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Latest blogs93 articles

Black Friday Is When Web Scrapers Break: A Peak-Season Readiness Checklist for Data TeamsEngineering

Black Friday Is When Web Scrapers Break: A Peak-Season Readiness Checklist for Data Teams

Retailers change templates, tighten bot defences and multiply traffic in the two weeks before Black Friday. A T-14 to T+3 readiness checklist for data teams running their own scrapers.

Oct 31, 2026
15 min read
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Black Friday Price Monitoring 2026: How Retailers Track Competitor Prices Hour by Hour Through Cyber WeekPricing Intelligence

Black Friday Price Monitoring 2026: How Retailers Track Competitor Prices Hour by Hour Through Cyber Week

Black Friday prices move in waves: $12.5M a minute at the peak last year. How retailers track competitor prices, discounts and stockouts hour by hour through Cyber Week 2026.

Oct 31, 2026
12 min read
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Web Data SLAs Explained: What Freshness, Coverage and Quality Guarantees to Demand From a Data VendorData Strategy

Web Data SLAs Explained: What Freshness, Coverage and Quality Guarantees to Demand From a Data Vendor

Most web data SLAs only cover uptime. Clause by clause, here is what a real data vendor SLA should commit to on freshness, coverage, quality and repair time.

Oct 31, 2026
14 min read
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Why Web Scrapers Break: Layout Changes, Anti-Bot Updates and Schema Drift (and How to Catch Them in Hours)Engineering

Why Web Scrapers Break: Layout Changes, Anti-Bot Updates and Schema Drift (and How to Catch Them in Hours)

Layout changes, anti-bot updates and schema drift break scrapers in four distinct ways. How to tell them apart, and the checks that catch a break in hours instead of days.

Oct 31, 2026
13 min read
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The True Cost of an In-House Web Scraping Engineer in the US: Salary, Proxies, Infrastructure and Maintenance TimeData Strategy

The True Cost of an In-House Web Scraping Engineer in the US: Salary, Proxies, Infrastructure and Maintenance Time

Salary is the smallest surprise. What a US web scraping engineer really costs once you add benefits, proxies, infrastructure and maintenance time, with a calculator.

Oct 23, 2026
12 min read
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How E-commerce Brands Track Competitor Prices in Real-Time (2026 Guide)Pricing Intelligence

How E-commerce Brands Track Competitor Prices in Real-Time (2026 Guide)

Track competitor prices in real-time with modern e-commerce strategies. Learn tools, web scraping, and AI methods to stay competitive in 2026.

Feb 26, 2026
12 min read
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Competitor Price Monitoring for E-commerce: How Top Brands Track Prices in Real Time (2026 Guide)Pricing Intelligence

Competitor Price Monitoring for E-commerce: How Top Brands Track Prices in Real Time (2026 Guide)

Most online stores are losing thousands of dollars every month without realizing it. A competitor drops their price on a bestselling product at 2 AM. Your store doesn't know until Monday morning. By then, you've lost the entire weekend sales window. This is exactly the problem that competitor price monitoring solves — and why large e-commerce companies invest heavily in scaling it into a business-critical function. This guide breaks down how they do it, what architectures power it, and what it means for your revenue and competitive position.

Feb 24, 2026
1 min read
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Web Scraping With Node-Unblocker: A Practical Guide for Data Extraction(2026)Engineering

Web Scraping With Node-Unblocker: A Practical Guide for Data Extraction(2026)

In the world of web data extraction, Node-Unblocker has emerged as a powerful tool for developers seeking to bypass network restrictions while maintaining control over their scraping operations.

Jan 12, 2026
7 min read
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How to Scrape Instagram in 2026: Complete GuideData scraping

How to Scrape Instagram in 2026: Complete Guide

Explains the legal and ethical boundaries of Instagram scraping in 2026, focusing on public vs. private data and platform policies.​

Jan 6, 2026
7 min read
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A Practical Guide to JSON Parsing with PythonEngineering

A Practical Guide to JSON Parsing with Python

In the modern landscape of data extraction, JSON (JavaScript Object Notation) has quietly become the backbone of the internet.

Jan 3, 2026
5 min read
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