- Limited engineering capacity
- Growing delivery backlog
- Slow feature releases
- Need faster time-to-market
- Lack of specialized engineering skills
- Need to scale delivery without hiring
- Need predictable engineering velocity
- Technical debt slowing progress
- Platform scaling challenges
- Need reliable execution capacity