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AI-Powered Price Tracking for Latin America: Building PreciosML

A developer built PreciosML, an AI-powered price tracking system for Latin American e-commerce, covering retailers like Falabella, MercadoLibre, and Amazon Mexico. The system uses crawlers, price normalization, and a Telegram alert bot to notify subscribers of price drops, addressing challenges like varying page structures and anti-bot measures.

read1 min views4 publishedAug 21, 2026

Price monitoring in Latin America sounds simple. Until you try it.

Between Falabella, MercadoLibre, Amazon Mexico, and dozens of regional retailers — each with different page structures, anti-bot measures, and currency systems — getting reliable price data is a nightmare.

Here's how we solved it.

We needed to track prices across:

Each country has different:

class PriceMonitor:
    def __init__(self):
        self.crawlers = {
            'falabella_cl': FalabellaCLCrawler(),
            'mercadolibre_ar': MercadoLibreCrawler(),
        }
        self.normalizer = PriceNormalizer()
        self.alerts = AlertEngine()

    def crawl_all(self):
        for store, crawler in self.crawlers.items():
            products = crawler.get_products()
            normalized = self.normalizer.normalize(products)
            self.alerts.check(normalized)

Converting "CLP $19.990" to USD requires:

We rotate through residential proxies, use Playwright with stealth plugins, and implement human-like browsing patterns.

When a price drops below threshold, subscribers get instant alerts via Telegram bot:

🔥 PRICE DROP ALERT
Product: Samsung Galaxy S24
Store: Falabella Chile
Old: CLP $899,990
New: CLP $649,990 (-28%)
Link: [Shop Now]

Free Telegram bot: @PreciosML2_bot

GitHub: [Coming Soon]

What e-commerce platforms in your region would you want price monitoring for?

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