Best Analytics & BI Products in 2026

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

Powerful SaaS integration toolkit for SaaS developers - create, amplify, manage and publish native integrations from within your app with Cyclr's flexible Embedded iPaaS. .

Key Cyclr features:

Pre-built Connectors Embedded Integration Marketplace Low Code Integration Builder SOC 2 Type 2 Accreditation

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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

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