Web Scraping & Data Collection Pipelines
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About this service
Summary
FAQs
Can you scrape dynamic or JavaScript-based websites?
Yes I use Selenium or Playwright legally when needed, though I prefer APIs or static HTML for performance and reliability.
Can you integrate directly with my warehouse or dashboard?
Absolutely. I can connect to Snowflake, BigQuery, or PostgreSQL so your analytics refresh automatically.
Do you follow site terms of service?
Always. I only collect publicly available or API-accessible data in compliance with site policies.
What's included
Custom Web Scraper or Data Collector
A Python-based scraper or API integration designed to extract and normalize data from your target sources (websites, APIs, XML feeds).
Clean Structured Dataset (CSV, JSON, or Database Upload)
Fully formatted and validated dataset ready for analysis or integration into your existing system.
Automated Pipeline Setup
Scheduling and automation using Dagster, Airflow, or Cron so data refreshes happen automatically.
Cloud or Database Integration
Data delivery configured for your preferred destination AWS S3, Snowflake, BigQuery, PostgreSQL, etc.
Documentation & Handoff Guide
Step-by-step instructions, schema details, and code explanations for smooth future maintenance.
Quality & Accuracy Validation Report
A brief summary showing test runs, data sample checks, and validation logs for transparency.
Skills and tools
Industries