G2

Atharva P.

Cloud BI Engineer

Enterprise (> 1000 emp.)

7/30/2026

"Simplifies Industrial Data Modeling and KPI Dashboards with Excellent Performance"

4/5

What do you like best about AWS IoT SiteWise?

AWS IoT SiteWise simplifies the collection, modeling, storage, and analysis of industrial equipment data. I especially like features such as Asset Models, Assets, Measurements, Transforms, Metrics, and SiteWise Monitor, because they make it straightforward to represent physical equipment and calculate operational KPIs without having to build custom data pipelines.

The UI feels intuitive for industrial users, enabling engineers to create asset hierarchies and dashboards with minimal development effort. Performance is excellent for continuously ingesting high-frequency telemetry from manufacturing plants, and the managed architecture helps reduce ongoing infrastructure maintenance. While SiteWise itself isn’t an AI service, it integrates well with SageMaker and Bedrock to support use cases like predictive maintenance and broader operational intelligence. Review collected by and hosted on G2.com.

What do you dislike about AWS IoT SiteWise?

This service is mainly geared toward industrial IoT environments, which makes it less suitable for more general IoT workloads. The initial asset modelling phase takes careful planning, and organisations that aren’t familiar with industrial data modelling may encounter a noticeable learning curve. Review collected by and hosted on G2.com.

What problems is AWS IoT SiteWise solving and how is that benefiting you?

AWS IoT SiteWise solved the challenge of centralising industrial equipment telemetry from multiple production facilities.

Example: Factory machines continuously transmitted temperature, vibration, energy consumption, and production metrics through AWS IoT Core. SiteWise organised equipment into asset hierarchies, automatically calculated OEE and equipment utilisation metrics, and exposed dashboards through SiteWise Monitor. Engineers identified abnormal equipment behaviour early, reducing downtime and improving maintenance planning. Review collected by and hosted on G2.com.