Windows native
Good fit when: Your commands will run right on a supported Windows computer. Windows-only software or a work policy makes adding a Linux layer a bad idea.
Tradeoff: You must use Windows paths and PowerShell scripts everywhere, every time. Later, Linux containers need virtualization: a Windows feature that runs a small Linux machine inside Windows. It must be supported and turned on.
Check: Check the exact Windows version and the chip type (x86_64 or ARM). Check that you can install software, that you have free memory and disk, and that virtualization is on.
Windows with WSL 2
Good fit when: You want to keep your Windows desktop apps. Your tools, projects, and commands will all run inside WSL 2, a real Linux that lives inside Windows.
Tradeoff: Your project files must stay on the Linux side. Never point Windows tools and WSL tools at the same folder. That causes path errors, slow files, and confusion about which side owns what.
Check: Check that your Windows supports WSL 2, that virtualization is allowed, and that you have free memory and disk. Check that your editor can open a project stored on the Linux side.
macOS
Good fit when: Your commands will run on a supported Mac. Its terminal, its desktop apps, and its chip type all meet your must-haves.
Tradeoff: You must know whether your Mac has an Intel chip or Apple silicon. Then check that every package, and later every container image, matches that chip type.
Check: Check the exact macOS version, the chip type, whether you can install software, and free memory and disk. Then check that Java, Python, and Docker currently support that Mac.
Linux installed locally
Good fit when: Your commands will run on a Linux computer you keep up to date, such as Ubuntu or Fedora. Its kind of Linux, its hardware support, and the apps you need all meet your must-haves.
Tradeoff: Every choice about packages, permissions, services, and hardware is yours, and it changes with your kind of Linux. A Linux built on top of another Linux is not automatically tested by the tool makers. For example, Linux Mint is built on Ubuntu.
Check: Check exactly which Linux and which version, plus the chip type. Check whether you have sudo (admin rights) and enough free memory and disk. Then check that the makers of every required tool support that exact combination.
Remote or browser-based Linux
Good fit when: You would rather not install on your own computer. A Linux VM (a rented computer in the cloud) or a Linux workspace in your browser fits better. Common reasons: weak hardware, a work policy, moving between computers, or limited access to your own machine.
Tradeoff: You now depend on things you don't fully control. Internet, your account, cost or usage limits, and a working SSH or browser connection all become must-haves. Your files must still be there after you close and reopen. Later, containers and Kubernetes must work there too.
Check: Check the cloud provider's current billing controls and which Linux images it supports. Check its memory, CPU, and disk limits. Check how you connect, what stop and delete do, and how long your files are kept. Check what later container work will need.