Data Helyx

Insights

Writing from the team

Practical, vendor-neutral takes on data, AI, and software delivery — the same advice we give clients.

RAGLLMsEnterprise Search

RAG vs. traditional search: when enterprises actually need it

Keyword search finds documents. Retrieval-augmented generation answers questions. Here's how to tell which one your organization needs — and when RAG is overkill.

July 6, 2026 · 6 min read

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ReliabilityObservabilityTrends

What is a Digital Immune System — and do you need one?

Gartner's term for combining observability, automated testing, and auto-remediation into software that defends its own uptime. What it means practically, minus the hype.

June 22, 2026 · 5 min read

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Data EngineeringArchitectureStrategy

Data Mesh vs. Data Warehouse: which fits your business?

One is an architecture, the other is an operating model. Comparing them directly is a category error — here's the decision framework that actually works.

June 8, 2026 · 7 min read

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