Skip to content
SPECIFICTION
Get listed

Analytics & Data

Best IoT Analytics Software in 2026

IoT analytics software helps make connected-device data available for querying, monitoring, and analysis. Compared on stream processing, SQL querying, custom dashboards, and machine learning tools, these entries offer several ways to assess their data and analysis capabilities.

  1. 01 Apache IoTDB

    IoT teams that need time-series storage across edge and cloud environments may find IoTDB relevant, particularly in the listed industrial scenarios.

    Free plan Open source Web · Windows · macOS · Linux
    9.1 Visit Specs
  2. 02 TDengine

    TDengine is designed for industrial enterprises and organizations running traditional data historians or legacy industrial IoT platforms.

    From $281.25/mo Free plan Open source Web · Windows · macOS · Linux
    8.9 Visit Specs
  3. 03 Thinger.io
    From €45/mo Free plan Open source Web · macOS · Linux · iOS
    8.8 Visit Specs
  4. 04 ThingsBoard

    ThingsBoard suits teams building IoT projects that need device connectivity, server-side processing, dashboards, and options to scale or self-host.

    From $39/mo Free plan Web · Windows · macOS · Linux
    8.8 Visit Specs
  5. 05 AWS IoT SiteWise

    It suits industrial teams that need modeled equipment data, edge collection, cloud storage, and monitoring.

    From $200/mo Free plan Web · Windows · Linux · API
    8.6 Visit Specs
  6. 06 OpenRemote

    OpenRemote suits professional integrators, manufacturers, system integrators, and governments that need to manage connected assets and automate processes.

    Free plan Open source Web · Windows · macOS · Linux
    8.6 Visit Specs
  7. 07 Datacake

    Datacake suits organizations monitoring connected sensors and building dashboards or alerts, including system integrators, distributors, and OEMs seeking white-label branding or multi-tenancy.

    From €25/mo Free plan Web · iOS · Android · API
    8.5 Visit Specs
  8. 08 InfluxDB

    InfluxDB suits teams working with timestamped data for industrial operations, observability or AI applications.

    From $0.01/mo Free plan Web · Windows · macOS · Linux
    8.5 Visit Specs
  9. 09 Ubidots

    Ubidots suits system integrators and enterprise customers building applications around IoT data.

    From $99/mo Free plan Web · iOS · Android · API
    8.5 Visit Specs
  10. 10 TagoIO

    TagoIO suits organizations connecting IoT devices and building data dashboards or applications.

    From $49/mo Free plan Web · iOS · Android · API
    8.3 Visit Specs
  11. 11 Losant Enterprise IoT Platform

    Losant is designed for organizations building enterprise IoT solutions that need edge and cloud workflows, device management, and deployment choices.

    From $250/mo Free plan Web · API · Self-hosted
    8.2 Visit Specs
  12. 12 Cumulocity IoT

    Cumulocity IoT suits IoT architects, automation and industrial engineers, and developers managing connected equipment.

    From €17.92/mo Free trial Web · API · Self-hosted
    8.1 Visit Specs
  13. 13 Kaa IoT Platform
    From $9.99/mo Free plan Web · API · Self-hosted
    8.1 Visit Specs
  14. 14 FactoryTalk Analytics

    The portfolio is for industrial manufacturers seeking analytics across equipment performance, process prediction, machine vision, condition monitoring, and control targets.

    Web · Windows · Linux · API
    7.7 Visit Specs
  15. 15 Honeywell Forge

    Forge is aimed at teams in complex industrial environments and regulated industries, including industrial operations, connected buildings, life sciences, supply chain, and OT cybersecurity.

    Web · Windows · macOS · Linux
    7.7 Visit Specs
  16. 16 TrendMiner
    Web · Windows · Linux · API
    7.7 Visit Specs
  17. 17 ThingSpeak

    ThingSpeak suits people building IoT prototypes or proof-of-concept systems, as well as small- to medium-sized hosted production systems.

    Free plan Web · API
    7.3 Visit Specs
  18. 18 Zoho IoT

    Zoho IoT suits teams building connected-device solutions, industrial systems, energy management or smart-building applications.

    Free trial Web · iOS · Android · API
    7.2 Visit Specs
  19. 19 Siemens Insights Hub
    From €525/mo Free plan Web
    7.0 Visit Specs
  20. 20 Seeq
    Web · API
    6.9 Visit Specs
  21. 21 ThingWorx
    Web · Windows · Linux · API
    6.9 Visit Specs
  22. 22 AVEVA Insight
    Web · iOS · Android
    6.3 Visit Specs
  23. 23 AVEVA PI SystemAVEVA
    Web · Self-hosted
    6.2 Visit Specs
  24. 24 Cognite Data Fusion
    Web
    5.9 Visit Specs
How this list is ordered. Specifiction scores each tool on how fully its maker documents it, whether its prices are published, where the research puts it, the platforms it runs on and whether it can be tried for free (how we rank). Makers can also buy a numbered place (how Specifiction is paid for).

Anomaly detection, data retention, and device limits add further comparison points. ThingsBoard, InfluxDB, and Ubidots are among the options named here. Check free-plan availability and paid-from pricing alongside the listed capabilities, and consider which combination of data handling, analysis tools, and device scope matches the work you need to do.

Compare Apache IoTDB and TDengine Get a place on this list

More in Analytics & DataThe whole topic →