Data Engineering & VisualizationHealthcare & Medical Devices

Cost-Optimized Data Visualization for an Ophthalmic Leader

Interactive executive dashboards and automation built on open-source, cloud-native tooling — cutting cost of ownership by 80% and staying adaptive through a business restructuring.

IndustryHealthcare & Medical Devices
ClientEnterprise Manufacturer
Duration4 months + ongoing
ServiceAgile Digital Engineering
Apache SupersetPythonPostgreSQLAirflowETLOpen-Source BI
Discuss a Similar ProjectExplore the Solution
-80%Cost of Ownership
AutomatedReporting
AdaptiveSolution
The Challenge

Problem Statement

Leadership at a market-leading ophthalmic manufacturer lacked a clear, cross-departmental view of performance. Reporting was slow and fragmented, and the existing BI licensing carried a heavy cost of ownership — a cost that looked even harder to justify as the business went through restructuring.

They needed executive-grade visibility that was both insightful and dramatically cheaper to run, and flexible enough to adapt as the organisation changed shape.

  • No unified view of performance across sales, finance and operations.
  • Slow, manual reporting delaying decisions.
  • High BI licensing cost of ownership.
  • A restructuring that demanded an adaptable solution.
Objectives

Business Goals

The outcomes this engagement was designed to achieve.

Give leaders clear visibility
A single, trusted view of performance across departments.
Speed up decisions
Real-time, accurate reporting instead of manual cycles.
Slash cost of ownership
Reduce licensing spend through open-source and cloud-native tools.
Stay adaptive
Keep the solution flexible through business restructuring.
What We Delivered

Our Offering

The services and capabilities Trusty Bytes brought to this engagement.

01

Requirement Analysis & KPI Finalisation

CXO-level workshops to define business objectives, align on success metrics, and finalise KPIs for sales, finance and operations.

02

Data Visualisation

Interactive dashboards and executive reports for tracking performance, growth and operational KPIs — enabling data-driven decision-making.

03

Automation for Cost Optimisation

Automation workflows that streamline repetitive processes and reduce licensing cost through open-source and cloud-native solutions.

Engagement

Scope of Work

In Scope
  • CXO KPI workshops
  • ETL & data modelling
  • Interactive executive dashboards
  • Automation of repetitive reporting
  • Open-source BI implementation
Deliverables
  • Finalised KPI framework
  • Executive dashboard suite
  • Automated reporting pipelines
  • Open-source BI deployment
  • Cost-of-ownership reduction
Out of Scope
  • Source system replacement
  • Data-entry process changes
  • Financial audit
KPI WorkshopsWeeks 1–2
CXO-level alignment on objectives and success metrics.
Data PipelinesWeeks 3–7
ETL and modelling to feed the dashboards.
Dashboards & AutomationWeeks 8–14
Interactive dashboards and automated reporting live.
Adapt & OptimiseOngoing
Evolve dashboards through restructuring; drive down cost.
Our Approach

Solution Overview

Trusty Bytes started at the top — CXO-level workshops to finalise the KPIs that actually mattered across sales, finance and operations. We then built interactive executive dashboards on open-source, cloud-native tooling and automated the repetitive reporting that had been consuming time and licences.

The result was clear, real-time visibility at a fraction of the previous cost — an 80% reduction in total cost of ownership — and a solution flexible enough to adapt through the client's restructuring.

An open-source BI stack (Superset-class visualisation over a curated warehouse) replaced expensive licensed tooling. Python and Airflow orchestrate ETL and automation, turning manual report preparation into scheduled, reliable pipelines.

Dashboards were modelled around the finalised KPIs so leaders see performance the same way across departments — and the model was kept deliberately modular so it could flex as the organisation restructured.

Capabilities

Key Features

The core capabilities we designed and shipped — and the value each unlocks.

Executive KPI Dashboards

Interactive views of sales, finance and operational performance.

Business value: Faster, aligned leadership decisions.
User benefit: One clear view of the business.

Automated Reporting

Scheduled pipelines replace manual report preparation.

Business value: Reclaimed time and reduced errors.
User benefit: Reports ready without the wait.

Open-Source BI Stack

Cloud-native, licence-light visualisation and analytics.

Business value: 80% lower cost of ownership.
User benefit: Same insight, far lower cost.

Adaptive Data Model

A modular model that flexes with the organisation.

Business value: Resilience through restructuring.
User benefit: Dashboards that keep making sense.
Under the Hood

Technology Stack

Apache Superset (open-source BI)
executive dashboards
Automation workflows
curated warehouse
Airflow (orchestration)
CI/CD
Cloud-native deployment
Apache Superset
Airflow
ETL
Open-Source BI
How It Fits Together

System Architecture

A cost-optimised analytics architecture: orchestrated ETL curates a warehouse that an open-source BI layer visualises, with automation removing manual reporting effort.

Sources → ETL
Python/Airflow pipelines consolidate departmental data into a warehouse.
Warehouse → BI
Open-source BI renders KPI dashboards and executive reports.
Automation → Delivery
Scheduled jobs generate and distribute reports without manual effort.
See It in Action

UI Showcase

A closer look at the delivered product. Select any image to enlarge.

Process

How It Works

1
Align
Finalise KPIs in CXO workshops.
2
Engineer
Build ETL and the curated warehouse.
3
Visualise
Ship interactive executive dashboards.
4
Automate
Schedule reporting and optimise cost.
Obstacles → Outcomes

Challenges & How We Solved Them

business

Challenge

BI licensing carried a heavy cost of ownership.

Our Solution

An open-source, cloud-native stack cut total cost of ownership by 80%.

performance

Challenge

Reporting was slow and manual.

Our Solution

Automated pipelines delivered real-time, accurate reporting.

scalability

Challenge

Restructuring threatened to break the solution.

Our Solution

A modular data model kept the dashboards adaptive through change.

Impact

Results & Key Highlights

80%
Lower Cost of Ownership
Achieved by moving to open-source, cloud-native tooling.
Real-Time
Executive Reporting
Automated pipelines replace manual cycles.
Adaptive
Through Restructuring
A modular model that flexed with the business.
Value Delivered

Client Benefits

Dramatic cost savings
An 80% cut in cost of ownership frees budget for growth.
Faster decisions
Leaders act on real-time, trusted numbers.
Change resilience
The solution adapted smoothly through restructuring.
What's Next

Future Enhancements

The roadmap we're partnering on to keep compounding value.

Predictive Analytics
Forecast sales and operational trends.
Self-Serve Exploration
Let managers slice KPIs without analyst help.
Alerting on KPIs
Notify owners when metrics breach thresholds.
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