Future development could enhance the feedback loop in Cloud Lab environments to operate at the level of individual experiments rather than post-batch analysis, enabling automatic retries for affected experiments. The successful application of our framework, using HPLC experiments as a case study, demonstrates its viability for both experiment and instrument validation, addressing key challenges in closed-loop experimental automation.