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Building Multilingual Content Aggregators: How to Integrate External Sources into Your App

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Modern web applications often need to aggregate content from multiple external sources — whether this content is educational, creative, or literary. In this article, we explore how to design a simple content-aggregation pipeline, using real-world examples of public websites that provide structured information such as author lists, thematic book categories, or categorized images.

✅ 1. Why Content Aggregation Matters

When your application depends on fresh or diverse content, manually updating it becomes unsustainable. Instead, a well-designed aggregator can:

Automatically fetch data from multiple sources

Normalize different formats into a unified structure

Provide users with a seamless browsing experience

Support multilingual or region-specific content

This is especially relevant for apps that deal with literature, illustration, education, or creative content.

✅ 2. Example Data Sources

Below are three example sources you can integrate into your system:

  1. Author databases (JSON-like structure)

Source: https://edebiyat-evi.com/yazarlar

This page provides structured profiles of writers, which can be used to power:

author listings

recommendation engines

reading-related apps

  1. Image-based educational content

Source: https://rozmalovku.com.ua/category/rozmalovky-z-personazhamy-iz-multfilmiv/

This category includes cartoon-based coloring pages and can be used for:

kids’ educational apps

image galleries

AI coloring assistants

  1. Categorized book genres

Source: https://ukrbook.org/zhanry/

A well-organized genre directory is useful for:

recommendation algorithms

search filters

multilingual book apps

✅ 3. Designing a Unified Aggregation Model

To combine multiple heterogeneous sources, we can define a universal content schema.

Example (TypeScript / Node.js):

interface ExternalContent {
id: string;
title: string;
type: "author" | "genre" | "image";
url: string;
language?: string;
tags?: string[];
metadata?: Record;
}

This schema allows us to normalize various datasets into a single unified format.

✅ 4. Fetching and Normalizing Data

A basic fetcher could look like this:

import axios from "axios";
import * as cheerio from "cheerio";

async function fetchAuthors() {
const url = "https://edebiyat-evi.com/yazarlar";
const { data } = await axios.get(url);
const $ = cheerio.load(data);

const authors: ExternalContent[] = [];

$(".writer-card").each((_, el) => {
const name = $(el).find(".writer-name").text().trim();
authors.push({
id: name.toLowerCase().replace(/\s+/g, "-"),
title: name,
type: "author",
url,
language: "tr"
});
});

return authors;
}

You can repeat this pattern for images or genre lists.

✅ 5. Challenges to Consider
✔ Different languages

Sources above use Turkish, Ukrainian, and multilingual content.
Implementing an auto-detection mechanism using libraries like franc, cld3, or API-based detection is recommended.

✔ HTML structure changes

Website templates can change — so building robust selectors is crucial.

✔ Rate limits and crawl policies

Always respect robots.txt and avoid aggressive scraping.

✅ 6. How This Applies to Real Projects

You can use these content sources to build:

A multilingual reading-recommendation app

A child-friendly creative platform with coloring content

A dataset generator for machine learning models

A literature discovery tool

A personal productivity or note-taking tool enriched with external content

The combination of authors, book genres, and visual educational material unlocks diverse application scenarios.

Conclusion

Building a multilingual content aggregator requires careful design, but the benefits are significant: improved scalability, richer user experience, and easier maintenance. By integrating varied external data sources like:

https://edebiyat-evi.com/yazarlar
(authors)

https://rozmalovku.com.ua/category/rozmalovky-z-personazhamy-iz-multfilmiv/
(illustrations)

https://ukrbook.org/zhanry/
(genres)

…you can create dynamic, content-rich applications that serve global audiences.

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