Data

ETL/ELT Pipeline Development

Reliable Data Movement from Anywhere to Anywhere

What we do

Data pipelines are the circulatory system of your data platform. When they fail silently, trust in data collapses. We build production-grade ETL and ELT pipelines with monitoring, error handling, and retry logic — so your analysts always have fresh, complete data when they need it.

Ideal for

Organisations with manual data extraction processes, broken SSIS pipelines, or data feeds that fail silently and are discovered too late

Common applications

ERP Data Extraction

Pull data from SAP, Microsoft Dynamics, or Exact Online into your data warehouse on automated schedules with full change tracking.

REST API Ingestion

Ingest data from REST APIs (Salesforce, HubSpot, Google Analytics) with rate-limit handling and incremental load logic.

File-Based Ingestion

Process CSV, Excel, JSON, and XML file drops from SFTP, SharePoint, or cloud storage with validation and rejection handling.

Database Replication

Replicate tables from SQL Server, PostgreSQL, MySQL, or Oracle into Azure using CDC or full-load strategies.

Transformation Logic Migration

Rewrite legacy SSIS packages, Informatica workflows, or custom Python scripts as maintainable, testable ELT code.

Pipeline Monitoring Suite

Implement a monitoring dashboard with SLA tracking, failure alerting, row count validation, and data freshness indicators.

How we work

01

Source System Inventory

Catalogue all data sources, extract patterns, volumes, and transformation requirements.

02

Pipeline Architecture

Design the ingestion approach for each source: full load vs. incremental, CDC vs. polling, batch vs. streaming.

03

Build & Test

Implement pipelines with error handling, logging, and data validation. Test with production-representative data volumes.

04

Deploy & Monitor

Deploy to production with monitoring, alerting, and documented runbooks for common failure scenarios.

What you receive

  • Production-deployed pipelines for all agreed source systems
  • Incremental load logic with watermark or CDC tracking
  • Data validation checks with rejection and alerting
  • Pipeline monitoring dashboard
  • Runbook with failure diagnosis and recovery steps
  • Source code ownership and documentation

Ready to get started?

Let's discuss your requirements. No commitment, no sales pitch — just a focused conversation about your situation.

Book a free discovery call