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Extract Structured Data From Any Website At Scale

We build custom web scrapers that extract precisely the data you need from any website, at any scale. From simple one-time extractions to complex multi-source pipelines — delivered clean, structured, and ready to use.

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48hr
Avg. Turnaround
500+
Projects Done
10+
Years Experience
Free
Sample First

In plain english

In plain English: You tell us which website(s) you want data from and what columns you need. We build the software that collects it, cleans it, and hands it to you in a spreadsheet or database — no technical knowledge needed on your side.

Built For These Teams & Businesses

Click your role to see what we build for you.

🛒 E-commerce Brands

Monitor competitor pricing on Amazon, Flipkart, and Meesho in real time

Everything You Need — Nothing You Don't

Every data extraction services engagement includes our full quality guarantee: free sample, unlimited revision rounds, and proactive monitoring for ongoing projects.

Extract data from

Extract data from any public website — regardless of pagination, JavaScript rendering, or dynamic content

Anti-bot bypass using

Anti-bot bypass using rotating residential proxies, Playwright, Selenium, and CAPTCHA solvers

Flexible delivery formats

Flexible delivery formats: CSV, Excel, JSON, XML, Google Sheets, SQL database, REST API

Free sample dataset

Free sample dataset provided before full-scale extraction — no upfront payment required

Scheduled recurring extractions

Scheduled recurring extractions: hourly, daily, weekly, or on-demand via webhook

Automatic retries, error

Automatic retries, error monitoring, and proactive alerts when source websites change structure

Multi-source aggregation: combine

Multi-source aggregation: combine data from 10+ websites into one unified dataset

Full QA pipeline

Full QA pipeline: deduplication, normalization, and validation before delivery

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How Clients Actually Use Our Data Extraction Services

Real projects — different industries, different goals, same quality of outcome.

🛒E-commerce

THE CHALLENGE

Daily price monitoring across 5 competitor stores

A D2C brand needed to track 8,000 SKUs across Amazon.in, Flipkart, and Meesho. We built a scheduled scraper delivering a price-change delta report every morning — their team repriced in minutes, not days.

🏠Real Estate / PropTech

THE CHALLENGE

2 million property listings, refreshed daily

A Mumbai PropTech startup needed fresh listings from MagicBricks, 99acres, and Housing.com every morning across 12 cities. We built a parallel pipeline delivering 2M+ listings/day directly to their PostgreSQL database.

💼B2B Lead Generation

THE CHALLENGE

25,000 verified business leads from JustDial and IndiaMART

A Delhi-based B2B services company needed targeted leads from JustDial filtered by city and industry. We delivered 25,000 records with business name, phone, address, and rating — ready for their sales CRM.

🤖AI Training Data

THE CHALLENGE

500M Hindi tokens for LLM fine-tuning

A Bangalore AI startup needed diverse Hindi-language text for training a domain-specific LLM. We scraped 120 news portals, forums, and government portals — delivering 847M clean tokens in Hugging Face Datasets format.

View Full Case Studies

How We Deliver — Step by Step

A transparent process with clear handoffs. You always know what is happening and what is next.

01
01

Share Your Requirements

Day 0 — same day
Your side

Tell us which website(s) you want data from, which fields/columns you need, how often you need it, and your preferred output format. A WhatsApp message or a 15-minute call is enough.

Our side

We audit the target site — checking for anti-bot protection, JavaScript rendering requirements, pagination structure, and data freshness. We send you a detailed feasibility note and timeline within 2 hours.

02
02

We Build Your Custom Scraper

24–48 hours for most projects
Your side

Nothing from you at this stage — sit back.

Our side

Our engineers design the extraction pipeline: proxy rotation strategy, anti-bot bypass, pagination handling, field mapping, error retry logic, and data cleaning rules. We write unit tests for every critical extraction.

03
03

Review a Free Sample Dataset

Your approval before we proceed
Your side

Open the sample file and check: are all the fields there? Are the values accurate? Does the formatting match what you need? Request any changes — column renames, added fields, different format.

Our side

We deliver 100–500 representative records for your review. We refine the scraper based on your feedback — unlimited revision rounds until the sample is exactly right.

04
04

Full Extraction & Ongoing Delivery

Full data within 48 hours of approval
Your side

Receive your complete dataset in your inbox, Google Drive, or database. For recurring pipelines, data arrives automatically on your schedule.

Our side

We run the full extraction, perform a final QA pass, and deliver clean data. For recurring scrapers, we set up monitoring — if the source site changes structure, we fix it proactively before your next delivery.

What You Actually Receive

No vague promises. Here is the exact list of what lands in your inbox (or database) when we deliver your project.

Supported Output Formats
📄 CSV📊 Excel{ } JSON🗄️ SQL DB📋 Google Sheets🔌 REST API☁️ AWS S3 / Drive🔺 Parquet
📄CSV / Excel file with all extracted fields, column headers, and timestamps
🔗JSON or XML output for API or developer integration
🗄️Direct database delivery (MySQL, PostgreSQL, MongoDB) — optional
📊Google Sheets auto-populated and shared with your team
🔌REST API endpoint serving fresh data on demand — optional add-on
📋Data quality report: field completeness, record count, timestamp of extraction

Build It Yourself vs Hire DataScraper.in

Building and maintaining scraping infrastructure is harder than it looks. Here is an honest comparison.

FactorBuild It YourselfDataScraper.in ✓
Setup timeWeeks of development24–48 hours
Anti-bot bypassComplex — easily breaksIncluded, maintained
Maintenance when site changesYour dev team's problemWe fix it proactively
Starting cost$500+ in developer hoursFrom $20
Free sample before payingNoAlways
ScalabilityRebuild for each new sourceAdd sources on demand

Tools & Technologies We Use

We select the right tool for every job — not a one-size-fits-all approach.

🐍
Python + Scrapy
High-performance async crawling for large-scale extractions
🎭
Playwright
JavaScript rendering for dynamic, SPA-heavy websites
🔬
Selenium
Browser automation for complex interaction workflows
🥣
BeautifulSoup
Efficient HTML parsing for static websites
🤖
Node.js + Puppeteer
Fast headless Chrome automation for modern web apps
🌐
Rotating Proxies
Residential & datacenter IP rotation to avoid blocking
🔓
CAPTCHA Solving APIs
2Captcha, AntiCaptcha integration for protected sites
🗄️
MySQL / PostgreSQL
Direct database delivery for structured data pipelines
💰 Starts from $20

Free sample before payment · Quote within 2 hours · No long-term contracts required

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Common Questions About Our Data Extraction Services

Have a question not covered here? We respond within 30 minutes on WhatsApp.

How long does it take to build a custom web scraper?+
Most straightforward scrapers (single website, standard pagination, no heavy anti-bot protection) are ready within 24–48 hours of you confirming the requirements. Complex multi-site aggregation projects or sites with heavy anti-bot protection (Cloudflare, DataDome) typically take 3–5 business days. We always share a timeline estimate before starting.
What if the target website uses Cloudflare, DataDome, or other anti-bot protection?+
We handle most major anti-bot systems including Cloudflare, DataDome, PerimeterX, and Akamai Bot Manager. We use rotating residential proxies, browser fingerprint spoofing, headless browser automation (Playwright with stealth plugins), and CAPTCHA-solving APIs. If a website is technically impossible to scrape reliably, we tell you upfront — before starting and before any payment.
Can you extract data from websites that require login?+
Yes, when you provide valid credentials and have the legal right to access the data. We build scrapers that handle session management, cookie persistence, and multi-step authentication — but only on accounts you own or have written permission to use. We do not create fake accounts or bypass authentication for data you are not authorized to access.
How accurate will the data be? What is your quality guarantee?+
We target 99%+ accuracy on all extractions. Every project includes: field-level validation rules, duplicate detection, completeness checks, and anomaly flagging. You review a sample before full extraction — catching any quality issues before we run at scale. For recurring scrapers, we monitor data quality automatically and alert you to any drops.
What formats can you deliver the data in?+
We support CSV, Excel (.xlsx), JSON, XML, Google Sheets (auto-populated), SQL databases (MySQL, PostgreSQL, MongoDB), and REST API endpoints. We can also deliver to cloud storage (AWS S3, Google Drive, Dropbox). If you use a specific BI tool or CRM, tell us — we almost certainly support the format it requires.
Is web scraping legal?+
Scraping publicly available data — information visible to any user without logging in — is generally legal and has been upheld by courts including the US Ninth Circuit (hiQ vs LinkedIn, 2022). We only scrape public data, we comply with robots.txt on a case-by-case basis, and we never collect personal data in violation of GDPR or India's DPDP Act. We provide legal guidance and, if needed, an NDA before starting any project.
What happens if the source website changes its structure?+
For one-time projects, we deliver a fixed dataset and the project is complete. For recurring scrapers, we include proactive monitoring and free fixes — if the source site changes its HTML structure, page layout, or anti-bot system, we update the scraper before your next scheduled delivery. You will never receive blank or broken data without warning.
How much does data extraction cost?+
Projects start from $20 for simple one-time extractions. The price depends on: number of websites, total records, anti-bot complexity, delivery format, and whether you need recurring runs. We always send a detailed, itemized quote within 2 hours of your inquiry — and a free sample before any payment is required.
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Scrapers Commonly Used For This Service

Ready-built for the platforms our clients request most.

🕷️ Amazon Scraper 🕷️ Google Maps Scraper 🕷️ LinkedIn Scraper 🕷️ Zillow Scraper 🕷️ Yelp Scraper View all 23 scrapers →

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