I think looking at the opportunity of investing more effort in building the tools about data mesh, I think that will be definitely crucial and will help a lot of people. The idea around centralization had led to a very fragile, very slow moving architecture and bottlenecks for really getting value from data. By the time the data has popped out of the other end of the pipeline, the source has moved on and you've got problems to solve. So fragility, long lead time from data to value, bottom next, all of that are major problems that you see with the past pilot.

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