dataengine and AWS: A hand-in-hand digital future

At dataengine, we specialise in delivering fully managed, AWS-native cloud solutions that drive the modernisation of services across Australia and New Zealand. In partnership with Amazon Web Services, we bring clarity, efficiency, and tailored expertise to help organisations confidently move into the future

Who We Work With

Our services are designed for forward-thinking technology and data leaders who are driving transformation in complex environments. We work closely with:

  • Chief Data Officers (CDOs)
  • Chief AI Officers (CAIOs)
  • Chief Technology Officers (CTOs)
  • VP Engineering & IT
  • Heads of Technology and Software
  • Heads of Engineering
  • Chief Scientists
  • Architecture Team Leads

 

These leaders rely on dataengine to deliver secure, scalable, and high-performance cloud and data platforms aligned with sector needs and enterprise goals. Whether you’re modernising legacy systems, enabling AI/ML innovation, or scaling digital platforms, we provide the strategic and technical expertise to support your mission.

Powering Transformation in Energy, Transport, Logistics, SaaS & Government

Cloud Transformation

Drive sector-specific modernisation for EDBs, Transport, Logistics, SaaS and Government through targeted advisory services. We partner with organisations to define cloud-aligned data strategies, assess architectural maturity, strengthen governance, and plan migrations with actionable roadmaps. Our Ways of Working, including data mesh, operating models, DataOps, MLOps, and LLMOps; enable modern, scalable engineering practices aligned to sector regulations and operational demands. 

Managed Cloud Services

Achieve operational resilience and scalability through our end-to-end Managed Cloud Services. From implementing centralised data platforms to delivering automated, low-risk migrations, we ensure product-led outcomes that evolve with your needs. Our resourcing models, including fixed teams, Architecture-as-a-Service, and Squad-as-a-Service; provide flexible, on-demand capabilities for complex, high-stakes environments such as utilities, transport systems, SaaS, and government infrastructure.

Industry-Specific Solutions

Deliver targeted solutions for critical industries:

  • Electricity Distribution Businesses (EDBs): Empower grid modernisation with secure, cloud-based data platforms that enable advanced asset management, outage response, and regulatory compliance. Our solutions support integration across IoT, SCADA, and predictive analytics while aligning to the needs of consumer-owned utilities.
  • Transport: Enable data-driven network optimisation and real-time decision-making through scalable cloud architectures that support continuous service delivery and integrated mobility systems.
  • Logistics: Increase supply chain visibility, resilience, and operational efficiency via cloud-native platforms designed for seamless data exchange, dynamic routing, and partner collaboration.
  • Government: Support digital public service delivery with compliant, secure platforms that enable data sharing, transparency, and agile program execution. Our frameworks align with public sector mandates and emerging citizen expectations.
  • SaaS: Accelerate product innovation and scalability with cloud-native architectures purpose-built for high-performance multi-tenant environments. Our services enable continuous delivery, robust observability, and cost-optimised operations, helping SaaS providers meet evolving customer expectations while ensuring compliance, security, and platform resilience.

Use Cases

A leading SaaS company required to host an enterprise solution to facilitate MLOps use cases through Sagemaker.

The architecture diagram on the right is designed to streamline the development, deployment, and monitoring of machine learning models across multiple environments. The solution spans five dedicated AWS accounts, each serving a specific purpose:

  • Development: For building and testing ML models.
  • Staging: For pre-production validation and integration testing.
  • Production: For hosting live ML workloads and inference endpoints.
  • Automation: Centralised orchestration for CI/CD pipelines, infrastructure as code, and automated workflows across all environments.
  • Shared Services: Hosts centralised resources such as IAM, networking, logging, and monitoring, accessible across the environment.


The Automation account plays a key role in orchestrating Amazon SageMaker pipelines and coordinating services like AWS Lambda, Step Functions, and CodePipeline to ensure seamless model lifecycle management.

The Shared Services account maintains cross-account configurations, centralised security controls, and logging (using services like AWS CloudTrail and Amazon CloudWatch), enabling governance at scale.

This multi-account architecture ensures clear separation of concerns, improved security posture, scalability, and enterprise-grade governance for MLOps workloads.

Modern Cloud, Expertly Delivered

Together with AWS, dataengine delivers flexible, future-ready digital services designed around your organisational needs and aspirations. Our AWS-managed services provide a streamlined path to cloud transformation — allowing you to focus on your mission while we handle the complexity.

Whether you’re seeking long-term managed support or looking to upskill your internal teams, we offer flexible engagement models and skill development to support your journey toward autonomy.

Our philosophy is simple: enable your digital evolution through scalable solutions, guided expertise, and a partnership that adapts to your pace.

Why Partner with dataengine and AWS

We’re proud to be an AWS Select Tier Services Partner, recognised for our commitment to delivering secure, scalable, and high-performing solutions built on AWS.

Our partnership with AWS means clients benefit from:

Global Scale, Local Impact

AWS offers a vast global infrastructure — critical for public sector organisations needing resilient, low-latency services. With AWS, we help deliver responsive and reliable digital services, no matter where you operate.

Uncompromising Security and Compliance

Security is foundational. AWS provides end-to-end encryption, stringent access controls, and extensive compliance certifications — essential for handling sensitive government, education, and non-profit data.

Unmatched Innovation and Breadth of Services

From cloud-native computing to machine learning and advanced data analytics, AWS’s extensive service portfolio allows Dataengine to create tailored solutions that solve real-world public sector challenges.

Budget-Friendly Flexibility

AWS’s pay-as-you-go pricing model means you scale services as needed, only paying for what you use — perfect for organisations with evolving needs and finite budgets.

Reliable, Always-On Performance

Built-in high availability, disaster recovery, and multi-region redundancy make AWS a top choice for mission-critical public sector services.

What Your AWS Modernisation Journey Looks Like with dataengine

We take a structured, collaborative approach to cloud modernisation:

Discovery & Consultation

We begin with in-depth consultation. Our AWS-certified specialists work closely with your team to understand your current infrastructure, challenges, and long-term goals. This ensures every recommendation aligns with your strategic vision.

Custom Solution Design

Based on discovery insights, we craft a tailored solution architecture that leverages AWS services. From data security and compliance to scalability and performance, every element is designed with precision.

Proof of Concept

Before going live, we build a proof of concept (PoC) to validate the proposed solution in a real-world environment. This ensures it meets your needs — and allows us to refine as required.

Seamless Implementation

Our team manages the full deployment — from infrastructure setup to data migration — ensuring a smooth, low-risk transition with minimal operational disruption.

Training & Enablement

We don’t just deliver solutions — we empower your people. Through tailored training and documentation, we ensure your teams are confident and capable in the new environment.

Ongoing Optimisation

Our relationship doesn’t end post-deployment. We provide ongoing management, monitoring, security updates, and strategic optimisation to keep your AWS environment performing at its best.

Let’s Build a Smarter Data Future – Together

Whether you’re beginning your cloud journey or advancing a long-term strategy, Dataengine and AWS are here to make your digital transformation seamless, secure, and scalable.