Establish the ceiling before you build anything
The builders here differ most in what they let you express as an app grows, so build the hardest part first: the data relationships, the permission rules and the logic that decides who sees what. Bubble sets privacy rules on each data type, Softr's user groups control pages, blocks and records for each user, and Glide Classic restricts rows through roles and row owners. In FlutterFlow, a developer can write custom widgets, functions and actions in Dart where the visual tools stop.
Internal tools and consumer apps are different purchases
Softr and Glide put a logged-in interface on data a business already keeps in Airtable, Google Sheets or a SQL database. Both run in the browser, and neither publishes to the App Store or Google Play. Bubble, FlutterFlow and Adalo build apps with their own users and logic and publish native iOS and Android apps as well as web apps, so if the app has to be in the stores, the choice is among those three.
Price the record and workflow limits, not the plan
Each builder meters something different, and the meter decides the bill. Bubble includes monthly workload units, the server work behind page loads, workflows and searches, then charges $0.30 per 1,000 or takes the app offline if overages are off. Glide Classic counts updates and app users, and stops syncing and workflows when updates run out unless unlimited usage is on, at $0.02 per update. Softr caps app users, records and workflow actions, and pauses workflows at the limit. FlutterFlow charges per editor seat, and Adalo charges flat prices set by published apps, editors and storage.
Understand what happens if you leave
FlutterFlow hands over the app itself: paid plans download the project's source code or an Android APK, and the data already sits in your own Firebase or Supabase project. Bubble apps can't be exported as code, though data leaves as CSV or through Bubble's API. Adalo and Softr document no code export; Adalo downloads data as CSV one collection at a time, and Softr can run on an Airtable base or SQL database you keep. That trade is easier to accept for an internal tool than for a product your business depends on.