Best Dev Lake Alternatives ranked by AI · updated Aug 2026

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Apache DevLake is an open-source platform that collects engineering data from tools such as GitHub, Jira, Jenkins, and incident systems. It is aimed at engineering and platform teams that need customizable software delivery metrics, including DORA metrics, in Grafana or other dashboards.

Developer: Apache Software Foundation Price: Free, open source 🎯 github.com/merico-dev/lake

🔓 Open Source dora metrics software delivery devops analytics engineering metrics

Top 6 Dev Lake alternatives

LinearB

💡 Pick it for turnkey engineering analytics and workflow automation without maintaining an open-source data platform.

LinearB offers AI-powered analytics to help engineering teams deliver software faster and with more predictability.

Pros

Advanced analytics and insights
Automation features

Cons

May have a steeper learning curve for some teams

Custom pricing

Alternatives to LinearB →

Jellyfish

💡 Choose it when engineering investment, planning, and executive reporting matter as much as delivery metrics.

Jellyfish is a project management tool known for its user-friendly interface and robust collaboration features.

Pros

Intuitive design
Excellent team communication tools

Cons

Limited customization options
Less advanced task tracking features compared to competitors

$22.99 per user/month

Alternatives to Jellyfish →

Swarmia

💡 Pick it for accessible productivity and team-health insights with less dashboard engineering than DevLake.

Swarmia is an engineering effectiveness platform that combines development, project, and team data into operational insights. It helps engineering leaders improve flow,...

Pros

Combines flow metrics with developer-experience and team-health signals
Provides more nuanced engineering effectiveness analysis than contribution counts
Integrates with common development and project-management tools

Cons

Less focused on individual GitHub activity and gamification than devActivity
Pricing and rollout are less accessible for small teams
Some reports require consistent project-management data

Custom pricing

Alternatives to Swarmia → Visit site

Athenian

💡 Choose it for polished, standardized engineering metrics and cross-team delivery benchmarking.

Athenian is an engineering analytics platform for measuring software delivery performance and developer productivity. It provides data-driven views of cycle time, throughput,...

Pros

Strong delivery analytics and engineering benchmarks
More detailed workflow analysis than EP Metrics
Useful for comparing performance across teams and repositories

Cons

Commercial deployment is less accessible than EP Metrics
Can encourage metric optimization without qualitative context
Smaller general-market presence than Pluralsight Flow

Custom pricing

Alternatives to Athenian → Visit site

Pluralsight Flow

💡 Pick it for hosted code-flow and engineering productivity reporting with minimal platform administration.

Pluralsight Flow (formerly GitPrime) offers actionable analytics to help engineering teams work smarter and faster, providing insights to improve productivity.