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Data Platforms and Engineering

Building resilient, scalable data foundations.

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About our Services

In an era of accelerating growth and AI adoption, well-engineered platforms are vital for enabling resilient operations and forward thinking strategies, through challenges such as interoperability gaps,manual bottlenecks and quality inconsistencies frequently undermine potential gains. At Candela Data, we deliver a grounded approach, empowering you to construct resilient data platforms that's the bedrock for your strategic prioroities.

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Our Delivery Areas

Unified Engineering for Scalable, Reliable Data Operations

Our engineering services extend beyond the nuts and bolts of development, we align your in-place tech, process flows, and strengths to form a unified system for dependable data handling across diverse formats, from real time streams and IoT, to geospatial, structured/unstructured, and big data volumes, for reliable, scalable performance that mitigates risks, streamlines workflows, and unlocks actionable insights. This equips you with confident scaling decisions, optimised resource allocation, and sustained efficiencies that fuel innovation across sectors like finance, manufacturing and retail. We offer comprehensive engineering support across essential domains, leveraging our proficiency in scalable architectures, diverse data handling, automated pipelines, and secure ecosystems. A holistic approach to data platforms and engineering addresses everything from foundational architecture to advanced automation and governance.

Architecture and Design

We design scalable data management architectures tailored to your ecosystem, supporting diverse data types. These scalable and robust frameworks ensure data integrity, efficient data flows, and seamless integration with existing systems.

Rapid Data Integration

We automate data pipeline implementation for efficient data capture and integration from any source, handling real time volumes or batch processes. This makes shifts from legacy to cloud, or old to new systems seamless and secure, enabling rapid onboarding of new data sources and reliable migration with minimal disruption. Data is ingested efficiently and consistently, supporting both real-time and batch workflows for robust integration across platforms. Learn more about the RDI Solution.

Storage Solutions

We design and implement robust storage architectures that ensure your data is secure, scalable, and easily accessible. Our solutions support a wide range of data types and volumes, from structured databases to unstructured data lakes, enabling seamless integration with analytics, AI, and operational workflows. We focus on optimising storage for performance, cost efficiency, and compliance.

Transformation and Automation

We streamline your data pipelines with automated data transformation processes that clean, enrich, and prepare data for downstream use. By leveraging advanced ETL/ELT techniques and automation tools, we eliminate manual bottlenecks and ensure consistent, high quality data flows. Empowering teams to focus on insights and innovation, not repetitive tasks.

Analysis and Output

We enable actionable insights by integrating advanced analytics, business intelligence, and reporting capabilities into your data platform. Our approach ensures that data is transformed into clear, meaningful outputs, whether through dashboards, visualisations, or natural language AI driven analytics.

AI Enabled Security and Governance

We embed AI driven security and governance controls throughout your data ecosystem, proactively identifying risks and enforcing compliance. Our frameworks automate monitoring, anomaly detection, and policy enforcement, ensuring your data remains protected, trustworthy, and aligned with regulatory requirements, without slowing down your operations.

Implementation

Implementation services, guiding you from initial design through to deployment and ongoing optimisation. Our team ensures that every solution is tailored to your environment, integrates seamlessly with existing systems, and delivers measurable value. We stay engaged post launch to support adoption, troubleshoot issues, and drive continuous improvement.

Architecture and Design

We design scalable data management architectures tailored to your ecosystem, supporting diverse data types. These scalable and robust frameworks ensure data integrity, efficient data flows, and seamless integration with existing systems.

Rapid Data Integration

We automate data pipeline implementation for efficient data capture and integration from any source, handling real time volumes or batch processes. This makes shifts from legacy to cloud, or old to new systems seamless and secure, enabling rapid onboarding of new data sources and reliable migration with minimal disruption. Data is ingested efficiently and consistently, supporting both real-time and batch workflows for robust integration across platforms. Learn more about the RDI Solution.

Storage Solutions

We design and implement robust storage architectures that ensure your data is secure, scalable, and easily accessible. Our solutions support a wide range of data types and volumes, from structured databases to unstructured data lakes, enabling seamless integration with analytics, AI, and operational workflows. We focus on optimising storage for performance, cost efficiency, and compliance.

Transformation and Automation

We streamline your data pipelines with automated data transformation processes that clean, enrich, and prepare data for downstream use. By leveraging advanced ETL/ELT techniques and automation tools, we eliminate manual bottlenecks and ensure consistent, high quality data flows. Empowering teams to focus on insights and innovation, not repetitive tasks.

Analysis and Output

We enable actionable insights by integrating advanced analytics, business intelligence, and reporting capabilities into your data platform. Our approach ensures that data is transformed into clear, meaningful outputs, whether through dashboards, visualisations, or natural language AI driven analytics

AI enabled Security and Governance

We embed AI driven security and governance controls throughout your data ecosystem, proactively identifying risks and enforcing compliance. Our frameworks automate monitoring, anomaly detection, and policy enforcement, ensuring your data remains protected, trustworthy, and aligned with regulatory requirements, without slowing down your operations

Implementation

We provide end to end implementation services, guiding you from initial design through to deployment and ongoing optimisation. Our team ensures that every solution is tailored to your environment, integrates seamlessly with existing systems, and delivers measurable value. We stay engaged post launch to support adoption, troubleshoot issues, and drive continuous improvement.

FAQs

Here you’ll find answers to some of the most common questions about our Data Platforms and Engineering services.

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What makes your data platforms and engineering approach different?

Our engineering services are grounded in practical experience focusing on building resilient, scalable platforms that fit your existing environment. We prioritise seamless integration, automation, and security, ensuring your data systems are robust, future-ready, and tailored to your business needs.

Can you work with our current data infrastructure, or do we need to start from scratch?

Solutions are designed to enhance and extend your current infrastructure wherever possible. We assess your existing systems, identify opportunities for optimisation, and only recommend new components if they deliver clear value and align with your goals.

How do you ensure data quality and reliability across complex systems?

Automated pipelines, rigorous validation, and continuous monitoring are built into every solution. Our Rapid Data Integration solution is often used to streamline data integration and maintain high data integrity, minimising manual errors and ensuring consistent, high-quality outputs across all platforms. Learn more about the Rapid Data Integration solution here.

What security and compliance measures are included?

Security and governance are embedded from the outset, with AI driven controls for monitoring, anomaly detection, and policy enforcement. When using our Rapid Data Integration solution, a robust control framework is applied to ensure data integration processes meet the specified requirements and regulations of your business, protecting sensitive data and supporting ongoing compliance without slowing down operations.

How do you approach legacy systems migrations and implementation?

Legacy migrations are carefully planned to minimise disruption and maintain data integrity. We assess your existing environment, map dependencies, and develop a tailored migration strategy. Our Rapid Data Integration solution accelerates secure data transfer and integration, making transitions to modern platforms smoother and more reliable. Ongoing support is also available to ensure successful implementation and optimisation post migration.

How quickly can new data solutions be implemented?

Timelines depend on the scope and complexity, but our approach emphasises rapid incremental delivery. Our Rapid Data Integration solution enables faster onboarding of new data sources, and systems, so you see early value and can scale up confidently, with ongoing support for optimisation and adoption.

Will our teams need extensive retraining to use a new platform?

Specialist data platforms often require advanced skills to manage and operate effectively. If your team doesn't have these capabilities internally, we can provide a managed service or ongoing support to ensure your platforms are expertly maintained and deliver maximum value.

Data Platforms and Engineering

Insights and Case Studies

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Data Engineering

Part 2: The Common Challenges of ETL

In today’s data driven landscape, building resilient ETL pipelines is not just a technical challenge, but a strategic imperative.
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November 26, 2025
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Data Challenges in Mainframe to Cloud Migrations

As Australian enterprises accelerate their digital transformation journeys, migrating critical workloads from legacy mainframes to cloud platforms has become a strategic imperative.
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October 9, 2025
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AI, Machine Learning and Data Science

Exploring Agentic AI for Autonomous Business Decision-Making

Leverage AI and a robust data foundation to drive efficiency, productivity, and growth.
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October 9, 2025
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