Blog
Blog and tutorials.
Practical notes on scraping, Apify Actors, data cleanup, and public data workflows.
Latest writing
Practical web-data guides.
Field-tested notes on planning, collecting, and maintaining useful datasets.
Tutorial
How to Scope a Web Scraping Project
A practical checklist for turning a website, marketplace, directory, or document source into a clear data request.
9 min read - Read article →
Guide
Apify Actors vs Custom Scrapers
When an existing Apify Actor is enough, and when a custom scraper makes more sense.
8 min read - Read article →
Data Quality
What Makes Scraped Data Useful
Useful scraped data is structured, traceable, deduped, and delivered where decisions happen.
8 min read - Read article →
Monitoring
Building a Simple Price Monitor
The basic pieces behind a recurring price and availability tracking workflow.
9 min read - Read article →
Data Products
How Snowflake Data Monetisation Works
How businesses can package useful datasets, share them through Snowflake, and turn internal data into a commercial data product.
10 min read - Read article →