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Data Engineering

Your Data Is Only as Good as Your Pipeline

We build the data infrastructure that makes everything else possible — from 40+ industrial protocol ingestion to cloud-hosted data warehouses with governance frameworks.

The data infrastructure that powers every insight

Before any dashboard can be built, any model can be trained, or any report can be generated, data must flow — reliably, securely, and at scale. Data engineering is the unseen foundation that makes every analytics, AI, and reporting capability possible.

excite-data's data engineering team specialises in industrial environments — where data comes from PLCs, SCADA systems, OPC-UA servers, historians, and ERP platforms simultaneously. We design and build pipelines that bring all of this data together, clean it, validate it, and deliver it where it needs to go — whether that's a cloud data warehouse, an on-premises historian, or a real-time analytics engine.

Discuss Your Data Infrastructure

Data Pipeline Design & Build

End-to-end pipeline architecture — from data source to data store — built for reliability, scalability, and maintainability.

Industrial Protocol Integration

Native integration with OPC-UA, ModBus, MQTT, Profibus, and 40+ other industrial protocols used across mining and manufacturing.

Cloud Migration & Hosting

Structured migration of on-premises data infrastructure to AWS, Azure, or GCP — with hybrid architectures where needed.

Data Governance Frameworks

Policies, cataloguing, lineage tracking, and access controls that ensure your data is trusted, compliant, and well-managed.

Built for complexity. Engineered for reliability.

Industrial data environments are not simple. We have the expertise to handle the protocols, the volumes, and the edge cases.

ETL Pipeline Development

Extract, transform, and load pipelines built with Apache Airflow, dbt, and custom Python — designed to handle industrial data at any scale.

OPC-UA & ModBus Integration

Direct integration with industrial control systems and PLCs using OPC-UA, ModBus TCP/RTU, MQTT, and other field protocols.

Data Warehouse Design

Star schema and medallion architecture data warehouses built on PostgreSQL, Snowflake, BigQuery, or Synapse — designed for analytics workloads.

Cloud Migration (AWS/Azure/GCP)

Structured, low-risk migration of data infrastructure to the cloud — with full documentation, testing, and cutover support included.

Real-Time Streaming

Kafka and MQTT-based streaming pipelines that deliver sensor and operational data in real time to dashboards and alerting systems.

Data Governance & Cataloguing

Data dictionaries, lineage tracking, quality validation, and role-based access controls that make your data trustworthy and auditable.

Industrial-scale data expertise

40+
Industrial protocols supported, including OPC-UA, ModBus, MQTT, Profibus, and more
Real-Time
Sub-second data ingestion from sensors, PLCs, and SCADA systems to dashboards and alerts
Cloud & On-Prem
Flexible deployment on AWS, Azure, GCP, or on-premises infrastructure — or hybrid combinations

Build a Data Foundation You Can Rely On

Talk to our data engineers about your current infrastructure challenges. We'll assess your environment and propose a practical path forward.