SIGNALInfrastructure Software·Jun 22, 2026, 3:40 PMSignal85Medium term

The new database world according to Google: Inexact queries and AI in everything

Source: The Register

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The new database world according to Google: Inexact queries and AI in everything

'Humans are not going to be using data platforms in the next three to five years,' product exec tells us

Why this matters
Why now

The rapid advancements in AI, particularly large language models, are enabling new paradigms for interacting with and managing vast datasets, making this shift in human-data interaction both feasible and imminent.

Why it’s important

This indicates a fundamental change in how enterprises and individuals will interface with information systems, potentially abstracting away complex database management and query languages in favor of AI-driven conversational interfaces.

What changes

Traditional human-centric data interaction models, requiring specific query languages and detailed understanding of data structures, are being rapidly augmented and potentially replaced by AI-driven, intent-based systems.

Winners
  • · AI platform providers
  • · Cloud infrastructure providers
  • · Generative AI developers
  • · Data-rich enterprises
Losers
  • · Traditional database administrators
  • · SQL-centric data analysts
  • · Legacy data integration vendors
  • · Companies slow to adopt AI-native data stacks
Second-order effects
Direct

AI-driven interfaces will become the primary mode of interaction with enterprise data platforms, reducing the need for specialized human data manipulation skills.

Second

This will lead to increased accessibility and democratization of data analysis within organizations, allowing more users to derive insights without technical intermediaries.

Third

The abstraction of data platforms by AI could inadvertently reduce human oversight over data integrity and interpretation, potentially introducing new forms of bias or error that are harder to detect and correct.

Editorial confidence: 95 / 100 · Structural impact: 70 / 100
Original report

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