# Data engineering: structure your data to drive and automate your business.

PULSE.digital designs and implements reliable data architectures: pipelines, data warehouses, data lakes, analytical models and data APIs. We help your teams collect, transform and expose data properly to power your digital products, reporting and AI use cases.

## 100+ digital projects delivered

### Data architectures for SMEs, mid-caps and groups

### Our data clients

## They structured their data with us

## When data is everywhere, but not usable.

Data engineering becomes critical when your performance depends on data from multiple sources, with needs for reliability, traceability and regular updates.

- Data scattered across ERP, CRM, business tools, SaaS and files
- Reporting slow to produce, unreliable or too dependent on a few people
- Need for near real-time indicators to drive business
- Digital products or automations requiring clean and available data
- Growing volume requiring industrialization and governance

## What we build, concretely.

### Pipelines and data integration

Multi-source collection, ETL/ELT, batch or real-time synchronization, quality and monitoring.

### Data warehouse / lakehouse

Modeling, normalization, historization, governance and query performance.

### Data exposure and consumption

Data APIs, BI dashboards, data products for business teams or SaaS products.

## An approach focused on reliability and business uses.

01

### Data scoping + objectives

Sources, business needs, indicators, freshness levels, security/compliance constraints.

02

### Architecture and modeling

Platform choice (DWH, lakehouse), schemas, flows, governance and standards.

03

### Implementation + quality testing

Pipelines, transformations, data tests, documentation, CI/CD data automation.

04

### Production + operations

Monitoring, alerts, cost/performance optimization, data evolution roadmap.

**Life CPM – Business Platform for a Chronic Pain Center**  
The center treats patients with chronic pain, often multi-factorial, requiring combined treatments (medication, interventional procedures, neuromodulation, nursing support). Life CPM is a custom web application designed as the central information system for the pain center. It provides a patient file specifically oriented to chronic pain, standardizes treatment entry and improves traceability of decisions, implants and consents.

- 9 000h development hours  
- 8+ years of collaboration  
- 20+ daily users  
- React, TypeScript, Node.js, PostgreSQL

## Why PULSE.digital.

We build a data chain designed to last: robust, auditable and aligned with your business priorities.

- IT-first approach: security, scalability and operations planned from the start
- Swiss governance and senior teams in Morocco
- Integrated data quality: tests, traceability, error handling
- Clear and documented architecture, easy to take over by your teams
- Clean connections to your IS (ERP, CRM, SaaS, APIs)
- Rapid data availability for BI, products and AI

## Frequently asked questions

### Data engineering vs BI, what's the difference?

### How much does a data architecture cost?

### Can we start small?

### Do you work with our existing stack?

### Do you handle operations and optimization?

## Let's talk about your data chain.

Whether you need to centralize your data, make your indicators more reliable, or feed digital products and AI use cases, we scope your needs and deliver a robust, clear and scalable data architecture.