Guides

Web data guides

Practical guides on collecting and using web data, written for teams that buy or build it.

• How to monitor competitor prices

  A step-by-step guide to tracking competitor prices: what to collect, how to match products, how often to check, and how to turn the data into decisions.

  Read the guide · 7 min →

• Web scraping vs. official APIs: which should you use?

  When an official API is the right source, when web scraping is, and how to combine both. A practical comparison of coverage, cost, reliability and maintenance.

  Read the guide · 6 min →

• How to choose a web scraping service: a buyer's checklist

  Ten questions to ask before you hire a web scraping service, from data quality and maintenance to pricing, confidentiality and compliance, plus red flags.

  Read the guide · 7 min →

• How to clean and validate scraped data

  Turn messy scraped data into a dataset you can trust: define a schema, normalize values, remove duplicates, validate every run and monitor for change.

  Read the guide · 6 min →