Maximize Value from Machine Data: A Practical Guide to Insight & Efficiency

Are you harnessing your machines’ full potential?

Collecting machine data is the first step toward understanding every nuance of your industrial equipment. By acting swiftly on anomalies and extracting actionable insights, you can boost productivity, reduce downtime, and deliver measurable value to customers and management alike.

But what exactly is machine data, and how can you transform raw telemetry into concrete, decision‑driving insights?

What Is Machine Data?

Machine data is generated autonomously by equipment—no human input required. Because machines operate continuously, they produce far more data than human operators can manually capture.

Types of Machine Data

The most common sources include PLCs, robots, sensors, and metering devices. Data can also stem from:

• Machine or user interactions (e.g., switch activations)
• Algorithmic calculations derived from other datasets
• Automation‑driven processes

Each data type provides a unique lens into the machine’s state and performance.

How to Make Your Machine Data Count More

Leverage the data your machines already generate to uncover hidden opportunities. Continuous data—collected at every possible point—paired with discrete, countable metrics unlocks powerful insights for maintenance, process improvement, upsell generation, and rapid support.

Typical applications include:

• Predictive part replacement based on cumulative operating hours
• Real‑time production volume tracking against targets
• Monitoring key parameters such as temperature fluctuations
• Verifying the health of peripherals (sensors, IP cameras, robots, lasers)

Visualise Machine Data in Dashboards with Cloud‑Based Big Data Storage

Dashboards transform raw telemetry into intuitive visual narratives, empowering service engineers and production operators to monitor KPIs effortlessly. The aggregated data set—often too large for traditional on‑prem databases—is best stored in a secure cloud environment.

Modern web platforms employ time‑series databases and edge‑aggregation techniques, engineered for timestamp‑driven data. This setup enables you to log data on triggers, intervals, or changes, and then view live or historical dashboards directly from the cloud.

Below is a screenshot of an IXON dashboard illustrating how actionable machine data is visualised.

Use Machine Data to Trigger Alarms

Fast troubleshooting starts with automated alerts. By configuring thresholds on critical metrics—such as maximum/minimum values or abnormal trends—you can receive real‑time notifications via email, SMS, or push messaging.

Proactive alarms help you resolve issues before they impact production, ensuring SLA commitments are met and customer satisfaction stays high.

Collect and Visualise Machine Data in Minutes with IXON Cloud

IXON Cloud is engineered for machine builders and system integrators who need secure, code‑free insights in the cloud. Using our edge gateway, you can build live and historical dashboards, set up alarms, and access all data with a simple configuration.

No custom cloud Industrial IoT platform required—just create a company account, connect your PLC through our integrated connectivity, and you’re ready to monitor, analyse, and act.

Examples of Machine Data Dashboards

Explore how our customers are turning raw data into tangible business value with IXON Cloud’s dashboard capabilities.

Start Making Your Services Data‑Driven with Industrial IoT

Join IXON Cloud today and experience the simplicity of turning machine data into web‑based dashboards in a branded IoT portal. Act on insights instantly, reduce downtime, and elevate your service offering.

Create your free IXON Cloud account or schedule an online demo.