Non-Coding Task Overhead

traditional cloud infrastructure platforms, developers are forced to navigate a maze of complex and cumbersome tools, creating operational overhead that slows down teams, leading to a bottleneck in development pipelines... the deployment side is extremely complex and involves a lot of manual work.

Engineering teams typically spend 20-30% of their time on database administration tasks including query execution, migration management, and environment coordination. This creates bottlenecks in product development and reduces overall team productivity.

Developers are losing valuable time to non-coding tasks: 50% report losing 10+ hours per week, and 90% lose 6+ hours or more, largely due to organizational inefficiencies... Developers report the top time-wasters as: finding information (services, docs, APIs), adapting new technology, and context switching between tools.

a combined 53% citing insufficient tooling and long redeploys... insufficient developer tools (24%).

Custom Deployment Solutions: Building custom deployments on other platforms requires: Extensive development overhead, Complex infrastructure management, Significant DevOps expertise and maintenance burden.

Multiple studies show developers spend 40–60% of their time on tasks that aren't core development: environment setup, CI/CD configurations, dependency management, infrastructure provisioning, debugging environment drift, or hunting for documentation.