Independent software discovery

Tell Scout what you need.
Get a smarter shortlist.

A few researched choices, built around your business. No paid rankings.

Data & analytics.

720 tools. Plenty of possibilities.
Data & analytics · 18 tools to explore Clear filters

Data integration (ETL / ELT) Category leader

Airbyte

Free plan· $20/mo 2–500+ people

Open-source data movement platform with 700+ connectors

Key features

  • Prebuilt connectors
  • Warehouse destinations

Data catalog & governance Category leader

Alation

Contact sales 51–500+ people

Data catalog with lineage, search and trust flags for analytics teams

Key features

  • Automated data discovery
  • Column-level lineage
  • Data quality monitoring
  • Business glossary
  • Data search

Product analytics Category leader

Amplitude

Free plan 2–500+ people

Product analytics with replay, experiments and guides in one platform

Key features

  • Event tracking
  • Funnel analysis
  • Retention and cohorts
  • Session replay
  • Autocapture
  • Behavioral segmentation

Data catalog & governance Category leader

Atlan

Contact sales 51–500+ people

Active metadata catalog with lineage and governance for data teams

Key features

  • Automated data discovery
  • Column-level lineage
  • Business glossary
  • Access policies
  • Data search

Data catalog & governance Category leader

Collibra

Contact sales 500+ people

Enterprise data and AI governance platform with catalog and quality

Key features

  • Automated data discovery
  • Data quality monitoring
  • Business glossary
  • Access policies
  • Data search

Cloud data warehouse Category leader

Databricks

Paid 51–500+ people

Lakehouse platform with SQL warehouses, notebooks and ML

Key features

  • SQL querying
  • Fine-grained access control

Data integration (ETL / ELT) Category leader

Fivetran

Free plan 51–500+ people

Managed data movement from 900+ sources into your warehouse or lake

Key features

  • Prebuilt connectors
  • Warehouse destinations
  • Reverse ETL

Cloud data warehouse Category leader

Google BigQuery

Paid 2–500+ people

Serverless data warehouse on Google Cloud

Key features

  • SQL querying
  • Separate storage and compute
  • Fine-grained access control

Data integration (ETL / ELT) Category leader

Hevo Data

Free plan 2–500 people

No-code ELT pipelines with built-in transformations

Key features

  • Prebuilt connectors
  • Automated schema handling
  • Warehouse destinations
  • Sync monitoring and alerts

Web analytics Category leader

Matomo

Free plan 2–500+ people

Open-source web analytics, cloud or self-hosted

Key features

  • Traffic source reporting
  • Goal and conversion tracking
  • Cookie-free tracking
  • Real-time view

BI & dashboards Category leader

Metabase

Free plan· $100/mo 2–500+ people

Open-source BI with a visual query builder and SQL

Key features

  • Data source connectors
  • Scheduled reports and alerts
  • Embedded analytics

BI & dashboards Category leader

Microsoft Power BI

Free plan· $14/user/mo 2–500+ people

Microsoft's BI tool for interactive reports and dashboards

Key features

  • Data source connectors
  • Interactive dashboards
  • Embedded analytics

Product analytics Category leader

Mixpanel

Free plan· $100/mo 2–500+ people

Event-based product analytics with funnels, retention and session replay

Key features

  • Event tracking
  • Funnel analysis
  • Retention and cohorts
  • Session replay
  • Autocapture
  • Behavioral segmentation

Product analytics Category leader

Pendo

Contact sales 51–500+ people

Product analytics, in-app guides, surveys and session replay

Key features

  • Event tracking
  • Session replay

Product analytics Category leader

PostHog

Free plan· Free up to 1M events/month; then usage-based, no monthly minimum 1–500 people

Product analytics, session replay and feature flags

Key features

  • Event tracking
  • Funnel analysis
  • Retention and cohorts
  • Session replay
  • Autocapture
  • Behavioral segmentation

Cloud data warehouse Category leader

Snowflake

Paid 51–500+ people

Cloud data platform for analytics, AI and data sharing

Key features

  • SQL querying
  • Separate storage and compute
  • Semi-structured data support
  • Secure data sharing

BI & dashboards Category leader

Zoho Analytics

Free plan 2–500+ people

Self-service BI and reporting with 500+ data sources

Key features

  • Data source connectors
  • Embedded analytics
  • Row-level security

A starting point for discovery. Explore each vendor's site for current plans and product details.

Built something useful? Let buyers find it.

SoftScout is creating a human-reviewed home for the growing wave of business software. Submit once, and a real person checks every listing before it goes live.

Submit your software
Standard review
Free

Join the standard queue. No guaranteed review date.

Priority review
$19 one time

Human review within two business days, plus correction guidance.

Payment accelerates review. It never guarantees acceptance or changes ranking.