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Split vs Eppo

Feature checklists rarely decide anything. What decides it is the pricing metric, who has to write the tests, and which limitation you can live with.

Entry price

Free tier available

Free tier

Quote on request

Quote only

What drives the bill

The metric that actually scales your invoice.

Paid tiers are quote-based, priced by monthly tracked keys.

Quote-based, generally aimed at companies with a data team and a warehouse already in place.

Free tier

Free tier with limited monthly tracked keys.

Free tier available for small teams.

Open source

Self-hostable

No-code authoring

Languages

JavaScriptTypeScriptPythonJavaC#GoRubyPHPSwiftKotlin
JavaScriptTypeScriptPythonJavaGoRuby

Platforms

WebAPIiOSAndroid
WebAPIiOSAndroid

Fits teams

Scale-up / mid-marketEnterprise
Scale-up / mid-marketEnterprise

Adoption

Established

Harness · since 2015

Established

Eppo (Datadog) · since 2020

Strengths

  • Automatic metric impact on every flag catches regressions nobody thought to measure.
  • Guardrail alerts stop a bad rollout before it reaches everyone.
  • Strong data-platform integrations.
  • Statistically rigorous — sequential testing, CUPED and diagnostics are core, not add-ons.
  • Metrics defined once in the warehouse and reused across every experiment.
  • dbt integration fits existing analytics engineering workflows.

Limitations

  • Post-acquisition roadmap now sits inside Harness's broader platform strategy.
  • Requires meaningful event instrumentation before the impact analysis is useful.
  • Opaque enterprise pricing.
  • Requires a warehouse and a data team; not usable by a product manager alone.
  • Feature-flagging capability is lighter than dedicated flag platforms.
  • Now part of Datadog, which changes the strategic picture.

Best for

Teams that want every release measured, not just deliberate experiments.

Data-mature organisations where experiment results must withstand scrutiny.

All of these integrate with: Segment, Snowflake, Slack.

Pricing last reviewed August 2026 and is indicative only — confirm on each vendor’s own page.