---
nf_distribution_schema: "nf-distribution-1.0"
nf_dataset: "NationFiles Knowledge Data (NFKG)"
nf_copyright_holder: "Neawolf Media Group"
nf_copyright_years: "2025–2026"
nf_license_url: "https://nationfiles.com/en/ai-guidelines/"
nf_license_spdx: "LicenseRef-NationFiles-AI-Guidelines"
nf_llms_txt: "https://nationfiles.com/llms.txt"
nf_ai_licensing_email: "ai-questions@nationfiles.com"
nf_repository_relative_path: "knowledge-data/md/data-integration-overview/en.md"
nf_canonical_html_url: "https://nationfiles.com/en/knowledge/entity/data-integration-overview/"
nf_markdown_lang_file: "en"
---
# Data integration at NationFiles

## What we mean by it

NationFiles combines many feeds into country pages, maps, and headline figures. **Data integration** here is the **plain-English picture**: what we describe in public, and what we **leave out on purpose**—passwords, internal machine names, long lists of background jobs. That is normal for a live consumer site. The **method pages** and **source registry** carry the deeper detail.

## Naciro

**Naciro** is the processing core: data is cleaned, joined, and scored along the lines set out for **NFSI** and in the **Validation & Verification Report**. Readers can judge the **results** from the site; they do not need backstage credentials to understand the logic in broad terms.

## LPU

The **LPU Architecture** page explains why NationFiles uses a **dedicated low-latency inference layer** so busy maps and KPI refreshes stay stable instead of jumping every few seconds. It does **not** publish a data-centre layout or queue-by-queue runbook.

## Legal notice

NationFiles **legal notices** mention the **LPU** in one sentence about live **forex, crypto, and security** processing. This article does not turn that into a vendor list or an internal budget sheet.

## If you build on our data

Use the **published schemas**, honour **`built_at_utc`** when an export provides it, and link to **canonical HTTPS** pages. The **legal sources** hub and **AI guidelines** spell out citation and reuse.

## Useful links

- [Knowledge: Data integration](https://nationfiles.com/en/knowledge/entity/data-integration-overview/)
- [Naciro AI](https://nationfiles.com/en/company/naciro-ai/)
- [NFSI methodology](https://nationfiles.com/en/company/nfsi/)
- [LPU Architecture](https://nationfiles.com/en/knowledge/entity/lpu-architecture/)
- [Legal notice](https://nationfiles.com/en/legal/legal-notice/)
- [Legal sources](https://nationfiles.com/en/legal/sources/)
- [AI guidelines](https://nationfiles.com/en/ai-guidelines/)
- [Knowledge hub](https://nationfiles.com/en/knowledge/)