Why scrapers break
A quick script works once. A dependable data pipeline needs structure, monitoring and respect for the sources it reads.
Every automation engagement includes
Custom Extractors
Purpose-built scrapers for the sources and data fields you actually need.
Queue-Based Workers
Scheduled, retryable background jobs that scale with your volume.
Data Cleaning & Storage
Structured output in your database, API, or export format of choice.
Monitoring & Alerts
Visibility into failures and data-quality issues before they affect your business.
Browser Automation
Puppeteer and Playwright flows for tasks that have no API.
Admin Dashboard
A simple interface to view runs, results and errors without touching code.
Tools we use
Automation
Runtime
Queues
Storage
Related work
Frequently asked questions
Is web scraping legal?
Collecting publicly available data is generally allowed, but it depends on the website terms, the type of data and local law (for example GDPR for personal data). We review each source with you and avoid scraping personal data or content behind logins without permission.
What happens when a website changes its layout?
Our extractors validate their output and alert us when a source changes, so we can fix it quickly. Maintenance is available as a monthly retainer.
In what format do we receive the data?
Whatever suits your workflow: a database, an API, scheduled CSV or Excel exports, Google Sheets, or delivery to cloud storage.
Can you automate tasks in our browser?
Yes. We build browser automation and custom Chrome extensions for repetitive tasks in web tools that have no API.
Who owns the code and intellectual property?
You do. Once invoices are paid, all source code, designs and documentation are yours. We work under a written contract and sign an NDA before discussing sensitive details.