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Best Data Analytics Software 2026
Facts read 21 Sep 2026 – 15 Oct 2026
This list covers data analytics software and the details buyers can compare, including pricing, deployment, data sources, dashboards, refresh schedules and natural-language queries. Tools in this category run through web, API, Android, iOS, self-hosted and Windows platforms.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Amazon Q | 6.3 | $3 a month | Free plan | Android, iPhone & iPad, Web, Windows | 14 Oct 2026 | |
| 02 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 |
| 03 Amplitude | Amplitude suits teams seeking event tracking, funnels, session replays, and ecommerce analytics. | 5.7 | $995 a month | Free plan | Android, iPhone & iPad, Web, Browser extension | 15 Oct 2026 |
| 04 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 |
| 05 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 |
| 06 Heap | Heap may suit teams that want to track events, review conversion funnels and session recordings, or analyze ecommerce activity. | 5.5 | Free plan | Free plan | Android, iPhone & iPad, Web, Mac | 15 Oct 2026 |
| 07 PostHog | PostHog may suit product teams seeking analytics, session replay, feature flags, and data routing in one platform. | 5.5 | Free plan | Free plan | Android, iPhone & iPad, Web, Windows | 30 Sep 2026 |
| 08 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 |
| 09 Mixpanel | It suits teams that need event, funnel, session-replay, or ecommerce analytics through an API. | 5.3 | Free plan | Free plan | Android, iPhone & iPad, Web, Browser extension | 15 Oct 2026 |
| 10 Metabase | 5.2 | Free plan | Free plan | Self-hosted | 28 Sep 2026 |
The page orders releases by newest first. It uses figures the makers publish and does not score the tools.
02
TIBCO Spotfire
Spotfire is intended for engineers, scientists, operators, and domain experts working with complex, data-rich environments.
AndroidiPhone & iPadWeb+6 Record6.1 Visit
03
Amplitude
Amplitude suits teams seeking event tracking, funnels, session replays, and ecommerce analytics.
AndroidiPhone & iPadWeb+3 Record5.7 Visit
04
Mode
Mode suits data and business teams that need to analyze warehouse data, share queries, and create reports or internal data tools.
WebWindowsMac+2 Record5.6 Visit
05
Qlik Sense
Qlik Sense suits organizations exploring data with dashboards, reports, forecasting, and natural-language queries.
AndroidiPhone & iPadWeb+4 Record5.6 Visit
6
Heap
AndroidiPhone & iPadWeb+2 Free plan Record5.5 Visit Heap may suit teams that want to track events, review conversion funnels and session recordings, or analyze ecommerce activity.
7
PostHog
AndroidiPhone & iPadWeb+5 Free plan Record5.5 Visit PostHog may suit product teams seeking analytics, session replay, feature flags, and data routing in one platform.
8
IBM Cognos Analytics
AndroidiPhone & iPadWeb+4 $10.60 a month Record5.3 Visit Cognos Analytics may suit organizations that need governed analytics, dashboards, and reporting.
9
Mixpanel
AndroidiPhone & iPadWeb+2 Free plan Record5.3 Visit It suits teams that need event, funnel, session-replay, or ecommerce analytics through an API.
11
Hex
WebAPI $36 a month Record5.1 Visit Community is listed for hobbyists and small projects, Professional for individuals, Team for companies collaborating on data, and Enterprise for organizations needing…
13
Microsoft Power Automate
WebWindows $15 a month, billed yearly Record5.1 Visit It suits organizations automating cloud services, desktop applications, and legacy systems.
14
Zoho Analytics
Self-hosted Free plan Record5.0 Visit Zoho Analytics suits teams that need to combine data sources, build visualizations, and distribute reports.
16
Salesforce CRM Analytics
AndroidiPhone & iPadWeb+1 — Record4.7 Visit It suits sales teams, service agents, and business users who need analytics integrated into Salesforce CRM.
18
SAS Visual Analytics
AndroidiPhone & iPadWeb+2 — Record4.7 Visit SAS Visual Analytics suits business analysts and teams that need to explore varied data sources, create reports, and use predictive analytics without programming.
19
Apache Superset
WebLinuxAPI+1 Free plan Record4.6 Visit Superset suits teams that can manage a self-hosted data exploration and dashboard platform.
20
Holistics
WebAPI $960 a month, billed yearly Record4.6 Visit Holistics is intended for data teams building governed models and business users who need to explore datasets or create reports without SQL.
21
Adobe Analytics
AndroidiPhone & iPadWeb+2 — Record4.5 Visit It suits teams analyzing visitor behavior across web and mobile properties, including those that need journey analysis, governance controls, or developer access.
22
Looker
AndroidiPhone & iPadWeb+2 — Record4.5 Visit Looker may suit organizations that want governed data exploration, dashboards, embedded analytics, and natural-language queries.
23
Matomo
APISelf-hosted €275 a month Record4.5 Visit Matomo suits organizations that need web, ecommerce, or conversion analytics and want a choice between hosted and self-hosted deployment.
24
ThoughtSpot
AndroidiPhone & iPadWeb $25 a month, billed yearly Record4.3 Visit ThoughtSpot may suit teams looking for cloud analytics with natural-language queries, scheduled reports, or embedded analytics.
Before you choose
Check the free path and paid entry
Entries vary, with free plans available for some and free trials for others.
Compare the paid-from figure and trial length shown for the product. For example, Amazon Q combines a free plan with paid access from $3 per user each month and a 60-day trial. Evidence combines a free plan with paid access from $2,500 per month and a 30-day trial. Holistics offers a 14-day trial but no free plan.
Match deployment to your environment
Products in the list identify web, API, Android, iOS, self-hosted or Windows deployment options. Check the deployment field against the devices and infrastructure you plan to use.
Running software within your own environment may make a self-hosted option relevant.
Compare query and refresh controls
Natural-language queries and scheduled data refresh are comparison fields for this category. Check how a product describes these controls before choosing it.
Dashboard sharing is another listed field. Review it when several people need access to analytics results.
Review supported data sources
Data source types are part of the comparison. Use the product's named data sources to verify compatibility with the systems holding your data.
Check code and licensing needs
Some entries provide open-source code. When code access or modification matters, review the licence and deployment terms.
Questions
Do data analytics tools on this list have free plans?
A free plan is offered by items on this list. Check the Free plan field for the product you are considering.
Can I try a tool before paying?
A free trial is offered by items on this list. Trial length and paid entry can differ, so check the pricing details.
Which platforms are covered?
The list covers web, API, Android, iOS, self-hosted and Windows platform options. Check the Deployment field for the product.
Can these tools run on my own servers?
Self-hosted deployment is a comparison field. Check whether the product lists a self-hosted option.
Do these tools support natural-language queries?
Natural-language queries are a comparison field for this category. Check the product's listing for its stated support.
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