ThingsBoard may suit teams building IoT projects that need device connectivity, data processing, and visualization.
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Best IoT Analytics Software 2026
Connected devices can produce data that calls for analysis, querying, and monitoring. Compare these options on stream processing and SQL querying, then consider custom dashboards, machine learning tools, and anomaly detection. Data retention and device limit add further points to review, while free-plan availability and paid-from pricing help frame cost. ThingsBoard, Ubidots, and Datacake are among the software names shown. Use the listed criteria to weigh which capabilities matter for the data and devices you’re working with.
Thinger.io
Thinger.io may suit developers and teams prototyping or managing connected products across its supported device and service types.
AndroidiPhone & iPadWeb+4TDengine
TDengine is designed for industrial enterprises and organizations using traditional data historians or legacy industrial IoT platforms.
WebWindowsMac+3OpenRemote
OpenRemote suits professional integrators and organizations such as manufacturers, system integrators, and governments that need to manage connected assets and automate…
AndroidiPhone & iPadWeb+5InfluxDB
InfluxDB 3 may suit teams handling timestamped data for industrial operations, observability, or AI applications.
WebWindowsMac+3Ubidots suits system integrators and enterprise customers building IoT applications, with a STEM option for educational or personal non-commercial projects.
Datacake suits teams monitoring sensor data that need real-time dashboards and rule-based alerts.
TagoIO suits organizations building IoT applications that need device connectivity, data storage, dashboards, and user management.
IoT teams that need a self-hosted time-series database for edge-cloud deployments may find IoTDB relevant.
It suits teams building IoT projects that need device management, telemetry analysis, dashboards, and deployment flexibility.
Losant is aimed at organizations building enterprise IoT solutions, including teams coordinating device logic, data, and edge deployments.
Zoho IoT suits teams building custom IoT applications or managing connected devices.
Honeywell Forge is aimed at organizations with complex industrial operations or regulated environments.
ThingSpeak suits people building IoT prototypes, proof-of-concept systems, or small- to medium-sized hosted deployments.
It suits industrial organizations that need centralized equipment data with local edge collection.
It suits IoT architects, automation and industrial engineers, and developers managing connected equipment.
FactoryTalk Analytics is suited to industrial manufacturers seeking equipment, process, or quality analytics.