📰 Dev.to · Vhub Systems
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Dev.to · Vhub Systems
1w ago
I Ran a Manual Sequence Autopsy on 800 Contacts and Found Step 2 Drove 64% of All Positive Replies — I Spent 4 Hours in Google..
Six weeks. 800 contacts. 14 positive replies. 1.75% positive reply rate — which, honestly, felt fine. Sequences run, numbers come back, you move on.
Dev.to · Vhub Systems
1w ago
I Ran a Manual Sequence Autopsy on 800 Contacts and Found Step 2 Drove 64% of All Positive Replies — I Spent 4 Hours in Google..
Six weeks. 800 contacts. 14 positive replies. 1.75% positive reply rate — which, honestly, felt fine. Sequences run, numbers come back, you move on.
Dev.to · Vhub Systems
1w ago
I Spend 2.5 Hours a Day Looking Up Prospects Before Calls — I Need Those Hours Back to Actually Sell
Every morning I open the same four browser tabs before my first call: the prospect's LinkedIn profile, the company LinkedIn page, Google News for the company na
Dev.to · Vhub Systems
1w ago
A Creator With 300K Followers Posted About Our Brand, Got 800K Views, and I Found Out Six Days Later Because My Partner Saw It on Their For You Page
**Pain #241 | Domain: Ecommerce / Influencer Marketing | Severity: 7.5/10**
Dev.to · Vhub Systems
1w ago
Building an AI Research Agent That Scrapes, Summarizes, and Alerts You
Most competitive intelligence workflows look like this: open browser, visit competitor site, manually...
Dev.to · Vhub Systems
1w ago
Using Claude to Extract Structured Data from Any Web Page (No Selectors Needed)
Liquid syntax error: Unknown tag 'endraw'
Dev.to · Vhub Systems
1w ago
How to Build an LLM-Powered Web Scraper That Adapts to Page Changes
Traditional scrapers break when a site changes its HTML structure. You wake up to a broken pipeline,...
Dev.to · Vhub Systems
1w 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
1w ago
How to Use GDPR Subject Access Requests as Competitive Intelligence (Legally)
GDPR Article 15 gives individuals the right to access all personal data a company holds about them....
Dev.to · Vhub Systems
1w ago
Scraping 100k Pages Per Day With Python asyncio: The Architecture That Actually Works
Most asyncio scraping tutorials show you how to fetch 10 URLs concurrently. They do not show you how...
Dev.to · Vhub Systems
1w ago
Why I Rewrote My Web Scraper in Rust (10x Faster, 20x Less Memory)
Six months ago my Python scraper was consuming 800MB RAM to process 50k pages/day and timing out on...
Dev.to · Vhub Systems
1w 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
1w 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
1w ago
Python Scrapy vs asyncio in 2026: When to Use Each (With Benchmarks)
Scrapy has been the production scraping framework for a decade. asyncio has made custom async...
Dev.to · Vhub Systems
1w ago
GDPR Risk in Web Scraping: What Your Scraper IP Reveals and How to Stay Compliant
Here is a question almost no one asks: when your scraper hits a competitor's website, does it leave a...
Dev.to · Vhub Systems
1w ago
How to Monitor Competitor Websites for Changes (GDPR-Safe Stack, $5/Month)
Your competitor's pricing page changed last night. Their refund policy was updated at 2am. They...
Dev.to · Vhub Systems
1w 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
1w ago
Imperva vs PerimeterX vs DataDome: Which Bot Protection Is Hardest to Bypass in 2026?
I've spent the last 18 months scraping sites protected by all three major enterprise bot detection...
Dev.to · Vhub Systems
1w ago
GDPR Data Subject Rights and Web Scraping: What You're Required to Handle
If you scrape personal data and store it, GDPR gives individuals specific rights over that data....
Dev.to · Vhub Systems
1w ago
Async Web Scraping in Python 2026: httpx + asyncio vs aiohttp vs playwright
Synchronous scraping with requests is the default. It's also 10-50x slower than async for any use...
Dev.to · Vhub Systems
1w 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
1w ago
Async Python Web Scraping: 10x Faster With asyncio and Playwright
Synchronous scraping is slow. A single-threaded scraper processing 1 page/sec takes 17 minutes for...
Dev.to · Vhub Systems
1w ago
GDPR Fines for Web Scraping: 7 Real Cases and What They Mean for Developers
GDPR has been enforced for 6 years. The fines are real, documented, and developers are increasingly...
Dev.to · Vhub Systems
1w ago
I've Been Tracking Competitor Job Postings for 6 Months. Here's What I Learned.
Six months ago I started automatically scraping the careers pages of 24 competitors. I refresh the...
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