. along with Swift. I think most of us only have space to pick up one or two of these cool-and-new languages every few years.
In 2015-2017 you could interop with C, C++ support wasn't added until very recently.
I do agree with you though and I am not sure what the exact reasoning is, but Swift is definitely an Apple ecosystem language despite the random efforts to gain traction elsewhere.
Why could it?
> it was simple enough - very fast - could plug into the C/C++ ecosystem. Hence all the numeric stuff people were doing in Python powered by C++ libraries could've been done with Swift.
Half a dozen languages fit this description.
> the server ecosystem was starting to come to life, even supported by IBM.
No, not at all. Kitura, Vapor (a fitting name) were just a toys that no serious player ever touched.
Swift for TensorFlow was a cool idea in that time …
Swift was feeling pretty exciting around ~v3. It was small and easy to learn, felt modern, and had solid interop with ObjC/C++.
...but then absolutely exploded in complexity. New features and syntax thrown in make it feel like C++. 10 ways of doing the same thing. I wish they'd kept the language simple and lean, and wrapped additional complexity as optional packages. It just feels like such a small amount of what the Swift language does actually needs to be part of the language.
Just IMO, but... no. To me a "could have easily" requires n-1 things to have happened, and 1 thing not happening. Like, we "could have easily" had a nuclear exchange with the USSR, were it not for the ONE Russian guy who decided to wait for more evidence. https://en.wikipedia.org/wiki/1983_Soviet_nuclear_false_alar...
But even in '15-'17, there were too many people doing too many things with Python (the big shift to data orientation started in the mid/late 90's which paved the way to ML and massive python usage) by then.
The 'n' was large, and not nearly of the 'n' things were in Swift's favor then.
Again, IMO.
Python powered by C++ libraries comes from HPC folks, places like CERN and Fermilab, they would hardly touched Swift instead.
No way something that compiles as slowly as Swift dethrones Python.
Edit: Plus Swift goes directly against the Zen of Python
> Explicit is better than implicit.
> Namespaces are one honking great idea -- let's do more of those!
coupled with shitty LSP support (even to this day) makes code even harder to understand than when you `import *` in Python.
Edit 2: To expand a little on how shitty the LSP support is for those who don't work with Swift: any trivial iOS or macOS project that builds fine in Xcode can have a bunch of SourceKit-LSP (the official Swift LSP) errors because it fails to resolve frameworks/libraries. The only sane way to work with Swift in VS Code or derivatives I've found is to turn off SourceKit diagnostics altogether and only keep swiftc diagnostics. And I have the swift-lsp plugin in Claude Code, there's a routine baseline of SourceKit errors ignored. So you have symbols without explicit namespaces, and the LSP simply can't resolve lots of them, so no lookup for you. Good luck.
It is also there in Ada, C#, Java, Python, Common Lisp,....
Even if the languages started tiny, complexity eventually grows on them.
C23 + compiler extensions is quite far from where K&R C was.
Scheme R7 is quite far from where Scheme started.
Go's warts are directly related to ignoring history of growing pains from other ecosystems.
NumPy, SciPy, Pandas, and Pytorch are what drove the mass adoption of Python over the last few years. No language feature could touch those libraries. I now know how the C++/Java people felt when JS started taking over. It's a nightmare to watch a joke language (literally; Python being named for Monty Python) become the default simply because of platform limitations.
Since 5.10 it's been worth picking back up if you're on MacOS.
I do, though, think Swift had/has(?) a chance to dethrone Rust in the non-garbage collected space. Rust is incredibly powerful but sometimes you don't really need that complexity, you just need something that can compile cross-platform and maintain great performance. Before now I've written Rust projects that heavily use Rc<> just so I don't have to spend forever thinking about lifetimes, when I do that I think "I wish I could just use Swift for this" sometimes.
You're right, though, that Swift remains Apple's language and they don't have a lot of interest in non-Apple uses of it (e.g. Swift SDK for Android was only released late last year). They're much happier to bend the language in weird ways to create things like SwiftUI.
It's a nice lang for sure, but this will never be true with the way things are. Such wasted opportunity by Apple.
E.g. ClearSurgery[0] is written fully in Swift, including the real-time components running on the Linux boxes.
The improvements in embedded Swift have definitely made it one of the most enjoyable/productive languages to work on the OS. I feel like I can build useful abstractions that wrap raw memory access and make the userland code feel very neat.
On the other hand, the compilation times are SO bad, that I'm really focusing on the Nim port anyway.
For Windows there's a 5 year old blog post: https://www.swift.org/blog/swift-on-windows/
For Linux there's a guide for GNOME: https://www.swift.org/blog/adwaita-swift/
It would be really nice if instead we could just do one style of development and then ship a set of libraries as used to work for OpenSTEP (which was why it had "OPEN" in the name).
Why did this take so long to be added? Such strange priorities. Adding an entire C++ compiler for C++ interoperability before adding... C exports. Bizarre.
Once enums, ownership rules, and nullability cross that boundary, the generated header stops looking like a neat bridge and starts looking like one more place for ABI bugs to hide. Closures make it weirder fast, because now your error handling and calling conventions can drift just enough to produce the kind of bug that wastes a whole afernoon.
https://github.com/swiftlang/swift/blob/main/CHANGELOG.md
Here are the evolution proposals that landed in 6.3: https://www.swift.org/swift-evolution/#?search=6.3
Overall 6.3 ended up mostly about integration: stdlib, c/c++ (often driven by swift-java interop needs), and builds.SPM (swift package manager) is slowly reaching out to take over xcode build features (e.g., resources most recently), and they have been inching and hacking their way to a new swift-build engine (now experimental) and "prebuilt" modules for the compiler/IDE macro support. Things Go Wrong all the time when trying to replace parts while driving, and there's very little visibility or control over the interactions between SPM and Xcode.
Conversely to integrations, endogenous language progress seems relatively quiet because there's a lot of behind-the-scenes work extending the initial blush of lifetime controls to iterators, stdlib types, etc. (never mind parameter packs). They're in year 4+ of building out the function-coloring of concurrency and isolation domains (6.2 had an "easy" mode that caused lots of problems), so adding year 2+ dataflow coloring of lifetimes is doubly complicating.
Naturally, diverse support for exciting new features results in quite a spread in the third-party library ecosystem of support for various language features. And now with AI entrepreneurs rewriting and porting any project that can score hits and kudos, the usual open-source authorities are losing their steam.
Finally, there's the baseline platform complexity of multiple OS and devices, physical and simulator debugging support, cloud CI...
So: that makes four dimensions of complexity. As a Swift developer you'd have to be very careful to stay on a working path as things shift underneath you.
All for the love of it?
Unfortunately, swift-build is what Xcode has been using for years now, and has major performance issues: https://forums.swift.org/t/target-dependency-graph-computati...
Perhaps using it in both SPM and Xcode will lead to improvements, but I'm not especially optimistic.
Swift Caching Compiler - https://github.com/jrz/tools
Another problem is the Apache Software Foundation don't seem to have any Swift maintainers, which means there really aren't any good pure Swift libraries for Arrow or Parquet.
There are some really good open-source libraries from Apple like Swift Collections or Swift Binary Parsing.
[0] https://swiftpackageindex.com/search?query=platform%3Alinux
Im curious how is this used?
https://docs.instruqt.com/tracks/challenges/using-markdown-e...
but i think it's too coupled to Apple still. when i tried getting anything running on non-Apple, i had so much trouble i decided then to not even bother.
But you can bridge build setting variables using some clever xcconfig macros that combine both preprocessor systems.
It's also strange because before I learned Swift, I heard about how beautiful it is but I find it much noisier than Rust.
This used to be the case around Swift 4, but since then they've added so many features and keywords to the language. Now the simplicity and elegance is gone.
Also it seems like there was a marked change in the culture of Swift. It somehow attracted a lot of the "ackchyually" crowd which resulted in a lot of massively complicated features. I liked to occasionally browse the evolution docs and they got more and more complex over time.
Reminds me of "In case you forgot, Swift has 217 keywords now" https://x.com/jacobtechtavern/status/1841251621004538183
It's a shame but it for sure needs BigTech for it to be used anywhere else.
While the Flash guys had to use a native development environment and compile their stuff, I could just edit JavaScript in a plain text file and hit reload.
20 years later, and some of the same friends now swear by Swift. And have to use a native development environment and compile their stuff. While I still prefer to just edit JavaScript in a plain text file and hit reload.