Sergio Gago, CTO at Cloudera, argues that AI has fundamentally changed the cloud-centric data paradigm, forcing enterprises into hybrid infrastructures where data and compute are scattered across clouds, sovereign providers, and on-premises data centers. He emphasizes that a robust data fabric and governance layer is now critical to enable agents to safely access all data, and that the role of data teams is shifting from building pipelines to ensuring data accessibility and security at scale.
Summarized by Podsumo
AI has inverted the 'everything to the cloud' trend: 66% of CIOs/CTOs/CDOs are moving workloads back to data centers, driven by cost, privacy, and sovereignty.
The key to managing hybrid infrastructure is a unified data fabric that provides governance, access control, and orchestration across all data sources, treating agents like humans with permissions.
Agents are creating a 'second derivative' problem: they need broad data access to serve users, but must enforce fine-grained permissions per user, making governance multidimensional and complex.
Data teams' focus is shifting from creating pipelines and dashboards to ensuring data is accessible and safe for AI, with agents making data analysis ephemeral and on-demand.
AI is now critical infrastructure, like electricity or internet, requiring sovereign strategies so countries aren't dependent on a few US companies.
"There hasn't been another moment in the history of data where your data fabric, your governance layer is more important. If you as a human can access that data somehow, even if it's with a USB stick plugging it in there and downloading the data, an agent should have those same capabilities."
"If you start to give agents to all your employees, you don't have 10,000 people in your company anymore. Now you have a million people in your company that go deeper, faster, and can collate and coalesce more tables than ever before."
"In the same case as OpenClaw or any other Agentic system... it's all about the access controls, the permissions, the governance in general about the system."