Introducing the Hyperscaler GTM Playbook
A vendor-neutral practitioner guide on cloud alliances, co-sell and marketplace – 16 articles covering everything from partner programs to private offers, for ISVs selling with AWS, Azure and Google Cloud.
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Enterprise Cloud & Data, Under Pressure
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Something New Has to Sit Between Agents and Databases
Enterprise architecture depended on humans in ways nobody designed – and agentic AI is removing those dependencies. Something new has to sit between agents and databases, and it needs to be built deliberately.
Enterprise Architecture Quietly Depended on Humans in Far More Places Than We Realised
Enterprise architecture was built around a human actor whose presence provided properties nobody designed and nobody priced. Agentic AI is the first technology to remove those properties simultaneously – and the absence is now visible across every domain.
Decades of Change Management. None of It Was Built for Agentic AI
Enterprise change management was built around software that behaves reproducibly – and that assumption is load-bearing in ways that only become visible when agentic AI removes it.
The People Driving AI Don’t Own the Systems It Overwhelms
The people deploying AI agents are not the people responsible for the systems they stress – and the governance structures that might close that gap don't yet exist.
You Won’t See Failure First. You’ll See Cost
Agentic AI introduces a failure mode that doesn't announce itself. The first signal isn't a red dashboard or a paged engineer – it's a line in the cloud bill.
The Application Layer Used to Protect You. Now It Can’t
The application layer was never designed as a database security boundary – but it acted as one. Agentic AI removes that protection, via bypass or overwhelm, and the database is left exposed.
Your Database Was Sized for Humans. The Bill Arrives When Agents Connect
Every enterprise database capacity model rested on assumptions about human behaviour. Agents remove those assumptions – and in the cloud, that gap renews every month.
The Audit Trail Was Your Ground Truth. It Isn’t Anymore
The audit trail still runs. Every commit is recorded. But agentic AI has broken the two assumptions it was built on – and the incompleteness is invisible until you need it.
The Brake Was Human. Now It’s Gone
Classic enterprise data architecture had an implicit safeguard built into it. The human in the loop provided error absorption, audit accretion and natural rate-limiting – none of which were ever specified. Agentic AI removes the human. It removes all of those protections simultaneously.