How we compare

Every fact has a source

Each cell in a comparison table stores a link to where the fact came from — the vendor's pricing page, docs, or changelog. Click any underlined value to check it yourself. If we can't source a fact, we show "—" instead of guessing.

Every page has a verification date

The "verified" stamp on a page is a real re-check by an editor, not an automatic timestamp. Dev tools change pricing and features fast; the date tells you exactly how fresh the facts are, and it maps to dateModified in the page's structured data.

Verdicts are use-case-first and always carry a caveat

We don't crown one "best tool." We say which tool fits which situation, why, and what the catch is. Every verdict card has a caveat field by design — a recommendation without a trade-off is marketing, not advice.

The verdict can be "none of these"

If a category is overhyped or a simpler approach beats every tool in it, we say so. Our job is the right decision, not a sale.

How we make money

Some outbound links are affiliate links — if you sign up, the vendor pays us a commission at no extra cost to you. Commissions never change a verdict, a table value, or a tool's position: plenty of tools we recommend pay us nothing. See ourfull disclosure.

Hands-on where it matters

Where a claim can only be judged by using the tool (developer experience, real cold starts, quality of docs), we test it ourselves and mark those judgments as opinions — distinct from the sourced facts in the table.