Finance Scraper Builder Skill
Turns websites into continuously updating data sources for competitive and market intelligence.
Before & after
Same prompt, same agent — the only difference is the skill.
Tracking competitor pricing can be valuable for market intelligence. Here's how you'd approach it: 1. Identify the pricing pages you want to monitor 2. Choose a scraping method — a headless browser for JS-rendered pages, or simple HTTP requests for static ones 3. Extract the relevant data (plan names, prices, features) 4. Store it in a structured format 5. Schedule regular runs and compare against previous data 6. Alert on changes Be mindful of each site's terms of service and robots.txt. Some sites prohibit scraping, and aggressive scraping can get you blocked. Tools like Playwright or Puppeteer work well for dynamic pages. Which sites are you tracking?
THREE SITES — study each before writing a scraper, because the right
method is per-site, not universal.
PER-SITE LOAD ANALYSIS (do this first, always)
Site A Prices in server-rendered HTML
→ plain fetch + parse. Cheapest, most stable. Don't reach for
a browser you don't need.
Site B Prices injected by JS after load
→ check the network tab first — there's usually a JSON API
behind it. Hit that directly and skip the browser entirely.
Fall back to headless only if the API is signed.
Site C Prices behind a "show pricing" interaction
→ headless, one click, then read. The interaction is the
fragile part; pin it to a stable selector, not a position.
The mistake this avoids: rendering all three in a headless browser
because one needs it. That's 10× the cost and 10× the breakage.
STRUCTURE INTO BUSINESS FIELDS — not raw HTML
competitor · plan_name · price · billing_period · seat_included ·
captured_at
Normalize on the way in: "$29/mo" and "$29 per month" become the same
record, or your change-detection fires on formatting noise.
VALIDATE BEFORE STORING — the step that prevents false alarms
• price parses to a number in a sane range
• plan count matches last run ±1 (a page redesign drops to zero
fields silently; catch it here, not in a 3am alert)
• non-empty across all three sites
A scraper without validation reports the competitor "removed all
pricing" the first time they change a class name.
SCALE + SCHEDULE
Pagination auto-followed where tiers span pages. Daily run,
business hours. Diff against last snapshot, alert only on a real
price or plan change.
COMPLIANCE
Check robots.txt and ToS per site, throttle to human-rate, identify
your agent. Aggressive scraping gets the IP blocked and the data
stops — politeness is a reliability feature here, not just etiquette.
Give me the three URLs and I'll classify each by load type.About this skill
name: finance-scraper-builder description: Use when Turns websites into continuously updating data sources for competitive and market intelligence.
Finance Scraper Builder Skill
Studies how a target site loads, picks a stable extraction method, structures content into business fields, validates the data, and scales pagination automatically, so finance teams can monitor competitor pricing, launches, and market signals on autopilot.
What you get
- Available in the official bright-data plugin
- outputs analytics-ready datasets.
Customize your output
- Point it at your own workbooks/datasets and adapt the output structure to your reporting standards.
Example output
A production scraper collecting competitor pricing and market signals into clean sheets.
Best for
Finance, competitive-intel, and investment teams.
SKILL.md preview
---
name: finance-scraper-builder
description: Use this skill when turning a competitor or market website into a continuously updating structured data source for finance and market intelligence.
version: 1.0.0
category: Finance / Market Intel
author: AgentVolt
license: proprietary
tags:
- finance
- market-intel
- flagship
---
# Finance Scraper Builder Skill
Studies how a target site loads, picks a stable extraction method, and builds an auto-scaling scraper that structures competitor signals into monitorable fields.
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