Updated March 31, 2026. This shortlist blends current Shopify App Store leaders with Detectify's own storefront coverage where public subscription traces are visible.

Appstle
Appstle is the cleanest all-round recommendation when you want a dedicated subscription layer without forcing multiple add-ons into the stack.

Recharge
Recharge remains the benchmark name in subscription commerce because it is usually considered early by brands that care about mature recurring workflows.

Bold Subscription
Bold remains relevant because many merchants still shortlist it when they want an established subscription brand with a longer Shopify track record.
Stay AI Subscriptions
Stay AI belongs in the conversation because newer subscription stacks increasingly compete on retention intelligence, not only recurring billing mechanics.
Joy Subscription App
Joy Subscription App is worth watching because newer subscription tools are winning attention by combining clean setup, free plans and lighter onboarding friction.
Official reference
Detectability note
Subscription apps can be harder to classify than review widgets because part of the logic often lives in accounts, checkout and recurring billing flows.