📰 Dev.to · Vhub Systems
Articles from Dev.to · Vhub Systems · 146 articles · Updated every 3 hours · View all reads
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Dev.to · Vhub Systems
2w ago
How to Build a Sales Signal Tracker That Alerts You When a Prospect Views Your Pricing Page
The Problem You run a solid demo. The prospect seems interested. You follow up a couple of...
Dev.to · Vhub Systems
2w ago
How to Build a Competitor Pricing Tracker That Emails You When Prices Change
You find out a competitor dropped their free plan — from a churned customer. "We switched because...
Dev.to · Vhub Systems
2w ago
How to Track Competitor Job Postings to Predict Their Product Roadmap
Your competitor just announced a major new product direction. An AI-powered feature suite. A new...
Dev.to · Vhub Systems
2w ago
How to Detect When a Competitor Launches a New Feature Before Your Sales Team Notices
Your sales rep is halfway through a demo when the prospect asks: "Can your product do X? We heard [a...
Dev.to · Vhub Systems
2w ago
How to Monitor Competitor Pricing Changes Before You Lose the Deal
How to Monitor Competitor Pricing Changes Before You Lose the Deal You're on a sales call...
Dev.to · Vhub Systems
2w ago
How to Validate LLM Outputs in Production Before They Break Your Pipeline
LLM hallucination in production pipelines is silent — it produces confidently wrong outputs with no error state. Here is the four-layer defense pattern: schema
Dev.to · Vhub Systems
2w ago
How to Handle API Rate Limits Before They Break Your Production Integration
You didn't hit an API rate limit because you missed the docs — you hit it because the free tier...
Dev.to · Vhub Systems
2w ago
How to Warm Up a Cold Email Domain Before Your First Campaign (Using Apify)
You registered the domain. You set up Apollo or Instantly. You loaded 400 prospects and hit...
Dev.to · Vhub Systems
2w ago
How to Build a Subscription Churn Early-Warning System With Apify and Google Sheets
Most SaaS founders discover churn the same way: the cancellation email arrives. By that point, the...
Dev.to · Vhub Systems
2w ago
How to Scrape LinkedIn Job Listings and Track Hiring Trends (Using Apify)
How to Scrape LinkedIn Job Listings and Track Hiring Trends (Using Apify) If you work in...
Dev.to · Vhub Systems
2w ago
How to Monitor Amazon Product Prices and Reviews Automatically (Using Apify)
Amazon sellers know the pain intimately: you spend 20 minutes manually checking competitor prices,...
Dev.to · Vhub Systems
2w ago
How to Track Google Rankings Without Paying for SerpAPI (Using Apify)
How to Track Google Rankings Without Paying for SerpAPI (Using Apify) If you're running...
Dev.to · Vhub Systems
2w ago
How to Find Viral TikTok Shop Products Before Your Competitors (Using Apify)
Every dropshipper and ecommerce seller knows the feeling: you spot a product trending on TikTok,...
Dev.to · Vhub Systems
2w ago
How to Build a Google Maps Scraper in Python Using Apify (Zero Infrastructure)
The Problem: Local Business Data is a Rip-Off If you've ever tried to build a cold...
Dev.to · Vhub Systems
2w ago
Stop Paying $200/Month for Rank Tracking — Automate It with Apify in 30 Minutes
If you're tracking keyword rankings for a site or client, you've hit the same wall: rank trackers are...
Dev.to · Vhub Systems
2w ago
How to Cut Web Scraping Costs by 95% Using Pay-Per-Result Actors (vs $49–$500/mo Tools)
I was spending $149/month on a scraping infrastructure subscription for a side project that pulled...
Dev.to · Vhub Systems
2w ago
Stop Paying $200/Month for Rank Tracking — Automate It with Apify in 30 Minutes
If you're tracking keyword rankings for a site or client, you've hit the same wall: rank trackers are...
Dev.to · Vhub Systems
2w ago
Stop Paying $200/Month for Rank Tracking — Automate It with Apify in 30 Minutes
If you're tracking keyword rankings for a site or client, you've hit the same wall: rank trackers are...
Dev.to · Vhub Systems
3w ago
Web Scraping with BeautifulSoup: When to Use It and When to Switch
Scraping with BeautifulSoup feels like wading through molasses? I feel your pain. Here's the...
Dev.to · Vhub Systems
4w ago
Here's the LinkedIn post:
Here's the LinkedIn post: Your Reddit scraper breaks more often than your New Year's resolutions?...
Dev.to · Vhub Systems
1mo ago
Hitting a brick wall after just 50 LinkedIn job scrapes? You're not alone.
Hitting a brick wall after just 50 LinkedIn job scrapes? You're not alone. Here's the...
Dev.to · Vhub Systems
1mo ago
Scraping SAM.gov and TED EU: How I Built a $13 Trillion Opportunity Monitor
Streamline Your Government Contract Bids with a Public Procurement Scraper SAM.gov TED...
Dev.to · Vhub Systems
1mo ago
NPPES NPI Registry Has a Free API — But It's Useless at Scale. Here's the Fix
Build a Healthcare Provider Scraper NPI to Supercharge Your Medical Leads in 2026 Manually...
Dev.to · Vhub Systems
1mo ago
I Scraped 50,000 Conference Records to Build a Sales Lead Engine — Here's the Python Code
Supercharge Your Event Research with a Conference Event Scraper Manually sifting through...
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