An integration test suite modifies shared records and fails nondeterministically when builds overlap. Which testing change best improves reliability?

1. Run production-destructive tests without bounded data scope.
2. Use isolated test data or environments with explicit setup and cleanup, and record meaningful test results.
3. Delete test assertions to reduce the number of reported failures.
4. Ignore every intermittent failure and mark the suite permanently successful.