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Zyte Data

Fully managed web data service

Sample data for your custom needs in one day. Quality assured production pipeline in 10 days.

Request your free data sample
We'll do the heavy lifting

Skip the struggle

When your web data slips, pricing misses the market and launches stall. When it scales, you enter new markets faster than competitors can follow.

  • We build, run, and maintain every part of your data pipeline. No engineering required.
  • Delivery scored on accuracy, completeness, validity, consistency, timeliness, coverage and freshness.
  • Your specialists stay on new sources; we keep existing feeds alive.
  • Top-ranked reliability, verified by Proxyway. Powered by Zyte API

The data partner of your dreams

Heritage and expertise

For 15 years, Zyte has powered web data collection for the world’s leading enterprises across all industries. Built by the team behind Scrapy, the most-used open-source web scraping framework.

Compliance built in

Each data project is reviewed for regulatory risk, with direct collaboration from our legal team when required to support GDPR, CCPA, and EU AI Act alignment.

Custom solutions, built for scale

We design custom extraction solutions tailored to your goals, built to handle complex sites and operate at global scale.

End-to-end reliability

We manage the full data lifecycle, from discovery to testing to delivery, and backed by enterprise-grade SLAs.

Powered by Zyte API

We power every engagement with Zyte API, providing enterprise-grade access, structured delivery, and infrastructure built for mission-critical data.

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Trusted by data-fueled organizations

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Working with Zyte Data

The industry's largest dedicated team of web data engineers, project managers and compliance experts becomes part of your team. With Zyte, you get a partner, not just a provider.

Getting started

From day one, we launch a highly efficient, structured onboarding process focused on defining scope, aligning expectations, delivering sample data quickly, and launching your feeds. We absorb the operational tax: blocks, CAPTCHAs, patches, failed runs.

Constant alignment

You'll have a single source of truth for project status, tickets, and communication, plus direct access to your dedicated team whenever you need us via Slack and scheduled check-ins.

A process driven by speed-to-value

We prioritize fast iteration and early data delivery, so you can validate, refine, and move into production with confidence.

Simple pricing that 
scales with your needs

You pay for a maintained feed that meets an agreed specification. The right comparison isn't price per record: it's the total cost of reliable, usable web data over time. Standard and custom plans from $500 per month.

See plans

If it's web data, we've delivered it.

These are just a few examples. We've delivered web data across industries and tailor schemas to meet unique business needs.

Real estate listings

Real estate listings
1{
2  "realEstateListing": {
3    "id": "hl-ATX-1427-woodland",
4    "url": "https://hearthlane.example/listings/woodland-ave-1427",
5    "status": "ForSale",
6    "price": {
7      "amount": 849000,
8      "currency": "USD",
9      "display": "$849,000"
10    },
11    "address": {
12      "street": "1427 Woodtree Ave",
13      "city": "Austin",
14      "region": "TX",
15      "postalCode": "78704",
16      "country": "US"
17    },
18    "property": {
19      "type": "SingleFamily",
20      "bedrooms": 4,
21      "bathrooms": 3,
22      "livingAreaSqft": 2418,
23      "lotSizeAcres": 0.19,
24      "yearBuilt": 1998,
25      "parking": {
26        "type": "Garage",
27        "spaces": 2
28      }
29    },
30    "location": {
31      "neighborhood": "Bouldin Creek",
32      "coordinates": {
33        "lat": 30.2492,
34        "lng": -97.7546
35      }
36    },
37    "media": {
38      "mainImage": {
39        "url": "https://hearthlane.example/media/hl-1427/main.jpg",
40        "alt": "Front exterior of 1427 Woodland Ave"
41      },
42      "images": [
43        "https://hearthlane.example/media/hl-1427/01.jpg",
44        "https://hearthlane.example/media/hl-1427/02.jpg",
45        "https://hearthlane.example/media/hl-1427/03.jpg"
46      ],
47      "floorplan": {
48        "url": "https://hearthlane.example/media/hl-1427/floorplan.png"
49      }
50    },
51    "highlights": [
52      "Renovated kitchen (2022)",
53      "10-panel solar system",
54      "EV charger in garage",
55      "Walkable to South Congress"
56    ],
57    "amenities": [
58      "Central air",
59      "Hardwood floors",
60      "Fenced yard",
61      "Gas range",
62      "Smart thermostat"
63    ],
64    "openHouses": [
65      {
66        "start": "2026-02-01T13:00:00-06:00",
67        "end": "2026-02-01T15:00:00-06:00",
68        "note": "Hosted by listing agent"
69      }
70    ],
71    "description": "Bright, updated home in Bouldin Creek with an open layout, chef-friendly kitchen, and a private backyard. Solar panels keep energy costs low, and the EV charger makes commuting easy. Minutes to local shops and dining.",
72    "agent": {
73      "brokerage": "Hearthlane Realty",
74      "phone": "+1-512-555-0188",
75    },
76    "disclaimer": "All information deemed reliable but not guaranteed. Buyer to verify."
77  }
78}
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The data you need, in any format

Formats that fit your workflow

Whether you need raw files or structured feeds, we’ll shape your data to match your stack. Coverage and freshness matched to the cadence of your market.

  • CSV
  • JSON
  • XML

Delivered where you need it

Your data, your rules. We push it to the tools and platforms you already use. No extra effort required.

  • GCS
  • S3
  • CSV
  • Azure
  • AWS
Talk to an expert
Testimonials

Our customers are doing amazing things. See what they say about Zyte Data.

Reliable Competitor Data Partner with Stellar Support

I love the ease of the initial setup with Zyte, as they took care of all the development, and we only needed to communicate what data we needed and set up the necessary processes on our end. I find it great that Zyte handles everything for us, allowing us not to worry about maintaining a platform ourselves.

David P.Verified G2.com Reviewer

Insights for teams outsourcing web data

Frequently asked questions

A managed web data service delivers accurate, uninterrupted web data to your specification. Instead of building and maintaining web scraping infrastructure in-house, you work with a team that owns engineering, maintenance, scaling and delivery on your behalf. You buy the outcome, not the tooling.

Outsourcing makes sense when:

  • Your team lacks dedicated scraping expertise
  • Sites frequently block or change structure, and you don't have a team to address in real-time
  • You need large-scale, ongoing data feeds
  • Time-to-market is critical
  • Maintenance costs are becoming unpredictable

Building in-house can work for small or one-off projects, but long-term or large-scale data programs often require constant maintenance and infrastructure investment. A managed provider removes that operational burden.

Zyte follows a structured process:

- Project discovery & scoping – We define your requirements, target sites, schema, and delivery schedule.

- Specification & setup – Our engineers build extraction workflows and configure your custom data feeds. Samples are delivered to ensure alignment to your expectations.

- Quality assurance & delivery – Data is validated against your schema and delivered on a reliable schedule, with ongoing monitoring and maintenance.

You receive clean, structured data, without managing web scraping infrastructure yourself.

Zyte supports a wide range of projects, including:

- Real estate listings

- E-commerce product and pricing data

- Business directories and company data

- Travel and hospitality data

- Job listings

- News and media monitoring

- Training datasets for AI and machine learning

If the data exists publicly on the web, Zyte can design a reliable extraction and delivery workflow around it.

Timelines depend on complexity, number of sites, and custom schema requirements, but typically 2-4 weeks.

For straightforward projects, feeds can be delivered faster. Larger, multi-site enterprise programs may take longer to fully scope and implement.

Zyte provides clear timelines during the scoping phase so there are no surprises.

A professional managed provider should include:

- Schema validation and field mapping

- Automated monitoring for site changes

- Error detection and alerting

- Ongoing maintenance and updates

- Quality assurance checks before and after delivery

At Zyte, data is validated against your defined structure and monitored continuously to ensure reliability over time.

In many cases, yes.

Building internally requires:

- Engineers with scraping expertise

- Proxy infrastructure

- Anti-bot handling

- Ongoing maintenance

- Monitoring and QA

Managed services consolidate those costs into predictable pricing, often reducing long-term operational overhead, especially at scale.

Modern websites use sophisticated anti-bot measures. Zyte combines years of unblocking human expertise with its own proprietary, AI-powered technology to reliably access and extract data from complex sites.

This reduces downtime, failed runs, and the need for constant in-house debugging.

Yes.

Data can be delivered in your preferred:

- Schema

- File format (JSON, CSV, XML, etc.)

- Delivery method (API, S3, cloud storage, etc.)

- Frequency (daily, weekly, real-time, custom cadence)

The goal is delivery that fits your existing workflows.

Compliance and responsible data practices are critical when outsourcing data collection, and Zyte has helped shape many of the compliance protocols for the industry, including founding the Ethical Web Data Collection Initiative (EWDCI).

Zyte has over 15 years of experience in responsible web data extraction and operates with strong compliance standards and secure data handling practices. Learn more about Zyte's compliance strategy.

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