What we saw from the beginning — inside real enterprise environments, not on vendor slides — was that the biggest problems usually traced back to a small number of decisions. A data model designed under time pressure. A pipeline that optimized for speed of delivery instead of speed of operation. A compute pattern nobody revisited once it was "working."
Fix those decisions, and the expensive symptoms — runaway costs, broken reports, a team stuck in permanent maintenance mode — start disappearing.
The platforms have changed. Fifteen years of new tools, new clouds, new acronyms. The principle hasn't. We find the root cause. We fix it. We prove the result. And we leave the team better than we found them.