Market and price intelligence
Scheduled collection of public product listings, prices, availability, and reviews across your market, turned into structured feeds your pricing and category teams can act on.
Data Scraping Services
Compliant Web Data Collection, Built to Last
The public web is full of data your business can lawfully use, if it is collected the right way. We build compliant, reliable extraction pipelines that respect site terms and privacy law, and deliver clean, structured datasets on schedule.
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Data Scraping Services
What we collect, always within the rules
Every pipeline we build works from publicly available data, respects each site's terms and technical signals, and complies with applicable privacy law. If a request crosses those lines, we decline it.
AI training datasets
Curated datasets assembled from public and properly licensed sources, cleaned, deduplicated, tagged, and normalized so your models train on quality data with a clear provenance trail.
Research and sentiment data
Public discussion, review, and engagement data gathered from open sources and converted into unified, analysis-ready files for market research and sentiment work.
Business and B2B datasets
Company information from public directories and registries, deduplicated and validated, with personal data handled strictly according to applicable privacy regulations.
Real estate and market listings
Public property listings, valuations, and market trends aggregated from open directories to power investment analysis and market tracking.
Extraction APIs and pipelines
For continuous needs, we build dedicated APIs and scheduled pipelines that keep structured data flowing into your systems with monitoring and quality checks built in.
Need reliable data without the legal gray zone?
Tell us the sources and fields you need. We will assess technical and legal feasibility, then deliver a clean sample extraction and a fixed USD quote.
Start a ProjectHow it works
Our compliance-first extraction process
- 01
Source and compliance review
We identify the right public sources and review each site's terms, technical signals, and applicable law before writing any code.
- 02
Pipeline architecture
Collection schedules and request rates designed to gather what you need politely, without stressing the source servers.
- 03
Collection build
Crawlers and extractors built and tested against real pages, including modern JavaScript-heavy sites, within permitted access.
- 04
Cleaning and validation
Automated checks purge duplicates, broken fields, and invalid records, so what reaches you is usable on arrival.
- 05
Structured delivery
Data mapped into the format your systems expect: JSON, CSV, spreadsheets, database tables, or direct API delivery.
- 06
Monitoring and maintenance
Sites change constantly. We monitor the pipelines, adapt extractors, and keep your data accurate over time.
Why AIoptimix
Why compliance-first is also reliability-first
Legal review on every project
We collect public data, respect robots.txt and site terms, throttle politely, and handle personal data under GDPR and CCPA rules. Work that cannot be done lawfully, we turn down.
Engineered, not improvised
Browser extensions and one-off scripts break the week you start relying on them. Our pipelines are monitored, maintained production systems built by senior engineers.
Respectful by design
Rate limiting and off-peak scheduling keep our collection from degrading source sites, which is both the ethical approach and the one that keeps pipelines stable.
Clean data, your format
You receive deduplicated, validated, structured data in whatever shape your database, warehouse, or model pipeline expects, ready to use without cleanup.
Engagement models
Pick the model that fits.
Staff Augmentation
Vetted engineers who join your team, work your hours, and follow your workflow.
Learn more →Dedicated Teams
A complete unit with delivery management that owns your product end to end.
Learn more →Fixed Price
A written scope, a fixed USD quote, and a committed timeline before we start.
Learn more →FAQ
Frequently asked questions.
Is scraping public data legal?
Collecting publicly available data is generally lawful in many jurisdictions, but the details matter: site terms, technical access signals, copyright, and privacy law all apply. We review every project against those factors before starting, design pipelines to stay within them, and decline work that cannot be done compliantly.
What kinds of sources will you not scrape?
We do not collect data in violation of a site's terms, bypass access controls or paywalls, harvest personal data outside privacy-law grounds, or overload source servers. If your use case needs data we cannot collect compliantly, we will say so and suggest lawful alternatives such as official APIs or licensed providers.
What formats can you deliver data in?
Whatever your downstream systems expect: JSON, CSV, XML, spreadsheets, direct writes into your SQL or NoSQL databases, cloud storage delivery, or a custom API endpoint that streams records as they are collected.
What happens when a source website changes its layout?
Our monitoring catches the break, usually before you notice missing records, and we update the extraction logic as part of ongoing maintenance. Pipelines are built with validation checks so a silent layout change produces an alert, not weeks of quietly corrupted data.
Can you include data cleaning and deduplication?
Yes, it is standard. Every pipeline includes automated cleaning: duplicate removal, field validation, format normalization, and structural checks, so the dataset that lands in your systems is ready for analysis or model training on day one.
Get the data, keep the compliance
Describe the sources and fields you need. We will confirm what can be collected lawfully and send a sample with a clear USD quote.
Start a Project