Data platform vendors can't meet all your needs, warns Gartner
Users should beware of the single platform approach when preparing for the demands of AI and machine learning on their data management systems, Gartner is warning.
"The appealing part for enterprises is to say, if we take everything from the same stack, we are not going to need to assemble all of those pieces ourselves," she said."But it might not be enough, and vendors are not at the same level of maturity across all of the different pieces that support AI-readiness of data."
Edjlali said getting data management ready for AI requires three main practices, including observability, analytics, and AI governance."These three pillars are not typically the strong suit of those data management vendors that all started from building DBMSes or data lake technologies. You can definitely see they're building it," she said.
"Most organizations have data still on-premises and in the cloud. They don't have everything on the same platform," Edjlali said."Many organizations have multiple clouds because of mergers and acquisitions, or because large companies with many different departments may choose different solutions for different purposes, and so forth. There is an aspiration for simplification, but it is difficult for it to come true.
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