How do we handle data – can we use TestContainers and create a smaller data set?

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Learning Goal: I’m working on a java case study and need an explanation and answer to help me learn.I am looking for research on how to build and maintain a comprehensive APItesting frame work that can be triggered any time a new feature is implemented. Gitlab allows us totrigger pipelines in other repositories based on web hooks or events so we will leverage that. I’m looking for an test API which pertains multiple apis.For this task, what we need: What technology do we use to build our framework?
How do we handle data – can we use TestContainers and create a smaller data set? If we use QA,
how do we test mutable operations (save, delete, update)? How do we manage the pipelines? What are the criteria for triggering a full API test (obviously we
don’t want it on every single push)? How do we maintain this long term? Roles / responsibilities of developers, ownership, etc.
The ideal outcome of the two spikes would be a comprehensive plan that we can leverage to createadditional cards for individual developers to start adding tests to a new repository.
Requirements: 2-3 pages on how we can achieve it.

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