user
What was the most challenging aspect of implementing parallel job execution in the pipelines?
assistant
The main challenge was restructuring the pipeline logic to identify tasks that could run concurrently without causing conflicts. John had to analyze dependencies and ensure proper sequencing for tasks that required sequential execution. Testing was essential to confirm that parallel execution did not introduce errors or inconsistencies. The most challenging aspect was restructuring pipeline logic to enable safe and efficient parallel job execution.