ScriptVeda
Web Scraping Services

Web scraping that survives at scale

We turn any website into clean, structured data you can actually use. Block-free scrapers and full data pipelines, built in Python, delivered on your schedule in the format you need.

Millions+
Records delivered
Block-free
At scale
5.0
Rated on Upwork
What we pull

If it's on a website, we can collect it

We have built scrapers across very different kinds of sources. Whatever the site, the data ends up clean and in one shape.

E-commerce & marketplaces

Products, prices, variants, stock, images and reviews from stores and marketplaces.

Real estate & rentals

Listings, pricing, photos, agent details and price history from property portals.

Social media

Posts, engagement, media and profile data from public accounts at scale.

Directories & leads

Business listings, contacts and B2B lead data, cleaned and deduplicated.

Reviews & ratings

Customer reviews, ratings and sentiment data for research and monitoring.

Search results & listings

Result pages, rankings and aggregated listings across many sources.

How it works

A full pipeline, not just a script

Anyone can grab a page. The value is in everything around it: staying unblocked, cleaning the data, and getting it to you reliably.

1

Scrape

A distributed scraper pulls the data at volume, using proxies and real browsers to stay block-free.

2

Clean & validate

We standardise, deduplicate and validate every record so the data you get is actually usable.

3

Store

Validated data lands in MongoDB or your database, with raw responses kept for re-processing.

4

Deliver

Clean CSV, JSON or Excel sent where you want it: email, Google Drive, S3 or Slack, on a schedule.

Why ScriptVeda

The hard part is keeping it alive

Most scrapers work for an hour and then get blocked or quietly break. Ours are built to run for years.

Block-free at scale

Rotating residential proxies (Bright Data, Zyte), real browser automation and smart throttling keep collection running where naive scrapers get banned.

Built to scale

We have shipped scrapers that handle millions of records across hundreds of cities and sources without falling over.

Clean, trustworthy data

Validation, deduplication and monitoring mean you get accurate data, not a pile of half-broken rows you have to fix yourself.

Delivered, not dumped

Scheduled runs, notifications and the exact format and destination you need. You get fresh data without lifting a finger.

Proof

Scraping projects we've shipped

Real pipelines delivering clean data to real clients. See the full case studies on our work page.

High-Volume Zillow Scraping & Weekly Data Pipeline

High-Volume Zillow Scraping & Weekly Data Pipeline

A 24/7 scraping and ETL pipeline that extracts full Zillow listing data at massive scale, then cleans, stores, and delivers fresh datasets to the client every week.

200GB+
Data Collected
Millions
Listings
24/7
Schedule
Large-Scale Airbnb Listings Scraper & Data Pipeline

Large-Scale Airbnb Listings Scraper & Data Pipeline

A scalable Airbnb scraper that extracted 100,000+ public listings (details, pricing, images, reviews, owner info), cleaned them, and delivered structured CSV data to the client.

100K+
Listings
12+
Fields
CSV
Delivery
High-Volume Apartment Listings Scraper & Data Pipeline

High-Volume Apartment Listings Scraper & Data Pipeline

A scalable scraping and ETL pipeline that collects apartment rental listings across many sources at scale, then cleans, structures, and delivers fresh datasets to the client on a schedule.

1M+
Listings
100+
Cities
24/7
Schedule
Large-Scale Twitter (X) Social Data Scraper

Large-Scale Twitter (X) Social Data Scraper

A scalable Twitter (X) scraper that archived 2,000,000+ posts and engagement data from 500+ profiles, with incremental updates and clean exports for analytics.

2M+
Data Points
500+
Profiles
Incremental
Updates
Instagram Data Extraction Tool – Content Scraper

Instagram Data Extraction Tool – Content Scraper

A custom Instagram scraper that collected 200,000+ public posts and 10,000+ profile bios, extracting media, captions, engagement, and bio data, then delivered clean CSV files.

200K+
Posts
10K+
Profiles
CSV
Delivery
Facebook Post & Marketplace Scraper

Facebook Post & Marketplace Scraper

A robust scraper and ETL pipeline that extracted 400,000+ records from Facebook groups, pages, and Marketplace, then delivered clean, structured CSV/Excel datasets to the client.

400K+
Records
Groups, Pages, Marketplace
Sources
CSV / Excel
Delivery
Our stack

Tools we scrape with

PythonScrapySeleniumPlaywrightBeautifulSoupPandasMongoDBAWS S3Apache AirflowBright DataZyte
Client voices

What clients say about our scraping work

The team has deep expertise in web scraping. They successfully completed multiple milestones for me, always delivering accurate and high-quality data. Their ability to handle complex scraping tasks, work with proxies, and overcome site restrictions is truly impressive. Communication was smooth throughout, and they consistently delivered work on time. I highly recommend them to anyone looking for a skilled and reliable scraping partner. Will definitely work with them again!
Scraping Project
Verified Upwork client
It was a pleasure working with the team on a web scraping project involving over 15 milestones and multiple websites, and the results have been outstanding. They consistently delivered accurate solutions, met tight deadlines, and went above and beyond to ensure the project's success. Communication was seamless, and they demonstrated deep technical expertise, adaptability, and professionalism throughout. I highly recommend them to anyone in need of a skilled and reliable partner for web development or web scraping!
Web Scraping to a Custom Data Structure
Verified Upwork client
Strongly recommend the team, very good quality work with a good understanding of the subject. I wish them all the best.
Dealer Data Scraping
Verified Upwork client
Questions

Web scraping, answered

Is web scraping legal?

We focus on publicly available data and work within each site's terms and applicable rules. If a request heads into territory that isn't advisable, we tell you honestly rather than just taking the job.

Won't the website just block us?

Not if it's built properly. We use rotating residential proxies, real browser automation and careful throttling so collection stays reliable at volume. Handling blocks is the core of what we do.

Can you scrape sites that load data with JavaScript?

Yes. We drive real browser engines with Playwright and Selenium, so dynamic content loads exactly as it would for a person, including data that only appears after scripts run.

How do you deliver the data?

Clean CSV, JSON or Excel, sent wherever you want it: email, Google Drive, a database or S3. We can run it once or on a recurring daily or weekly schedule with notifications on each run.

How fresh can the data be?

Anywhere from a one-off snapshot to scheduled refreshes every week or day. For ongoing needs we set up a pipeline that keeps delivering without you having to ask.

What happens when the site changes its layout?

We build in validation and monitoring so we catch layout changes early and fix the scraper before any bad data reaches you, instead of finding out weeks later.

Need data off a website?

Tell us the source, roughly how much data, and how you want it delivered. We'll come back with a clear plan and a real number.

Start a project