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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

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Bitbucket logo
Bitbucket
✓ verifiedFreemium

Atlassian's Git repository hosting for teams with built-in CI/CD pipelines and tight Jira integration for code review and deployment.

13M visits/mo
Dagster logo
Dagster
✓ verifiedFreemium

Open-source asset-based data orchestrator, with Dagster+ cloud, for building, observing and delivering reliable data and AI pipelines.

152K visits/mo
Union Cloud logo
Union Cloud
✓ verifiedPaid

Cloud-agnostic AI/ML workflow orchestrator that runs pipelines inside a customer's own infrastructure for compute-heavy teams.

25K visits/mo
sshx logo
sshx
✓ verifiedFree

Open-source, encrypted web terminal sharing tool letting people collaborate live on one command line via a browser link.

26K visits/mo
Pricing

No public pricing

Free trial available

Solo: $10/mo + $0.040/credit (1 user)
Starter: $100/mo + $0.035/credit (up to 3 users)

Free trial available

Team: $950/month + usage (1,000 concurrent actions, 30-day retention, 1 cluster)

No public pricing

Core features
  • Git repository hosting
  • Bitbucket Pipelines CI/CD
  • Pull requests and code review
  • Native Jira integration
  • Branch permissions and access controls
  • IP allowlisting and security features
  • Asset-based pipeline orchestration
  • Built-in lineage and data-quality checks
  • Data catalog with asset metadata
  • Native dbt, Snowflake and Fivetran integrations
  • Branch deployments and hybrid deployment
  • Open-source core plus managed Dagster+ cloud
  • Python-native dynamic workflow authoring
  • Automatic failure recovery, caching, and versioning
  • Zero Trust architecture keeping data inside customer's cloud
  • Real-time inference and agentic-AI workflow support
  • High-throughput scaling (tens of thousands of actions per run)
  • Local development environment matching production behavior
  • One-command installation and session sharing via link
  • End-to-end encryption so the server cannot read terminal data
  • Multiplayer infinite canvas for arranging multiple terminals
  • Live cursors and chat for real-time collaboration
  • Cross-platform CLI for macOS, Linux and Windows
  • Distributed mesh networking for low-latency global connections
Use cases
  • Source code management
  • CI/CD automation
  • Team code review
  • DevOps for Jira-based teams
  • Orchestrate ETL/ELT and dbt pipelines
  • Monitor data health and lineage
  • Build AI/ML data pipelines
  • Run reliable, observable data platforms
  • ML teams orchestrating training and inference pipelines at scale
  • Biotech/geospatial companies needing GPU-heavy pipeline orchestration
  • Enterprises migrating off Airflow for ML workflow management
  • Teams requiring workflows that never send data outside their own cloud
  • Pair debugging a remote server with a teammate
  • Teaching command-line skills over a shared live session
  • Sharing a CI/CD pipeline terminal for troubleshooting on GitHub Actions
  • Providing temporary cloud access without exposing SSH credentials
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