Now many are feeling the pressure to shift left on finops practices and avoid the technical debt of unmanaged cloud costs.

With constraints in areas like AI, data centers and high-bandwidth storage in the year ahead, here are a few ways to make your business more resilient and sustainable.

Once you accept that data is code, the familiar shift-left tool kit applies: Static analysis parses application code to identify data-producing structures before execution.