Work

Data Engineering Case Studies

Every engagement tagged Data Engineering — the team that ran it, the stack it was built on and what changed.

Data Engineering

Everything in this area.

5 case studies

The TractorIQ predictive maintenance dashboard on a laptop, showing engine speed, oil temperature and coolant dials.

Smart Predictive Maintenance for Tractors: Bringing AI to the Service Bay

An AI-powered predictive maintenance solution that predicts equipment health, optimizes maintenance schedules, and brings legacy tractors into a unified intelligent monitoring platform.

45%Faster component issue detection35%Reduction in unplanned downtime risk

The AIVA data assistant open on a laptop, showing search results beside New Search, Search History, Upload Data and All Uploads actions.

Manufacturing

Building an AI Data Assistant for a Global CPG Leader

DigiWagon built a production-grade RAG platform for a global CPG leader, using Azure AI to help R&D and compliance teams quickly search, synthesise, and generate insights from millions of scattered documents.

70%Faster information retrieval60%Reduction in manual knowledge discovery

The SWIFT data orchestration console on a laptop, showing a validated message table with status columns.

FinTech

SWIFT Data Orchestration & Automation

A centralised data automation platform engineered to replace high-risk manual spreadsheet processes with secure ingestion, task-based validation, and SWIFT-compliant standardisation workflows, ensuring data integrity, operational scalability, and audit-ready transparency for insurance operations.

60%Reduction in manual spreadsheet50%Faster data validation

The watchlist governance console on a tablet, showing a consolidated list view with status columns.

FinTech

Watchlist Governance & Compliance Intelligence Solution

Unified data governance and watchlist orchestration solution that consolidates, cleanses, and enriches regulatory, commercial, and internal lists, empowering compliance teams with real-time updates, audit-ready transparency, and exceptionally accurate screening data for enterprise AML operations.

50%Faster watchlist updates40%Reduction in duplicate or inconsistent list data

Production intelligence flow linking active sites, equipment, risk alerts and operational insights to smarter decisions.

Manufacturing

Mining Intelligence: Automating Insights Below the Surface

An AI/ML-enabled prediction engine connecting plant data to automated forecasts, reducing human error, speeding up decisions, and scaling seamlessly across plants.

45%Faster insight discovery35%Reduction in manual analysis effort

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