8 platform engineering anti-patterns

Platform engineering initiatives often fail due to common mistakes like building the UI before the backend, lacking a product mindset, imposing top-down mandates without developer buy-in, and copying approaches from large companies without considering organizational context. Success requires treating the internal developer platform as a product, gathering user feedback, measuring the right metrics (ROI over vanity metrics), starting incrementally rather than overengineering, and fostering shared ownership. Despite growing adoption, the 2024 DORA Report found mixed results, with platform engineering teams showing only 6% productivity gains while decreasing throughput by 8% and stability by 14%, highlighting the complexity of implementation.