AR
Premium UI and fast performance. Delivery felt enterprise-level and well-structured.
Ayesha Rahman
Founder at SaaSUp
STRUCTURED OUTPUTS
Data Extraction Service
We extract and normalize data from public websites into clean schemas for reporting, research, CRM, or analytics.
Catalogs, listings, directories
Field mapping + normalization
CSV / JSON / Sheets export
Validation + dedupe rules
Typical outputs
Clean columns with consistent formats
Deduped rows and validation checks
Export-ready CSV/JSON/Sheets
Optional DB insertion (PostgreSQL/MySQL)
Benefits of data extraction
Turn unstructured web pages into clean, structured datasets that teams can analyze, upload, or integrate into internal systems.
Clean structured output
Faster reporting workflows
Consistent schema
Export-ready delivery
Use‑cases we support
Structured extraction for catalogs, listings, research, and reporting across industries.
Directory & listing aggregation
Product catalog structuring
Job and real‑estate listings
Market research datasets
Content/metadata extraction
Competitor monitoring inputs
Our extraction workflow
Field mapping
Define columns, formats, and validation rules.
Extract
Reliable scraping with retries and throttling.
Normalize
Clean dates, phones, currency, and text.
Deliver
CSV/JSON/Sheets or DB export.
Deliverables
Structured CSV/JSON/Sheets export
Column mapping + data dictionary
Validation rules + dedupe
Optional DB insertion
Support & compliance
We focus on public data and compliance-first delivery. You get documentation and support for re‑runs or updates as needed.
Responsible scrapingRate limitingClean documentationUpdate support
FAQ
Which formats do you deliver?
CSV, JSON, Google Sheets or database insertion.
Can you normalize data?
Yes—dates, currency, phones, and naming formats.
Do you provide field mapping?
Yes, along with a data dictionary.
Is it compliant?
We use public data and responsible scraping practices.
Can you provide a sample first?
Yes, sample rows are available before full delivery.
Do you handle pagination and filters?
Yes, pagination, filters, and category pages are supported.
Can you dedupe by phone/email?
Yes, we dedupe based on your required keys.
Can you schedule re-runs?
Yes, monthly or weekly updates are available.
TESTIMONIALS
What our clients say
Premium delivery, clear communication and measurable outcomes.
Role and company shownService context includedProject-based client feedback
DB
Clear roadmap, clean execution, and strong communication. Exactly what we needed.
Daniel Brooks
Product Lead at NorthPeak
NI
The frontend quality is top-tier. Smooth UX and a very professional finish.
Nafisa Islam
CEO at StudioNext
MC
They shipped a stable MERN app with a clean admin flow and solid backend structure.
Michael Chen
CTO at CloudOps
SA
Flutter delivery was smooth—clean UI, consistent components, and reliable handover.
Sabrina Ahmed
Founder at AppMint
OF
Our Wix site looks premium now. Clean layout, fast load, and clear sections.
Omar Faruk
Co-founder at D2C Labs
RH
WordPress setup was fast and secure. Great support and a clean final result.
Rafi Hasan
Owner at LocalMart
ES
High-quality delivery with clear milestones. Everything was on time and polished.
Emily Stone
Growth Manager at Skyline
AR
Premium UI and fast performance. Delivery felt enterprise-level and well-structured.
Ayesha Rahman
Founder at SaaSUp
DB
Clear roadmap, clean execution, and strong communication. Exactly what we needed.
Daniel Brooks
Product Lead at NorthPeak
NI
The frontend quality is top-tier. Smooth UX and a very professional finish.
Nafisa Islam
CEO at StudioNext
MC
They shipped a stable MERN app with a clean admin flow and solid backend structure.
Michael Chen
CTO at CloudOps
SA
Flutter delivery was smooth—clean UI, consistent components, and reliable handover.
Sabrina Ahmed
Founder at AppMint
OF
Our Wix site looks premium now. Clean layout, fast load, and clear sections.
Omar Faruk
Co-founder at D2C Labs
RH
WordPress setup was fast and secure. Great support and a clean final result.
Rafi Hasan
Owner at LocalMart
ES
High-quality delivery with clear milestones. Everything was on time and polished.
Emily Stone
Growth Manager at Skyline
Real-world delivery feedback — pause on hover.