Hybrid Data Architecture Health Framework

Abdul Fahad Noori

November 11, 2025

As hybrid and multi-cloud ecosystems evolve, even well-designed data architectures can drift.

Pipelines overlap, costs spike, and governance starts to lag behind growth.

The Datalere Hybrid Architecture Health Framework helps data leaders take a step back — to see how their architecture really performs across five core principles that define modern data success:

  1. Store Once, Serve Many – Create a single source of truth across platforms.
  2. Separate by Workload – Balance agility with performance and cost control.
  3. Govern Consistently – Build trust with unified policy and metadata management.
  4. Control Cost Through Isolation – Track, tag, and optimize resource usage.
  5. Design for Observability – Detect, measure, and resolve issues before they impact users.

What’s Inside

A simple, interactive Excel workbook designed for quick self-assessment.

It’s the same framework our consultants use to benchmark hybrid architectures — now available for you to apply internally or with your teams.

Who It’s For

This framework is ideal for:

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