Optimizing Cost

Learn practical strategies to minimize scraping costs while maintaining accuracy and efficiency.

Running scrapers efficiently helps you get the most value out of MrScraper without unnecessary usage costs.
This guide explains how to optimize scraping costs through smart configuration, scraper mode selection, scheduling, and output management.

1. Choose the Right Scraper Mode

MrScraper offers two AI Scraper modes that affect both cost and performance:

ModeDescriptionWhen to UseCost Impact
Cheap ModeFast and lightweight extraction. Suitable for simple, structured pages.Use for lists or data with consistent structure (e.g., product names, prices).💲 Lowest
Super ModeMore accurate and intelligent extraction. Ideal for complex layouts or nested content.Use for unstructured data or multiple data types (e.g., job listings, reviews).💲💲 Higher

Note

The cost difference between Cheap Mode and Super Mode depends on the target website. For websites that are easy to access and extract from, both modes may have similar costs. On more complex websites, Super Mode may perform additional attempts and processing to successfully extract data, which can increase token usage and overall cost.

2. Limit Extraction Scope

The broader your prompt, the more resources are used.
Narrowing your extraction target saves cost and improves precision.

Expensive promptOptimized prompt
Extract all details from this e-commerce page.Extract product name, price, and rating from this page.

Best Practice

Focus on the fields you actually need. If you only need names and prices, don’t extract full descriptions or metadata.

3. Reuse and Recycle Results

Each time you run a scraper, you pay for the extraction process.
Avoid re-running scrapers unnecessarily by reusing existing results.

Example Workflow:

  • Store your output in a Database Connection or export as CSV/JSON.
  • Only re-run the scraper when the target site changes.
  • Use Scheduling for incremental updates instead of full refreshes.

4. Use Scheduling Strategically

Scraping too frequently can increase costs without adding value.
Instead, match your schedule to how often the target data changes.

Tip

Avoid overlapping schedules. Running multiple scrapers at the same time can spike costs and reduce performance.

5. Optimize Proxy Usage

While proxies add flexibility, they can slightly increase scraping overhead.

  • Use MrScraper’s built-in proxy instead of external providers to save cost and setup time.
  • Only enable proxies for websites that require regional access or IP rotation.
  • For internal or low-risk pages, disable proxy entirely.

Warning

Disabling proxies may change the content returned by websites that serve region-specific data. If you need accurate local pricing, product availability, or search results, use a proxy or Geo Targeting for the target region.

6. Monitor Usage

Keep an eye on your scraper usage and performance using the Analytics feature.
Regularly review:

  • The number of pages or URLs processed
  • Success rate and data completeness
  • AI vs. manual scraper distribution

This helps you spot overuse early and plan your scraping strategy efficiently.

Pro Tip

Start small. Run initial tests on limited pages using Cheap Mode, verify output accuracy, and scale up gradually.

7. Leverage Reruns for Lower Costs

If you need to scrape a website repeatedly, use Rerun instead of creating a new scraper each time.

MrScraper uses caching to optimize repeated scraping tasks. When you rerun an existing scraper, the platform can reuse previously processed information, often reducing both token usage and execution time compared to a new scraper.

Reruns are ideal for:

  • Refreshing previously collected data
  • Monitoring pages for updates
  • Scheduled scraping workflows
  • Recurring extraction from the same website

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