Energy & UtilitiesUK12+ weeks
Asset Performance Analytics Platform
16 weeks
Solution Architect + 4 Engineers
1The Challenge
Limited visibility into asset health leading to reactive maintenance and costly unplanned outages. IoT data from 500+ assets was siloed in operational systems.
2Our Solution
Integrated IoT and operational data into a real-time analytics platform with predictive maintenance capabilities.
Approach
- Built real-time ingestion pipeline from diverse IoT sources
- Created unified asset data model across operational systems
- Developed predictive maintenance models using historical patterns
- Deployed self-service dashboards for operations teams
3Results & Impact
30% reduction in unplanned downtime
£5M+ annual maintenance savings
Real-time visibility across 500+ assets
Predictive alerts 72 hours ahead of failures
Key Takeaways
- Real-time doesn't always mean milliseconds—hourly updates were sufficient
- Domain experts were critical for model validation
- Start with descriptive analytics before predictive
Technology Stack
AWSSnowflakeKafkaTableau
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