Built Metric Mango to solve the exact inventory problem we faced running our own Shopify store.
// best of 2026 · Analytics
Best analytics tools for SaaS teams (2026)
Analytics tools we surface for SaaS teams: product analytics, revenue attribution, and dashboards. Each profile links to the vendor's site and includes related software.
8 tools rankedupdated October 2026how we rank
// top picks at a glance
Quick comparison
The 8 best analytics tools, ranked
Oculis Analytics is a web analytics and revenue attribution platform that ties every visitor to the revenue they generate. It is designed for growth, digital product, retention, and ops teams.
- Revenue and traffic by channel: View revenue and traffic data for every marketing channel in one place.
- Subscriber retention: Monitor cohort performance month by month to spot drop offs.
- Visitor journeys: Track custom events and follow the exact path a visitor took through your site.
Aptabase is an open source analytics platform designed for developers who want actionable insights without sacrificing user privacy. Track events across mobile, desktop, and web applications while maintaining full control over your data.
- Cross-platform event tracking: Track custom application events across mobile, desktop, and web apps using platform SDKs.
- Fully anonymized analytics: Collect data without personal identifiers to secure user privacy and reduce GDPR compliance overhead.
- Built-in dashboards: View app metrics and activity records through included standard and live view dashboards.
- 04
SourceX
SourceX licenses business data directly from companies for AI training and evaluation. We manage the agreement, rights review, data preparation, delivery and pa
SourceX is a data licensing platform that helps organizations monetize their operational records for AI training and evaluation. It is designed for businesses with valuable operational history that want to earn revenue without negotiating directly with AI…
- End-to-end licensing management: Handles rights assessments, legal agreements, data processing, authorized delivery, and direct payouts…
- Data de-identification: Redacts personal details and applies agreed privacy measures before datasets are delivered to buyers.
- Broad tool compatibility: Prepares exportable records from common platforms across support, CRM, engineering, finance, and document…
Geobble is a modern platform for turning geographic data into interactive maps, insights, and shareable experiences. Import data from different sources, organise and enrich datasets, analyse geographic patterns, create polished map visualisations, and publish…
- Data import and enrichment: Upload standard GIS files, connect PostGIS tables, extract geographic features, and enrich existing datasets.
- Plain-language spatial analysis: Perform filters, joins, buffers, and proximity searches by asking questions in natural language.
- Automated cartographic drafting: Generate classifications, color palettes, labels, legends, and zoom-aware visual hierarchies directly from…
GrownX pulls App Store Connect and RevenueCat data into one dashboard so indie developers can see real-time downloads, revenue, and reviews across their whole portfolio. It includes an AI copilot and a 7-day forecast for every key metric.
How far is this point from the sea? From the nearest border? Which country, region and district is it in? MapGO answers those in one click, then converts your Shapefile, GeoJSON, KML or GeoPackage into whatever format you need next.
- Global location lookups: Calculates distance to coastlines, nearest borders, and administrative boundaries across 254 countries and…
- Property location reports: Generates a downloadable PDF report covering 26 categories of data for any US address.
- Map file conversion: Converts spatial files between formats like Shapefile, GeoJSON, KML, and GeoPackage directly in the browser.
OpsReveal is a client-side retail loss prevention tool built to detect vendor fraud, audit inventory ageing, and prevent sales margin erosion. It is designed for modern merchants and retail businesses looking to secure their store data.
- Vendor Fraud & Price Spike Detection: Flags unauthorized vendor cost increases that compress sales margins below your baseline target.
- Inventory Ageing & Slow-Moving Stock: Configure holding-day thresholds to pinpoint dead stock and liberate working capital.
- GRN Shelf-Life Compliance: Identifies receiving shipments delivered with insufficient remaining shelf life.
Frequently asked questions
What is the best analytics tool in 2026?
MetricMango has the highest editor score in our Analytics list: Stop Guessing When to Restock. Oculis Analytics and Aptabase follow close behind. Scores update as listings change, so this can shift over time.
Are there free analytics tools?
Yes. Aptabase, Geobble and MapGO are free or have a free plan. Check each tool's profile for current limits.
How is this list ranked?
Featured tools come first, then partner tools we have an affiliate link with; featured tools are labelled. Everything else is ordered by a score from 0 to 4 from six checks anyone can verify: the website is live, the description and tags are complete, it has a logo, its badge is verified, it has related tools, and it was re-checked recently. Paying never changes a tool's score.
How do I get my tool on this list?
List it for free on ListMySaaS and choose Analytics as the category. Once it's live, it's ranked here automatically by its score.
// about analytics tools
Analytics tools in the ListMySaaS directory include product analytics, revenue attribution, dashboards, and event tracking.
See every analytics tool →// building in analytics?
List your tool for free. It gets a profile page, a link to your site, and a spot in this ranking once it's live.