Why a Subway System Switched from Grafana to InetSoft for Monitoring Dashboards
Modern subway systems depend on real-time visibility into everything from train locations and headways to power usage, station occupancy, and equipment health.
For years, one metropolitan subway authority relied on Grafana as its primary monitoring dashboard software.
Grafana provided a flexible, open-source way to visualize time-series data from sensors, SCADA systems, and operational databases.
But as the network expanded, the operations team discovered that what worked well for engineers and power users was not always ideal for dispatchers, station managers, and executives.
This realization ultimately led them to migrate their monitoring dashboards from Grafana to InetSoft.
Growing Beyond Engineering-Centric Dashboards
Grafana excelled at giving engineers and technical staff a powerful way to explore metrics. They could quickly connect to time-series databases, build panels, and create custom queries. For troubleshooting and deep technical analysis, it was a strong fit. However, the subway authority’s needs evolved in three important ways.
First, the audience for dashboards expanded. Dispatchers needed at-a-glance operational views, station managers needed localized performance summaries, and executives wanted high-level KPIs and trend analysis. Many of these users were not comfortable with complex filters, dense panels, or dashboards that required prior knowledge of the underlying data structures.
Second, the data landscape became more complex. The subway system integrated new sources such as passenger counting systems, predictive maintenance data, and real-time incident logs. Combining these with traditional telemetry and SCADA data required more advanced data modeling and blending than the team found convenient to manage within Grafana’s typical workflows.
Third, the organization wanted more control over layout, branding, and standardized design patterns. They needed dashboards that looked and behaved consistently across control rooms, mobile devices, and executive briefings. While Grafana offered theming and layout options, it was not designed as a full enterprise BI and layout platform.
Why InetSoft Was Selected
After evaluating several commercial and open-source options, the subway authority chose InetSoft as the next generation of its monitoring dashboard software. The decision was driven by a combination of data integration capabilities, layout control, and support for multiple user personas.
InetSoft’s data integration layer allowed the team to connect not only to time-series databases but also to relational systems, message queues, and external APIs. This made it easier to build unified views that combined train telemetry, passenger loads, incident tickets, and maintenance schedules into a single dashboard. Instead of maintaining separate dashboards for each system, they could create composite views tailored to specific roles.
The platform’s dashboard layout designer gave them precise control over how information was arranged. They could define consistent grid structures, align components, and create reusable templates for control room wallboards, station-level dashboards, and executive summaries. This helped reduce visual clutter and ensured that critical alerts, KPIs, and maps always appeared in predictable locations.
InetSoft also provided a more guided experience for non-technical users. Filters, drill-downs, and interactions could be configured in a way that felt intuitive to dispatchers and managers who were focused on operations rather than data exploration. Role-based access allowed each group to see the level of detail appropriate to their responsibilities without overwhelming them with raw metrics.
Key Differences Between Grafana and InetSoft in This Context
The subway authority did not view Grafana as a failure; rather, they recognized that it was optimized for a different primary use case. Grafana remained valuable for engineering teams that needed to debug performance issues, analyze time-series anomalies, or experiment with new metrics. However, for system-wide monitoring and decision-making, InetSoft offered several advantages.
One major difference was the way each platform handled multi-source data modeling. In Grafana, combining data from different systems often required complex queries or external data preparation. InetSoft’s semantic layer and modeling tools made it easier to define reusable data sets that joined operational, maintenance, and passenger data. This reduced duplication of effort and made it simpler to maintain consistent definitions of KPIs such as on-time performance, mean time between failures, or station congestion.
Another difference was layout and presentation. Grafana’s panel-based approach worked well for technical dashboards but could become visually dense when many metrics were displayed. InetSoft’s layout designer allowed the team to create dashboards with clear visual hierarchy: maps and critical alerts at the top, key KPIs in the center, and detailed tables or charts in lower sections. This structure helped dispatchers quickly identify problems such as delayed trains, power issues, or overcrowded platforms.
Finally, InetSoft’s support for pixel-perfect reporting and exportable views made it easier to share snapshots with external stakeholders, regulatory bodies, and city leadership. While Grafana could export panels and dashboards, the subway authority wanted more control over formatting and branding for formal reports and presentations.
Implementation and Transition
The transition from Grafana to InetSoft was carried out in phases to avoid disrupting daily operations. The team began by identifying the most critical monitoring dashboards used in the central control room. These included real-time train tracking, power system status, and incident monitoring dashboards. They recreated these in InetSoft, taking the opportunity to refine layouts and consolidate related metrics.
During the pilot phase, both Grafana and InetSoft dashboards ran in parallel. Dispatchers and engineers were encouraged to compare the two and provide feedback. This approach helped build trust in the new system and surfaced usability improvements early. For example, dispatchers requested larger alert indicators, clearer color coding for severity levels, and simplified filters for selecting lines or time windows.
Training sessions were held for different user groups. Engineers learned how to use InetSoft’s more advanced analytics features, while dispatchers and station managers focused on navigation, interpreting KPIs, and using drill-downs to investigate issues. The BI team also created a library of standardized dashboard templates to ensure new dashboards followed the same design principles.
Operational Benefits After the Switch
After fully migrating the monitoring dashboards to InetSoft, the subway authority reported several tangible benefits. Control room staff found it easier to spot emerging issues because dashboards were less cluttered and more focused on critical information. The combination of maps, alerts, and KPIs in a single, well-structured view reduced the time needed to diagnose delays or service disruptions.
Station managers gained access to localized dashboards that showed passenger flows, escalator and elevator status, and recent incidents. This helped them allocate staff more effectively and respond faster to crowding or equipment problems. Because these dashboards were built on the same data models as the central dashboards, there was less confusion about which numbers were “official.”
Executives benefited from high-level performance dashboards that summarized on-time performance, ridership trends, and maintenance KPIs. They could drill into specific lines or time periods when needed, but the default views were designed for quick comprehension rather than detailed analysis. This improved the quality of discussions in leadership meetings and made it easier to align operational priorities with strategic goals.
Shift in Organizational Approach
The subway system’s move from Grafana to InetSoft for monitoring dashboard software was not simply a technology swap; it was a shift in how the organization thought about visibility, usability, and decision-making. Grafana remained a valuable tool for engineering analysis, but InetSoft became the backbone of operational monitoring, executive reporting, and cross-functional collaboration. By adopting a platform that combined strong data integration, a powerful layout designer, and role-aware experiences, the subway authority created dashboards that served everyone from dispatchers to executives—and ultimately delivered a more reliable, responsive transit experience for riders.
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