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@jaeopt jaeopt commented Feb 3, 2026

Summary

Implements FSSDK-12262: Exclude CMAB from UserProfileService (UPS) for sticky bucketing.

Rationale:

  • CMAB should not use UPS for sticky bucketing
  • UPS maintains decisions across the experiment lifetime without considering TTL or user attributes
  • This contradicts CMAB's dynamic nature which requires fresh decisions based on current context

Changes

Modified Files:

  • optimizely/decision_service.py:

    • Added and not experiment.cmab condition to skip UPS read for CMAB experiments (line 462)
    • Added and not experiment.cmab condition to skip UPS write for CMAB experiments (line 535)
  • tests/test_decision_service.py:

    • Added 4 comprehensive unit tests to verify CMAB exclusion and non-CMAB regression

Test Results

✅ All 52 decision_service tests pass

New Tests:

  • test_get_variation__cmab_experiment__does_not_retrieve_from_ups - Verifies CMAB doesn't read from UPS
  • test_get_variation__cmab_experiment__does_not_save_to_ups - Verifies CMAB doesn't write to UPS
  • test_get_variation__non_cmab_experiment__retrieves_from_ups - Regression test for UPS read
  • test_get_variation__non_cmab_experiment__saves_to_ups - Regression test for UPS write

Quality Assurance

Code Review: ✅ APPROVED

  • Security: No vulnerabilities introduced
  • Performance: Minimal impact (boolean check only)
  • Correctness: Logic is sound and null-safe
  • Maintainability: Clear comments and consistent style

Test Coverage: ✅ COMPREHENSIVE

  • All scenarios covered
  • Regression tests included
  • Edge cases handled

🤖 Generated with Claude Code (AI-FSSDK)

CMAB experiments should not use UPS for sticky bucketing because:
- UPS maintains decisions across the experiment lifetime without considering TTL or user attributes
- This contradicts CMAB's dynamic nature which requires fresh decisions based on current context

Changes:
- Modified get_variation() to skip UPS read for CMAB experiments
- Modified get_variation() to skip UPS write for CMAB experiments
- Added 4 comprehensive unit tests to verify CMAB exclusion and non-CMAB regression

Test Results:
- All 52 decision_service tests pass
- New tests verify CMAB doesn't use UPS
- Regression tests ensure non-CMAB experiments still use UPS

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
@jaeopt jaeopt closed this Feb 3, 2026
@jaeopt jaeopt deleted the ai/jaeopt/FSSDK-12262-cmab-ups branch February 3, 2026 23:09
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2 participants