Best Analytics & BI Products in 2026

Spreadsheets have never made you look so good. Sure, you can buy an expensive business intelligence mapping software that requires a Ph. D to use. Or you can use Mapline to create a map from Excel spreadsheet data in seconds.

Key Mapline features:

Mapping and Visualization Tools Route Optimization BI Analytics & Reports In-Field Forms

freemium

incident management, error monitoring, alerting, on-call, devops, developer tools, webhooks, mobile.

Key Woopy features:

Crash push notifications One-tap remediation actions Signed webhooks Action run history

Visit website freemium $9 / Monthly (PRO - up to 10 apps)

Pachyderm is an open source analytics engine that uses Docker containers for distributed computations.

Key Pachyderm features:

Data Lineage and Versioning Scalability Pipeline Automation Language Agnostic

Open Source

9 Spokes is a free data dashboard that connects your apps to identify powerful insights to deliver your business KPI's.

Key 9 Spokes features:

Comprehensive Business Dashboard Application Integration Data Insights User-Friendly Interface

Pepperdata's software runs on existing Hadoop clusters to give operators predictability, capacity, and visibility for their Hadoop jobs.

Key Pepperdata features:

Performance Optimization Resource Management Predictive Alerts Detailed Insights

Maptive is a map creator and map making software.

Key Maptive features:

User-Friendly Interface Customization Options Data Import Flexibility Automatic Updates

Maptitude is a mapping software that allows users to view, edit and integrate maps.

Key Caliper Maptitude features:

Comprehensive Data Integration User-Friendly Interface Advanced Analytical Tools High-Quality Mapping

Badger maps is a sales management app that assists salespeople to plan and route their sales process thus minimizing the strain that comes with looking for clients. Read more about Badger Maps.

Key Badger Maps features:

Efficient Route Planning User-Friendly Interface Integration Capabilities Real-Time Data

Make maps from a list of multiple addresses, create a mobile optimized map or locator.

Key BatchGEO features:

User-Friendly Interface Quick Mapping Data Integration Customization Options

ArcGIS provides contextual tools for mapping and spatial reasoning so you can explore data & share location-based insights. ArcGIS is the heart of the Esri Geospatial Cloud. Try ArcGIS for free with 21-day trial.

Key Esri ArcGIS features:

Comprehensive Toolset Scalability Integration Capabilities Robust Support and Documentation

Create your own custom maps using Google Maps.

Key Google My Maps features:

User-Friendly Interface Integration with Google Services Customization Options Collaboration Features

Use ZeeMaps to create, make, and publish interactive, customized maps.

Key ZeeMaps features:

Customizability Ease of Use Collaboration Data Import

Map multiple locations from Excel (xls) spreadsheet data on a custom google map. Create free customized Google maps. View maps on Mobile, Tablet, and Computers. Easily create a map in seconds.

Key EasyMapMaker features:

User-Friendly Interface Batch Geocoding Customizable Maps Data Visualization

Felt lets you create maps collaboratively, using world-class data, and share them in a single click. For team projects or epic adventure with friends.

Key Felt features:

User-Friendly Interface Collaborative Features Customizable Maps Integration Capabilities