🔗 Core Service ──

Data Pipeline
Development

End-to-end pipeline architecture connecting your data sources to your systems. Automated ingestion, transformation, enrichment and structured delivery — on any schedule or in real time.

// pipeline.architecture · live
Data Sources
Web Scraper
REST API
ingesting
Database
Flat Files
queued
Transform & Enrich
⚡ SS Engine · Clean · Deduplicate · Enrich
Delivery
CSV / JSON
·
REST API
·
DB Push
live ●
99.8%
Uptime
24/7
Running
500+
Clients
What We Build

Every component of your data infrastructure.

We design, build and maintain complete pipeline systems from raw data
extraction all the way to clean, structured delivery into your tools or database.
Core Services – Scraping Solution
🔄

ETL Pipeline Architecture

Extract from any source, transform to your schema, load into any destination. We architect pipelines that handle millions of records without breaking a sweat.

Extract Tranform Load Schema design

Real-Time Data Streaming

Live data feeds that update the moment the source changes. Webhooks, streaming APIs and event-driven pipelines built for latency-sensitive operations.

Real-time Webhooks Events Streaming
🗓️

Scheduled Automated Delivery

Set the cadence hourly, daily, weekly and forget it. Your data lands in the right place at the right time, every time, without any manual intervention.

Cron scheduling Work flow Alerts
🧹

Data Cleaning & Enrichment

Raw data is messy. We normalise, deduplicate, validate and enrich records with additional signals before delivery. Clean data in, clean data out.

Deduplication Validation Enrichment NLP
🔌

API & System Integration

We connect your pipeline to any downstream system CRMs, databases, cloud warehouses, internal APIs, Airtable, Notion, Salesforce and more.

REST API CRM sync Salesforce BigQuery
🛡️

Monitoring & Maintenance

Pipelines break when sources change. We monitor every job and fix failures before you notice them. Ongoing maintenance keeps everything running as the web evolves.

24/7 monitoring Alerts SLA Maintenance
How It Works

From brief to live data.
Four clean steps.

No weeks of back and forth. A clear process that gets your pipeline running fast and keeps it running reliably.

01

Discovery & Scoping

You tell us what data you need, where it lives and how you want it delivered. We assess the technical complexity and scope clearly. No guessing.

02

Proposal & Approval

A clear written proposal with timeline, delivery format, pricing and technical approach. No hidden costs. You approve before anything starts.

03

Build & Test

Our engineers build your pipeline and test against the real data source. You receive a sample for review before full delivery begins.

04

Deliver & Maintain

Data delivered in your preferred format on your preferred schedule. Ongoing maintenance keeps everything running as websites and sources change.

Delivery Options ──

Your data.
Your format.

We deliver structured data in whatever format your team or system needs. No conversion step on your end.

📄
CSV / Excel / JSON Flat files delivered to email, SFTP, S3 or Google Drive on any schedule.
🔌
REST API Feed A live endpoint your system queries directly. Custom schema, authentication, rate limiting.
🗄️
Direct Database Push We write straight into your PostgreSQL, MySQL, BigQuery, Snowflake or Redshift instance.
📡
Webhook / Real-Time Push Event-driven delivery. Your system receives data the instant it is collected or changed.
api-data-feed.endpoint
# GET /v1/feed/pipeline-output
# Authorization: Bearer {api_key}

{
  "status": "live",
  "pipeline_id": "pl_8821af",
  "records_total": 142804,
  "last_updated": "2026-06-02T08:22Z",
  "next_refresh": "2026-06-02T20:00Z",
  "schedule": "daily · 08:00 UTC",
  "delivery": "REST API + DB push",
  "schema_version": "v3.2",
  "data": [ ...records ]
}

# Uptime: 99.8% · SLA guaranteed

Use Cases ──

Who needs a data pipeline?

If your team depends on external data, you need a pipeline. Here are the most common problems we solve.

eCommerce Stores

Scrape supplier catalogs and push product data, prices and stock levels directly into Shopify, WooCommerce or eBay on any schedule. Fully automated. No manual uploads.

Marketing & Sales Teams

Weekly fresh B2B prospect data delivered straight into your CRM or Airtable. Verified emails, phone numbers and company data — no manual list building.

SaaS Products

Power your platform features with external data. We build the extraction and delivery layer so your engineering team focuses on product, not scraping infrastructure.

Finance & Research

Automated extraction from regulatory sources, Companies House, financial news and market data. Delivered structured and on schedule to your analysts and dashboards.

Tell us what data you need.
We will get it.

12 years, 8,000+ projects. We have encountered every data challenge you can imagine. Yours is solvable.