Fully Managed Data Scraping Service
Custom data pipelines, built for you. We turn complex websites into dependable data that drives revenue and enables faster, smarter decisions.
Trusted by data-fueled organizations
Zyte Data
Your fastest route to accurate web data
Zyte’s managed web scraping service combines over 15 years of web data expertise with AI automation to get your feeds live faster, without setup fees or compliance risks.
No engineering required
Just get the data. We build, run, and maintain every part of your data pipeline.
No setup costs
Zyte’s engineers use AI to transform web pages into data feeds, making data from thousands of websites accessible and cost-effective.
Quick delivery
Data arrives ready to use in your preferred schema and format. Quickly and cost-efficiently.
A partner, not just a provider.
Why leading companies trust Zyte with their web scraping projects.
Heritage and expertise
For over 15 years, Zyte has powered web data collection for the world’s leading enterprises across all industries.
End-to-end reliability
We manage the full data lifecycle, from discovery to testing to delivery, and backed by enterprise-grade SLAs.
Custom solutions, built for scale
We design custom extraction solutions tailored to your goals. Built to handle complex sites and operate at global scale.
Accurate & fully compliant
Our team delivers web data that meets the highest standards of accuracy, transparency, and legal compliance.
Dedicated support and engineering team
Our engineers, project managers and legal experts work as an extension of your team, supporting business-critical data initiatives.
Wide range of data types
Whatever you need,Zyte's done it.
These are just a few examples. We’ve delivered web data across industries and tailor schemas to meet unique business needs. Reach out to discuss your project.
1{
2 "name": "StoneShoesbasket",
3 "productName": "Stoneshoes",
4 "price": 149,
5 "currency": "USD",
6 "currencyRaw": "$",
7 "regularPrice": 199.00,
8 "availability": "InStock",
9 "sku": "A123DK9823",
10 "mpn": "code-123",
11 "gtin": [],
12 "brand": {},
13 "breadcrumbs": [],
14 "mainImage": {},
15 "images": [],
16 "description": "product description",
17 "descriptionHtml": "<article>HTML description for Product ...</article>",
18 "color": "Red",
19 "size": "XL",
20 "weight": {},
21 "material": ["Metal", "Plastic"]
22} Copy
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} Copy
1{
2 "name": "dREAMjOBSTODAY",
3 "jobTitle": "Crew Member - Thamesmead 939",
4 "employmentType": "Full Time",
5 "salary": "£9.52 - £12.26",
6 "salaryMax": 12.26,
7 "currency": "GBP",
8 "currencyRaw": "£",
9 "availability": "Open",
10 "jobLocation": "SE28 8RD UK",
11 "hiringOrganization": "dREAMjOBSTODAY Careers UK",
12 "datePublished": "2025-10-08T00:00:00",
13 "datePublishedRaw": "2025-10-08",
14 "probability": 0.6755940318107605,
15 "url": "https://careers.dreamjobstoday.example/job-search/location-london/crew-member-thamesmead-939/pdx-djt-3ef1bf0e-0015-4d0f-8201-000246a1a831-77342",
16 "description": "dREAMjOBSTODAY is a fictional global hiring platform focused on connecting people with entry-level and customer-facing roles across the UK.",
17 "descriptionHtml": "<article><p>dREAMjOBSTODAY is a fictional global hiring platform.</p><p>Join our team and become part of a friendly, fast-paced environment where collaboration and great customer experiences come first.</p></article>",
18 "metadata": {
19 "dateDownloaded": "2025-10-09T09:39:58Z"
20 }
21} Copy
1{
2 "title": "20 Years Ago, Daniel D. Cave Built the 'Best cave yacht app of all time'. It sank like a stone.",
3 "category": "Tech",
4 "description": "This month marks the 20th anniversary of Yacht Cave, which debuted July 19, 2005, and didn't get far at all.",
5 "image": {
6 "url": "https://helloworldnews.example/images/articles/yacht-cave.jpg"
7 },
8 "url": "https://www.helloworldnews.example/tech/apple/yacht-cave",
9 "publisher": {
10 "name": "HelloWorldNews"
11 },
12 "author": {
13 "name": "Martin J. Sally",
14 "profileImage": "https://helloworldnews.example/images/authors/Jordana-j-sally-ptolemy.jpg"
15 },
16 "publishedTime": "12 hours ago",
17 "lastModified": "12 hours ago",
18 "engagement": {
19 "likes": 28
20 },
21 "disclaimer": "Article metadata is fictional and provided solely for demonstration, testing, and schema validation purposes."
22} Copy
1{
2 "_comment": "JSON example for indicative processes only.",
3
4 "dataset": {
5 "id": "td-webarticles-corpus-1042",
6 "url": "https://trainingdataipsum.example/datasets/web-articles-corpus",
7 "name": "Global Web Articles Corpus (Multilingual)",
8 "category": [
9 "LLM Training",
10 "Text Corpus",
11 "Web Data"
12 ],
13 "summary": "A large-scale corpus of publicly available web articles collected from approximately 10,100,000 websites across multiple domains, curated for AI",
14
15 "version": "1.0.0",
16 "releaseDate": "2026-01-15",
17 "lastUpdated": "2026-02-10",
18
19 "format": [
20 "JSONL",
21 "Parquet"
22 ],
23
24 "language": [
25 "en",
26 "es",
27 "fr",
28 "de",
29 "pt",
30 "it",
31 "nl"
32 ],
33
34 "size": {
35 "documents": 10321323,
36 "tokensApprox": 3100000000,
37 "compressedBytes": 12400000000
38 },
39
40 "schema": {
41 "recordType": "web_document",
42 "fields": [
43 { "name": "document_id", "type": "string" },
44 { "name": "source_url", "type": "string" },
45 { "name": "domain", "type": "string" },
46 { "name": "title", "type": "string" },
47 { "name": "content", "type": "string" },
48 { "name": "language", "type": "string" },
49 { "name": "publication_date", "type": "date" },
50 { "name": "topics", "type": "array" },
51 { "name": "content_length", "type": "integer" },
52 { "name": "quality_score", "type": "number" }
53 ]
54 },
55
56 "labels": {
57 "topics": [
58 "technology",
59 "business",
60 "finance",
61 "health",
62 "science",
63 "education",
64 "entertainment",
65 "lifestyle",
66 "travel",
67 "environment"
68 ]
69 },
70
71 "quality": {
72 "deduplication": "MinHash + URL canonicalization + content similarity filtering",
73 "contentFiltering": "Removal of boilerplate, navigation text, and low-content pages",
74 "languageId": "fastText-based language identification",
75 "qualityScoring": "Custom",
76 "safetyFiltering": "Custom"
77 },
78
79 "compliance": {
80 "pii": "No intentional collection of personal data. Automated filtering applied to exclude personal identifiers where detected.",
81 "sourceType": "Publicly accessible web content",
82 "jurisdictions": [
83 "EU",
84 "US",
85 "UK"
86 ]
87 },
88
89 "coverage": {
90 "numberOfDomains": 10321323,
91 "domainTypes": [
92 "news",
93 "blogs",
94 "documentation sites",
95 "magazines",
96 "public reports"
97 ],
98 "collectionWindow": {
99 "start": "2023-06-01",
100 "end": "2026-01-01"
101 }
102 },
103
104 "disclaimer": "This dataset is a synthetic representation of a web-scale corpus for demonstration and testing purposes. It does not contain proprietary or restricted data and is intended solely for evaluation, benchmarking, and schema validation."
105 }
106} Copy
1{
2 "marketFinancialData": {
3 "id": "mk-financialipsum-fip",
4 "url": "https://marketdeck.io/quote/FIP",
5 "asOf": "2026-01-19T14:32:10Z",
6 "instrument": {
7 "symbol": "FIP",
8 "name": "FinancialIpsum Corp",
9 "type": "Equity",
10 "exchange": "NASDAQ",
11 "currency": "USD",
12 "isin": "US0FIP000001",
13 "cusip": "0FIP00000",
14 "sector": "Technology",
15 "industry": "Financial Data & Analytics Software"
16 },
17 "price": {
18 "last": 74.36,
19 "change": 1.28,
20 "changePercent": 1.75,
21 "open": 72.95,
22 "high": 75.1,
23 "low": 72.4,
24 "previousClose": 73.08
25 },
26 "volume": {
27 "current": 3894521,
28 "avg30d": 4621180
29 },
30 "marketCap": 24380000000,
31 "valuation": {
32 "peTTM": 31.6,
33 "epsTTM": 2.35,
34 "forwardPE": 27.2,
35 "peg": 1.8,
36 "priceToSalesTTM": 7.1
37 },
38 "dividend": {
39 "yieldPercent": 0.6,
40 "annual": 0.44,
41 "exDate": "2026-02-03",
42 "payDate": "2026-02-21"
43 },
44 "range": {
45 "day": {
46 "low": 72.4,
47 "high": 75.1
48 },
49 "week52": {
50 "low": 52.18,
51 "high": 81.42
52 }
53 },
54 "technical": {
55 "movingAvg50d": 71.92,
56 "movingAvg200d": 64.38,
57 "rsi14d": 54.1,
58 "beta": 1.18
59 },
60 "financials": {
61 "revenueTTM": 3840000000,
62 "grossMarginPercent": 69.8,
63 "operatingMarginPercent": 21.4,
64 "netIncomeTTM": 624000000,
65 "freeCashFlowTTM": 581000000
66 },
67 "events": {
68 "earnings": {
69 "nextDate": "2026-02-12",
70 "time": "AfterMarketClose"
71 }
72 },
73 "news": [
74 {
75 "headline": "FinancialIpsum reports strong demand for synthetic market data platforms",
76 "url": "https://marketdeck.io/news/financialipsum-synthetic-data-growth",
77 "publishedAt": "2026-01-18T10:05:00Z",
78 "source": "MarketDeck Wire"
79 },
80 {
81 "headline": "Analytics software stocks rally as fintech infrastructure spending rises",
82 "url": "https://marketdeck.io/news/fintech-infrastructure-rally",
83 "publishedAt": "2026-01-17T16:42:00Z",
84 "source": "MarketDeck Insights"
85 }
86 ],
87 "disclaimer": "Market data shown is fictional and provided solely for demonstration, testing, and schema validation purposes. It does not represent any real company or security."
88 }
89} Copy
1{
2 "travelHospitality": {
3 "id": "sp-lisbon-neverendingsummer-001",
4 "url": "https://staypilot.example/hotels/lisbon/neverending-summer-resort",
5 "type": "Hotel",
6 "name": "NeverendingSummer Resort",
7 "brand": "StayPilot",
8 "status": "Available",
9 "rating": {
10 "value": 4.6,
11 "count": 1287
12 },
13 "address": {
14 "street": "Rua do Sol Eterno 18",
15 "city": "Lisbon",
16 "region": "Lisboa",
17 "postalCode": "1100-312",
18 "country": "PT"
19 },
20 "location": {
21 "neighborhood": "Alfama",
22 "coordinates": {
23 "lat": 38.7112,
24 "lng": -9.1291
25 }
26 },
27 "stay": {
28 "checkIn": "2026-04-18",
29 "checkOut": "2026-04-21",
30 "nights": 3,
31 "guests": 2,
32 "rooms": 1
33 },
34 "pricing": {
35 "currency": "EUR",
36 "total": 612.0,
37 "nightly": 204.0,
38 "taxesAndFees": 48.0,
39 "freeCancellationUntil": "2026-04-16",
40 "payAtProperty": false
41 },
42 "rooms": [
43 {
44 "name": "Standard Double",
45 "bed": "1 Queen",
46 "maxGuests": 2,
47 "refundable": true,
48 "breakfastIncluded": false,
49 "pricePerNight": 189.0,
50 "currency": "EUR"
51 },
52 {
53 "name": "River View Suite",
54 "bed": "1 King",
55 "maxGuests": 3,
56 "refundable": true,
57 "breakfastIncluded": true,
58 "pricePerNight": 246.0,
59 "currency": "EUR"
60 }
61 ],
62 "amenities": [
63 "Free Wi-Fi",
64 "Breakfast available",
65 "Airport shuttle",
66 "Air conditioning",
67 "24-hour front desk",
68 "Rooftop terrace"
69 ],
70 "policies": {
71 "checkInFrom": "15:00",
72 "checkOutUntil": "11:00",
73 "petsAllowed": false,
74 "smokingAllowed": false
75 },
76 "highlights": [
77 "5-minute walk to São Jorge Castle",
78 "Rooftop terrace with river views",
79 "Recently renovated rooms"
80 ],
81 "media": {
82 "mainImage": {
83 "url": "https://staypilot.example/media/neverending-summer/main.jpg",
84 "alt": "Rooftop terrace overlooking the Tagus River at NeverendingSummer Resort"
85 },
86 "images": [
87 "https://staypilot.example/media/neverending-summer/01.jpg",
88 "https://staypilot.example/media/neverending-summer/02.jpg",
89 "https://staypilot.example/media/neverending-summer/03.jpg"
90 ]
91 },
92 "hostOrOperator": {
93 "name": "NeverendingSummer Resort",
94 "phone": "+351-21-555-0123",
95 "email": "hello@neverendingsummer.staypilot.example"
96 },
97 "booking": {
98 "provider": "StayPilot",
99 "bookingUrl": "https://staypilot.example/booking?hotel=neverending-summer-resort&checkin=2026-04-18&checkout=2026-04-21&guests=2",
100 "confirmationInstant": true
101 },
102 "disclaimer": "All property information is fictional and provided for demonstration, testing, and schema validation purposes only."
103 }
104} Copy
1{
2 "businessListing": {
3 "id": "np-ldn-theloremfactory-7421",
4 "url": "https://nimbuspages.example/companies/the-lorem-factory-ltd",
5 "name": "TheLoremFactory Ltd",
6 "legalName": "The Lorem Factory Limited",
7 "type": "PrivateCompany",
8 "industry": [
9 "Content Generation",
10 "Digital Tooling",
11 "SaaS"
12 ],
13 "description": "TheLoremFactory builds placeholder content and mock data tools for designers, developers, and product teams, helping them prototype faster with realistic lorem-style assets.",
14 "foundedYear": 2019,
15 "employeeCount": {
16 "value": 42,
17 "range": "11-50"
18 },
19 "headquarters": {
20 "street": "14 Placeholder Street",
21 "city": "London",
22 "region": "England",
23 "postalCode": "EC1A 4JL",
24 "country": "GB"
25 },
26 "locations": [
27 {
28 "city": "London",
29 "country": "GB",
30 "type": "Headquarters"
31 }
32 ],
33 "contact": {
34 "phone": "+44 20 7000 1234",
35 "email": "hello@theloremfactory.nimbuspages.example",
36 "website": "https://theloremfactory.nimbuspages.example"
37 },
38 "identifiers": {
39 "companyNumber": "11840291",
40 "vatNumber": "GB 312 4456 78",
41 "lei": "5493009LOREMFACTORY1"
42 },
43 "social": {
44 "x": "https://x.com/theloremfactory"
45 },
46 "categories": [
47 "Software Company",
48 "Developer Tools",
49 "B2B SaaS"
50 ],
51 "businessHours": [
52 {
53 "day": "Mon",
54 "opens": "09:00",
55 "closes": "18:00"
56 },
57 {
58 "day": "Tue",
59 "opens": "09:00",
60 "closes": "18:00"
61 },
62 {
63 "day": "Wed",
64 "opens": "09:00",
65 "closes": "18:00"
66 },
67 {
68 "day": "Thu",
69 "opens": "09:00",
70 "closes": "18:00"
71 },
72 {
73 "day": "Fri",
74 "opens": "09:00",
75 "closes": "17:00"
76 }
77 ],
78 "rating": {
79 "value": 4.7,
80 "count": 96,
81 "source": "NimbusPages"
82 },
83 "tags": [
84 "Lorem ipsum",
85 "Mock data",
86 "Prototyping",
87 "Developer tools"
88 ],
89 "media": {
90 "logo": {
91 "url": "https://nimbuspages.example/media/logos/the-lorem-factory.png",
92 "alt": "TheLoremFactory logo"
93 }
94 },
95 "lastUpdated": "2026-01-05T11:22:40Z",
96 "disclaimer": "Company information is fictional and provided for demonstration and testing purposes only."
97 }
98} Copy
Seamless project delivery
A structured approach to planning, deploying, and maintaining high-performing data feeds.
Shaping Your Project
We start by understanding your goals, data requirements, and success metrics. Together, we define exactly what you need and how best to deliver it.
Requirements gathered and validated across all sites
Collaborative action plan with Zyte solution engineers
Fast, transparent pricing and timelines
Specification & Feed Setup
Our engineers turn your plan into a detailed data blueprint. We map fields, formats, schedules, and delivery endpoints to ensure everything fits seamlessly into your workflow.
Custom data schema and extraction specs
Feed setup and integration with your preferred delivery method
Internal QA checkpoints before live delivery
Quality Assurance & Delivery
Every feed is tested, validated, and quality-checked before launch. Once live, you get clean, structured data, delivered reliably and on schedule.
Data validation against your defined schema
Ongoing monitoring and maintenance
Continuous feedback loop to refine results
Clean, structured delivery
The data you need, inany format
Data arrives ready to use in your preferred schema and format.
CSV
JSON
XML
Working with Zyte Data
Our team of engineers, project managers and compliance experts will become a valuable part of your team. With Zyte, you get a trusted data partner, not just a scraping 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.
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.
Watch the data roll in
Production-ready data, delivered consistently and built to scale with you.
Testimonials
Don’t just take our word for it. See what our customers have to say.
Leading data teams worldwide trust Zyte Data to deliver reliable, scalable web data.
Zyte
A complete web data platform
Whether you need a fully managed scraping service, powerful scraping API, or AI-powered web data extraction, Zyte delivers the technology and expertise to support every stage of your data journey.
Zyte Data
Managed Data Extraction
End-to-end project delivery handled by experts. We design, build, monitor, and maintain reliable data feeds. Your team gets structured, ready-to-use data without managing infrastructure or fighting website blocks.
Zyte API
Web Scraping API
Full-stack scraping API for unblocking, browser rendering and extraction. Designed for high-volume scraping workloads that require predictable costs and guaranteed performance.