Spotfire is intended for engineers, scientists, operators, and domain experts working with complex, data-rich environments.
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Best Business Analytics 2026
Facts read 21 Sep 2026 – 15 Oct 2026
Business analytics tools turn company data into dashboards, reports and shared views for business decisions. This list helps buyers compare options by free plans, pricing, data connections and delivery choices.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 TIBCO Spotfire | Spotfire is intended for engineers, scientists, operators, and domain experts working with complex, data-rich environments. | 6.1 | $3,000 a year | Free plan | Android, iPhone & iPad, Web, Windows | 15 Oct 2026 |
| 02 Mode | Mode suits data and business teams that need to analyze warehouse data, share queries, and create reports or internal data tools. | 5.6 | Free plan | Free plan | Web, Windows, Mac, Linux | 14 Oct 2026 |
| 03 Qlik Sense | Qlik Sense suits organizations exploring data with dashboards, reports, forecasting, and natural-language queries. | 5.6 | $300 a month, billed yearly | Free trial | Android, iPhone & iPad, Web, Windows | 9 Oct 2026 |
| 04 IBM Cognos Analytics | Cognos Analytics may suit organizations that need governed analytics, dashboards, and reporting. | 5.3 | $10.60 a month | Free trial | Android, iPhone & iPad, Web, Windows | 9 Oct 2026 |
| 05 Metabase | 5.2 | Free plan | Free plan | Self-hosted | 28 Sep 2026 | |
| 06 Zoho Analytics | Zoho Analytics suits teams that need to combine data sources, build visualizations, and distribute reports. | 5.0 | Free plan | Free plan | Self-hosted | 28 Sep 2026 |
| 07 SAP Extended Enterprise Content Management by OpenText | 4.8 | — | — | Android, iPhone & iPad, Web, Windows | 11 Oct 2026 | |
| 08 Evidence | 4.7 | $2,500 a month | Free plan | Web, API, Self-hosted | 4 Oct 2026 | |
| 09 Holistics | Holistics is intended for data teams building governed models and business users who need to explore datasets or create reports without SQL. | 4.7 | $960 a month, billed yearly | Free trial | Web, API | 7 Oct 2026 |
| 10 Redash | It suits SQL users and organizations that can host their own analytics service and need shared queries, dashboards, visualizations, alerts, or scheduled updates. | 4.7 | Free plan | Free plan | Web, Linux, API, Self-hosted | 10 Oct 2026 |
The list is ordered by the newest releases, using figures the makers publish. Nothing is scored, so compare dashboard sharing, embedded analytics, refresh, deployment and query limits for your work.
Mode
Mode suits data and business teams that need to analyze warehouse data, share queries, and create reports or internal data tools.
WebWindowsMac+2Qlik Sense
Qlik Sense suits organizations exploring data with dashboards, reports, forecasting, and natural-language queries.
AndroidiPhone & iPadWeb+4IBM Cognos Analytics
Cognos Analytics may suit organizations that need governed analytics, dashboards, and reporting.
AndroidiPhone & iPadWeb+4Metabase
Self-hostedZoho Analytics suits teams that need to combine data sources, build visualizations, and distribute reports.
Holistics is intended for data teams building governed models and business users who need to explore datasets or create reports without SQL.
It suits SQL users and organizations that can host their own analytics service and need shared queries, dashboards, visualizations, alerts, or scheduled updates.
SAS Visual Analytics suits business analysts and teams that need to explore varied data sources, create reports, and use predictive analytics without programming.
Superset suits teams that can manage a self-hosted data exploration and dashboard platform.
Looker may suit organizations that want governed data exploration, dashboards, embedded analytics, and natural-language queries.
Reveal BI is designed for SaaS companies, software vendors and teams building customer-facing analytics into applications.
ThoughtSpot may suit teams looking for cloud analytics with natural-language queries, scheduled reports, or embedded analytics.
Birst suits organizations looking to combine data analysis, reporting, and planning capabilities across multiple systems.
Yellowfin BI may suit organizations looking for business intelligence with embedded analytics and multiple deployment and platform options.
AnswerRocket suits enterprise teams that need conversational analysis across business data and documents.
Before you choose
Check the cost before you connect data
A free plan is available from tools such as Evidence, while Apache Superset lists a free pricing model. Metabase lists a freemium model. Paid pricing can be by request, such as AnswerRocket and Looker, or published as a starting price, such as Evidence and Holistics.
A free trial can lower the risk before a paid commitment. Evidence lists a 30-day trial, and Holistics lists a 14-day trial.
Match the deployment to your stack
The listed platforms include web, self-hosted, API, Android, Windows and iOS. AnswerRocket lists web, self-hosted and API access.
Choose a deployment path that fits where your data and users already work. Self-hosted and API options suit teams that need control or programmatic access.
Compare how people see the results
Dashboard sharing and embedded analytics are comparison fields for this list. Check whether a tool fits internal dashboards, customer-facing views or both.
Web access can support browser-based use, while Android, Windows and iOS availability can matter when people read reports away from a desk.
Review data and query limits
Compare the data sources a tool accepts, how often data refreshes and the rows allowed per query. These limits shape how current and detailed a dashboard can be.
If you need code you can inspect or change, look for open-source code. Apache Superset is listed with a free pricing model, while Lightdash and other tools have their own published terms.