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⚡ AI Lessons

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
I Built 35 Web Scrapers in 90 Days — Here's What I Learned About Making Money with Data
I Built 35 Web Scrapers in 90 Days — Here's What I Learned About Making Money with Data ...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
The Web Scraping Data Warehouse Pipeline I Run for $12/Month
Most scraping tutorials end at "save to CSV". Real data work requires a proper pipeline: deduplicate,...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
How to Build a Web Scraping Portfolio That Gets You Hired in 2026
Web scraping skills are consistently in demand — growth teams, data teams, and agencies all need...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
Building a Real-Time Competitor Price Intelligence Pipeline: The Complete Stack
Most price monitoring setups are one-off scripts that run on a schedule and dump data into a...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
How to Build a GDPR-Compliant Web Scraping Pipeline in 2026 (Step by Step)
Most web scraping guides stop at "here's how to extract the data." This one covers the part that gets...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
Building a Real-Time Price Intelligence Pipeline for Under $15/Month
Price intelligence tools like Prisync cost $99-$299/month. You can build the same pipeline for...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
How to Scrape TripAdvisor Reviews: Playwright, Official API, and Bulk Extraction
TripAdvisor has 1B+ reviews. Extract them with Playwright stealth, the official Content API, or a managed scraper. Includes sentiment analysis and anti-detectio

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
How to Scrape Restaurant Data: Menus, Ratings, Hours From Google Maps, Yelp, and Websites
Extract restaurant menus, ratings, hours from Yelp API, Google Maps structured data, and direct websites. With Yelp Fusion API examples and bulk extraction guid

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
How to Scrape US Healthcare Provider Data: NPPES API, Hospital Directories, and Bulk Data
NPPES NPI Registry has 9M+ healthcare provider records — all free. How to use the CMS API, download bulk files, scrape hospital directories, and build provider

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
How to Scrape G2, Capterra, and Trustpilot Reviews for Competitive Analysis
How to Scrape G2, Capterra, and Trustpilot Reviews for Competitive Analysis Software...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
Can You Still Scrape Amazon Reviews in 2026? Yes — Here's How
Can You Still Scrape Amazon Reviews in 2026? Yes — Here's How Amazon changed how review...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
How to Collect ESG Sustainability Data From SEC and CDP Reports
Build an ESG Report Scraper for Sustainability Data in 2026 As a developer, you’ve likely...

Dev.to · Vhub Systems
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
4mo ago
How to Scrape Government Tenders From SAM.gov and TED EU
Build a Public Procurement Scraper for SAM.gov and TED EU in 2026 Government tenders are a...
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