The Best IoT Analytics Software in 2026
These products were researched from official websites, including pricing pages, plan tables, and product documentation. Rankings prioritize the core job of turning connected-device telemetry into useful analysis, while weighing value for money and verified features. Use this guide to compare IoT Analytics Software.
Our top picks
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Top ranked
Apache IoTDB#1 of 249.3/10A strong open-source choice for SQL-driven, high-throughput IoT analytics.
Open source
-
Runner-up
InfluxDB#2 of 249.2/10A mature, flexible time-series platform for IoT, observability, and real-time analytics.
Free plan · 30-day trial
-
Top-ranked free plan
TDengine#3 of 249.0/10A broad industrial time-series platform with a valuable free tier and high paid pricing.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 24 tools, best first
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Best forOpen-source IoT time-series analytics teams
A strong open-source choice for SQL-driven, high-throughput IoT analytics.
9.3/10★★★★★Visit Apache IoTDB -
Best forTeams needing mature open time-series analytics
A mature, flexible time-series platform for IoT, observability, and real-time analytics.
Free plan · 30-day trial Our InfluxDB verdict → Visit InfluxDBFor vendors Sponsor this spot · #2 · $99/mo →9.2/10★★★★★Visit InfluxDB -
Best forLarge-scale industrial time-series deployments
A broad industrial time-series platform with a valuable free tier and high paid pricing.
9.0/10★★★★☆Visit TDengine -
Best forBroad IoT monitoring and analytics deployments
A broad IoT platform covering ingestion, automation, dashboards, alarms, and advanced analytics.
- Machine learning tools
- Anomaly detection
- Custom dashboards
8.9/10★★★★☆Visit ThingsBoard -
Best forEnterprise IoT workflows with advanced analytics
A broad enterprise IoT platform combining analytics, edge workflows, and cloud integrations.
- Machine learning tools
- Anomaly detection
- Custom dashboards
8.8/10★★★★☆Visit Losant -
Best forProcess manufacturers analyzing historian data
Deep historian analysis with monitoring, anomaly detection, and machine-learning deployment.
- Machine learning tools
- Anomaly detection
- Custom dashboards
8.7/10★★★★☆Visit TrendMiner -
Best forIndustrial analysts needing advanced anomaly tools
A deep industrial analytics suite for teams that need advanced anomaly detection.
- SQL querying
- Machine learning tools
- Anomaly detection
8.6/10★★★★☆Visit Seeq -
Best forIndustrial operations needing contextual time-series data
A broad industrial data platform for real-time context, visualization, and analytics.
- Anomaly detection
- Custom dashboards
8.5/10★★★★☆Visit AVEVA -
Best forAWS-centered industrial analytics teams
A deep AWS-centered stack for industrial telemetry, modeling, monitoring, and anomaly detection.
- SQL querying
- Machine learning tools
- Anomaly detection
8.4/10★★★★☆Try AWS IoT SiteWise -
Best forEnterprise IoT fleet analytics and digital twins
A broad industrial IoT platform for enterprise fleets, digital twins, and real-time analytics.
- SQL querying
- Machine learning tools
- Anomaly detection
8.3/10★★★★☆Visit Cumulocity -
Best forEnterprise teams contextualizing industrial data
Connects industrial data for search, SQL analysis, dashboards, and AI/ML use cases.
- SQL querying
- Machine learning tools
- Anomaly detection
8.2/10★★★★☆Visit Cognite -
Best forManufacturing teams using AVEVA systems
A focused industrial analytics platform for teams working with AVEVA systems.
- Machine learning tools
- Anomaly detection
- Custom dashboards
8.1/10★★★★☆Visit AVEVA Insight -
Best forBusinesses wanting approachable IoT monitoring
An approachable IoT platform combining monitoring, analytics, automation, and device control.
- Anomaly detection
- Custom dashboards
8.0/10★★★★☆Visit Zoho IoT -
Best forSMBs needing dashboards and practical ML
A practical IoT analytics platform with strong ingestion, dashboards, and ML options.
- Machine learning tools
- Anomaly detection
- Custom dashboards
7.9/10★★★★☆Visit Ubidots -
Best forIoT teams needing dashboards and automation
A broad IoT platform for telemetry, dashboards, automation, and branded portals.
- SQL querying
- Custom dashboards
7.8/10★★★★☆Visit TagoIO -
Best forLarge industrial enterprises in Siemens ecosystems
A broad industrial analytics platform with a useful free tier and costly paid entry point.
- Machine learning tools
- Anomaly detection
- Custom dashboards
7.7/10★★★★☆Visit site -
Best forBudget-conscious IoT dashboard builders
A value-focused IoT platform with broad core tools and flexible deployment options.
- SQL querying
- Custom dashboards
7.6/10★★★★☆Visit KaaIoT -
Best forSmall teams wanting low-cost sensor analytics
A practical IoT platform for affordable sensor analytics, especially LoRaWAN deployments.
- Anomaly detection
- Custom dashboards
7.5/10★★★★☆Visit Datacake -
Best forOpen-source deployments needing broad connectivity
A broad, self-hosted IoT stack for teams that need connectivity and control.
- Machine learning tools
- Custom dashboards
7.4/10★★★★☆Visit OpenRemote -
Best forSmall connected-device monitoring projects
A flexible IoT monitoring platform for small connected-device projects.
- Custom dashboards
7.3/10★★★★☆Visit Thinger.io -
Best forSmall prototypes using MATLAB analytics
A focused IoT analytics platform for small prototypes and MATLAB-centered projects.
- Machine learning tools
- Custom dashboards
7.2/10★★★★☆Visit ThingSpeak -
Best forIndustrial IoT teams needing predictive analytics
A broad industrial IoT platform for real-time analytics, predictive models, and connected operations.
- SQL querying
- Machine learning tools
- Anomaly detection
7.1/10★★★★☆Visit ThingWorx -
Best forHoneywell-centered operational analytics
A broad industrial analytics platform for Honeywell-centered operational intelligence.
- Machine learning tools
- Anomaly detection
7.0/10★★★★☆Try Honeywell Forge -
Best forRockwell manufacturing analytics teams
A broad manufacturing analytics portfolio for Rockwell-connected operations.
- Machine learning tools
- Anomaly detection
6.9/10★★★☆☆Visit site
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Stream processing | Anomaly detection | Score |
|---|---|---|---|---|---|---|
| 1 | Apache IoTDB | Free | 9.3 | |||
| 2 | InfluxDB | Yes | $0.002/GB usage-based | 9.2 | ||
| 3 | TDengine | Yes | 9.0 | |||
| 4 | ThingsBoard | Yes | $49/mo | Real-time | Yes | 8.9 |
| 5 | Losant Enterprise IoT Platform | Yes | $250/mo | Real-time | Yes | 8.8 |
| 6 | TrendMiner | Real-time | Yes | 8.7 | ||
| 7 | Seeq | Near-real-time | Yes | 8.6 | ||
| 8 | AVEVA PI System | Real-time | Yes | 8.5 | ||
| 9 | AWS IoT SiteWise | No | Real-time | Yes | 8.4 | |
| 10 | Cumulocity IoT | No | €215/mo | Real-time | Yes | 8.3 |
| 11 | Cognite Data Fusion | Real-time | Yes | 8.2 | ||
| 12 | AVEVA Insight | Real-time | Yes | 8.1 | ||
| 13 | Zoho IoT | Yes | Real-time | Yes | 8.0 | |
| 14 | Ubidots | Yes | $99/mo | Real-time | Yes | 7.9 |
| 15 | TagoIO | Yes | $49/mo | Real-time | 7.8 | |
| 16 | Siemens Insights Hub | Yes | €6,299.98/yr | Near-real-time | Yes | 7.7 |
| 17 | Kaa IoT Platform | Yes | $9.99/mo | Real-time | 7.6 | |
| 18 | Datacake | Yes | €25/mo | Real-time | Yes | 7.5 |
| 19 | OpenRemote | Yes | Free | Real-time | 7.4 | |
| 20 | Thinger.io | Yes | Real-time | 7.3 | ||
| 21 | ThingSpeak | Yes | Near-real-time | 7.2 | ||
| 22 | ThingWorx | Real-time | Yes | 7.1 | ||
| 23 | Honeywell Forge | Real-time | Yes | 7.0 | ||
| 24 | FactoryTalk Analytics | Near-real-time | Yes | 6.9 |
Head-to-head All 27 comparisons →
- Apache IoTDB vs TDengine
- Apache IoTDB vs ThingsBoard
- Apache IoTDB vs Losant Enterprise IoT Platform
- Apache IoTDB vs TrendMiner
- Apache IoTDB vs Seeq
- Apache IoTDB vs AVEVA PI System
- InfluxDB vs TDengine
- InfluxDB vs ThingsBoard
- InfluxDB vs Losant Enterprise IoT Platform
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How we rank IoT analytics software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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