Data Sovereignty: Mastering AI and Data Warehousing in 2024

Last Updated: December 18, 2025By

Embracing Sovereign Solutions in Data Warehousing

In today’s tech world, businesses are finding cloud expenses rising while control over data dwindles. With AI workloads highlighting limitations of cloud-only strategies, there’s a shift toward in-house AI and data platforms. While 95% of leaders aim to establish these platforms soon, only 13% have succeeded so far.

The key lies in creating AI-compatible infrastructures that seamlessly blend data, governance, and operations. Notably, 42% of successful companies use a hybrid model that enhances deployment flexibility and cost control, unlike pure cloud models.

Ultimately, it’s about mastering your AI and data, ensuring they’re strategically placed and budget-friendly.

Redefining Data Strategies for Modern Needs

Data warehouses are vital for linking analytics with AI. Yet, if your cloud data solution doesn’t meet modern needs, it’s time to reassess. Start by asking:

  • Payment Model: Is your pricing based on insight value or query volume? The shift to capacity-based pricing eases unnecessary costs, prioritizing AI development over query frequency.
  • Workload Optimization: Not all workloads benefit from being cloud-bound. Identify tasks like high-volume reporting or specific ETL operations better suited elsewhere.
  • Infrastructure Sovereignty: Unified platforms like EDB Postgres AI streamline operations, reducing costs and ensuring efficiency.

Sovereignty in Action: A Practical Approach

Consider the example of Kyobo Book Center, South Korea’s largest bookstore chain. Faced with unpredictable cloud costs, they adopted WarehousePG to regain cost control and enhance performance.

Looking ahead, the focus will be on effectively managing workloads, not just choosing between cloud and on-premise. Technologies like EDB Postgres AI offer flexibility and compliance, building a stronger data landscape.

[Learn more about how you can transform your data strategy with Qsentinel.]

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