Datadog Test Optimization vs Develocity

Datadog Test Optimization8.7Visit Develocity8.6Visit

Higher score Datadog Test Optimization #6 in Test Flakiness Management Software 8.7/10 14-day trial Free trial✓ 4 of 5 features Visit Datadog

vs

Develocity #7 in Test Flakiness Management Software 8.6/10 Pricing on request · 30-day trial Free trial✓ 4 of 5 features Visit Develocity

• Datadog Test Optimization fits best

  Datadog users needing affordable flake controls

• Develocity fits best

  Build engineering teams with complex build systems

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Side by side

Feature	Datadog Test Optimization 8.7/10 Visit ↗	Develocity 8.6/10 Visit ↗
At a glance
Editor score	8.7	8.6
Ranking	#6 in Test Flakiness Management Software	#7 in Test Flakiness Management Software
Best for	Datadog users needing affordable flake controls	Build engineering teams with complex build systems
Pricing model	Paid	Paid
Starting price	$20/user/mo	Pricing on request · 30-day trial
Free plan	—	—
Free trial	14 days	30 days
Free trial length	14 days	30 days
Deployment	Cloud	Cloud, Self-hosted
Platforms	Web	Web
Support	Live chat, Email, Community, Docs	Email, Phone, Docs
Integrations	4 integrations	16 integrations
Built for	Mid-market, Enterprise	Mid-market, Enterprise
Features Datadog Test Optimization 4/5 · Develocity 4/5
Flake detection	✓	✓
Quarantine workflow	✓	✓
Failure clustering	Not checked yet	✓ (best)
Rerun policies	✓	✓
Issue tracker links	✓ (best)	Not checked yet
Specs
Supported frameworks	JUnit 4, JUnit 5, TestNG, Spock, Cucumber, Karate, Scalatest, Scala MUnit, Scala Weaver, Jest, Mocha, Cypress, Playwright, Vitest, RSpec, Minitest, pytest	JUnit 4, JUnit 5, Spock, TestNG, Maven Surefire/Failsafe, Jest, Mocha, Cypress, pytest
Our review
Pros	Automatic detection, quarantine policies, retries, and early flake detection Traces, stack traces, and Test Impact Analysis support failure investigation Integrates with Jira, GitHub, GitLab, and Azure DevOps	Detects flaky tests within and across builds using retry outcomes and shared inputs Quarantines known-flaky tests and supports configurable retry limits Build Scans include outcomes, stack traces, retry output, and timelines
Cons	There is no free plan for teams wanting a no-cost starting point Annual pricing is tied to active Git committers Monthly on-demand pricing is higher at $29 per committer	Requires contact with sales for pricing No free plan is available Its breadth may exceed the needs of teams with simple build systems
Our verdict	Datadog Test Optimization is a CI test visibility and flaky-test management product for software and platform engineering teams. It instruments and traces tests to show test health, performance, reliability, failures, and flakiness. Teams… Read the review →	Develocity is a software delivery platform for engineering and platform teams that need detailed visibility into build and test behavior. It captures build and test telemetry, provides Build Scans and analytics, detects flaky tests within… Read the review →

Strengths and trade-offs

• Datadog Test Optimization — where it wins

  • Automatic detection, quarantine policies, retries, and early flake detection
  • Traces, stack traces, and Test Impact Analysis support failure investigation
  • Integrates with Jira, GitHub, GitLab, and Azure DevOps

  Where it doesn't

  • There is no free plan for teams wanting a no-cost starting point
  • Annual pricing is tied to active Git committers
  • Monthly on-demand pricing is higher at $29 per committer

• Develocity — where it wins

  • Detects flaky tests within and across builds using retry outcomes and shared inputs
  • Quarantines known-flaky tests and supports configurable retry limits
  • Build Scans include outcomes, stack traces, retry output, and timelines

  Where it doesn't

  • Requires contact with sales for pricing
  • No free plan is available
  • Its breadth may exceed the needs of teams with simple build systems

• Datadog Test Optimization8.7/10 · 14-day trial

  A focused Datadog option for detecting, governing, and investigating flaky CI tests.

  Visit DatadogFull verdict →
• Develocity8.6/10 · Pricing on request · 30-day trial

  A deep flakiness-management layer for complex builds, with commercial pricing and no free plan.

  Visit DevelocityFull verdict →