Dilip Saha helps scaling technology companies redesign engineering operating models, modernize platforms, and operationalize AI — turning technology investment into measurable business outcomes. He brings 25+ years of engineering leadership to that work, most recently as VP of Platform Engineering at Aiven, where he led global platform and production engineering functions supporting 200,000+ customer nodes worldwide. Earlier in his career, at HelloFresh, Honeywell, and Bosch, he built and scaled the platforms behind AI-driven personalization and manufacturing automation, work that shaped his conviction that technology transformations succeed or fail on organizational fundamentals, not tooling. He is based in Berlin, Germany, and speaks regularly at industry events on Engineering Leadership and AI-native Engineering operating models.