Data Scraping, Harvesting & Automation Pipelines

Data is only useful if it's where you need it, when you need it, in the format you can actually use. I build automated systems that extract data from websites, APIs, and documents — then clean it, transform it, and deliver it wherever it needs to go. On schedule, without you lifting a finger.

Web Scraping & Data Harvesting

If the data exists somewhere on the internet, I can get it. I build custom scrapers and harvesters that pull structured data from:

  • Websites and web applications — even JavaScript-rendered pages
  • Public and authenticated APIs
  • PDFs, spreadsheets, and other document formats
  • Directories, listings, and public databases

Every scraper is built to handle pagination, rate limits, retries, and edge cases. No fragile scripts that break after one run.

Data Transformation

Raw data is rarely useful as-is. I build transformation layers that take messy, inconsistent source data and turn it into something clean and usable:

  • Cleaning — strip whitespace, fix encoding, remove duplicates
  • Normalizing — consistent formats for dates, phone numbers, addresses, currencies
  • Restructuring — flatten nested data, merge sources, reshape for your target schema
  • Enrichment — cross-reference with other datasets, geocode addresses, categorize records

Automated Pipelines

One-off data pulls are fine, but the real value is in automation. I build pipelines that run on their own:

  • Scheduled ETL jobs — hourly, daily, weekly, whatever the cadence
  • Cron-based systems that run on your server or in the cloud
  • Event-driven pipelines — triggered by webhooks, file uploads, or database changes
  • Monitoring and alerting — know immediately when something fails or data looks wrong

Once it's running, it runs. You get fresh data without thinking about it.

Delivery

Data needs to land somewhere useful. I deliver to wherever your workflow lives:

  • Databases — MySQL, PostgreSQL, MongoDB, SQLite
  • APIs — push data to your existing systems via REST or webhook
  • Spreadsheets — Google Sheets, Excel files, CSV exports
  • Cloud storage — S3, Google Cloud Storage, Dropbox
  • Email reports — formatted summaries delivered to your inbox

Your data, your destination, your schedule.

Need Data Moved?

Tell me where the data is and where you want it. I'll build the pipeline to make it happen automatically.

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