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
AR
SaaS Product (Web App)

Premium UI and fast performance. Delivery felt enterprise-level and well-structured.

Ayesha Rahman
Founder at SaaSUp
DB
High‑end Software Delivery

Clear roadmap, clean execution, and strong communication. Exactly what we needed.

Daniel Brooks
Product Lead at NorthPeak
NI
Next.js (Web App)

The frontend quality is top-tier. Smooth UX and a very professional finish.

Nafisa Islam
CEO at StudioNext
MC
MERN (Web App)

They shipped a stable MERN app with a clean admin flow and solid backend structure.

Michael Chen
CTO at CloudOps
SA
Flutter (Mobile App)

Flutter delivery was smooth—clean UI, consistent components, and reliable handover.

Sabrina Ahmed
Founder at AppMint
OF
Wix Website

Our Wix site looks premium now. Clean layout, fast load, and clear sections.

Omar Faruk
Co-founder at D2C Labs
RH
WordPress Website

WordPress setup was fast and secure. Great support and a clean final result.

Rafi Hasan
Owner at LocalMart
ES
Web + Mobile Delivery

High-quality delivery with clear milestones. Everything was on time and polished.

Emily Stone
Growth Manager at Skyline
AR
SaaS Product (Web App)

Premium UI and fast performance. Delivery felt enterprise-level and well-structured.

Ayesha Rahman
Founder at SaaSUp
DB
High‑end Software Delivery

Clear roadmap, clean execution, and strong communication. Exactly what we needed.

Daniel Brooks
Product Lead at NorthPeak
NI
Next.js (Web App)

The frontend quality is top-tier. Smooth UX and a very professional finish.

Nafisa Islam
CEO at StudioNext
MC
MERN (Web App)

They shipped a stable MERN app with a clean admin flow and solid backend structure.

Michael Chen
CTO at CloudOps
SA
Flutter (Mobile App)

Flutter delivery was smooth—clean UI, consistent components, and reliable handover.

Sabrina Ahmed
Founder at AppMint
OF
Wix Website

Our Wix site looks premium now. Clean layout, fast load, and clear sections.

Omar Faruk
Co-founder at D2C Labs
RH
WordPress Website

WordPress setup was fast and secure. Great support and a clean final result.

Rafi Hasan
Owner at LocalMart
ES
Web + Mobile Delivery

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.