During April 2025, Eclbg enhanced the elie222/inbox-zero repository by implementing Tinybird Forward compatibility, focusing on reliable data routing and integration stability. Eclbg introduced TYPE endpoint directives to two pipe files, ensuring correct endpoint interpretation within Tinybird Forward. This solution was achieved through metadata-level changes, which minimized risk and preserved existing pipeline behavior. The work demonstrated a careful, minimally invasive approach, emphasizing clean commit practices and thorough documentation. Leveraging expertise in Data Engineering, SQL, and Tinybird, Eclbg delivered a targeted feature that improved downstream reliability without introducing regressions, reflecting a thoughtful balance between forward-compatibility and operational safety.