Research you can check
We use app listings and official product documentation to record features, plan information, and merchant review data. Source links and check dates appear with the content. A Shopify rating is a platform rating, not a score from our team.
Recommendations around a use case
Our starting shortlists identify the job each app is designed to do. Automated monthly assessments compare category fit, included features, cost at realistic usage, and limitations. An app's suitability depends on your store, budget, and workflow. Featured placements may be commercial and are labeled Sponsored.
AI-assisted, with clear limits
OpenAI assists with research and article writing. Unless explicitly documented, reviews are based on published information rather than installation tests. We do not invent test results, merchant testimonials, or guarantees of sales or search visibility. A source check verifies the research process, not every future product change.
Updates and corrections
App profiles and category rankings are scheduled for monthly research refreshes, covering published features, pricing, and merchant review data. New articles are published regularly. Individual reviews, comparisons, and guides show their own publication, update, and source-check dates; they are not automatically rewritten every month. Dates change only when the corresponding research or content update completes. Failed checks preserve the previous version, and source research older than 35 days is flagged as due for refresh. Always confirm pricing and compatibility on the official listing before installing.