Stephen Coulson

I build lightweight Apify Actors that turn public web data into useful business signals. My focus is practical, low-maintenance tools for sales, product, market intelligence, investors, and operators.

• Hiring-signal monitors from public career boards
• App and product review trackers
• Competitor and market-intelligence datasets
• CRM-ready exports for sales and research workflows
• Scheduled public-data monitors and automation utilities

• Use clean public-data sources where possible
• Avoid fragile authenticated scraping
• Produce structured, exportable outputs
• Keep tools simple, useful, and easy to schedule
• Build small products quickly, then improve what users actually use

I am currently building a portfolio of small data and automation Actors for business users who need timely signals without maintaining custom scraping infrastructure.

• Career Site Hiring Signal Monitor: tracks public job boards and outputs structured hiring signals.
• App Store Review Delta Monitor: tracks public App Store reviews and tags sentiment and topics.

If you need a specific public-data workflow, monitoring Actor, or structured export, open an issue or contact me with the target source and desired output format.