Machine Learning · head to head
Anaconda vs Galileo

Anaconda
Machine Learning
The world's most popular data science platform
- From
- Free
- Free plan
- Yes

Galileo
AI
Evaluation and observability platform for GenAI applications and agents
- From
- Free
- Free plan
- Yes
The short version
- Each has a real cost: Anaconda dependency resolution slower than pip due to SAT solver complexity; Galileo the free plan is limited to 5,000 traces per month, which is quickly outgrown by production workloads.
- They diverge on capability: Anaconda covers Conda package manager, Galileo covers Pre-built evaluations.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Anaconda and Galileo actually diverge.
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Anaconda
- Conda package manager
- Environment management
- 1500+ packages
- Navigator GUI
- Cross-platform support
- Jupyter
- VS Code
- PyCharm
Only in Galileo
- Pre-built evaluations
- Ground truth capture
- Luna models
- Agent behavior analysis
- Production guardrails
- Flexible deployment
What people use each for
The jobs each tool is most often brought in to do.
Anaconda
- Machine learningnot Galileo
- Data analysisnot Galileo
- Model trainingnot Galileo
- Predictive analyticsnot Galileo
Galileo
- Evaluating RAG and agent applications before production releasenot Anaconda
- Monitoring live GenAI applications for failures and driftnot Anaconda
- Applying real-time guardrails without custom integration worknot Anaconda
- Reducing evaluation costs using distilled Luna judge modelsnot Anaconda
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Anaconda
- Dependency resolution slower than pip due to SAT solver complexity
- Not all PyPI packages available through default Anaconda repository
- Requires paid licenses for organizations with 200+ employees
- Larger disk footprint than minimal Python installations
Galileo
- The free plan is limited to 5,000 traces per month, which is quickly outgrown by production workloads.
- Real-time guardrails and unlimited trace capacity are reserved for the custom-priced Enterprise tier.
- Pro plan pricing scales with trace volume, so costs can grow unpredictably as usage increases.
- On-premises deployment requires an Enterprise contract rather than being available self-serve.
Pricing, plan by plan
Anaconda
Free- FreeFree
- 600+ pre-installed packages
- Anaconda Navigator
- 5GB cloud storage
- Starter$15/month
- 10GB cloud storage per user
- Professional development environment
- Team workspace controls
- Business$50/month
- Automated vulnerability scanning
- Audit trails
- Enterprise SSO
Galileo
Free- FreeFree
- 5,000 traces/month
- Unlimited users
- Unlimited custom evaluations
- Pro$100/month
- 50,000 traces/month
- Standard role-based access control
- Advanced analytics and insights
- Enterprise$undefined/mo
- Unlimited trace capacity
- Custom rate limits
- Hosted, VPC, or on-prem deployment
Which should you pick?
Choose Anaconda if
- You need conda package manager.
- You want to start without paying.
- You work on Windows, macOS, Linux, Web/Cloud.
- You also want environment management.
Choose Galileo if
- You need pre-built evaluations.
- You want to start without paying.
- You work on web, api.
- You also want ground truth capture.
Questions people ask
- Is Anaconda or Galileo better?
- Neither clearly leads. Anaconda starts at Free and Galileo at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Anaconda or Galileo?
- Anaconda starts at Free and Galileo at Free.
- Does Anaconda or Galileo run on more platforms?
- Anaconda runs on Windows, macOS, Linux, Web/Cloud. Galileo runs on web, api.
- Can I use Anaconda for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Anaconda best used for?
- Anaconda is most often used for machine learning, data analysis, model training, predictive analytics. Of those, machine learning and data analysis are not what Galileo is typically brought in for.
- What can Anaconda do that Galileo cannot?
- Anaconda covers Conda package manager, Environment management, 1500+ packages, Navigator GUI. Galileo covers Pre-built evaluations, Ground truth capture, Luna models, Agent behavior analysis.
Answered from the vendors’ own pages
Anaconda: Does Anaconda have a free version?
Yes. Anaconda Distribution is free and includes 600+ pre-installed data science packages, Navigator, and 5GB of cloud storage. Organizations with 200+ employees must use paid plans unless they qualify for academic or non-profit exemptions.
SourceGalileo: What does Galileo cost?
Galileo offers a free plan, a Pro plan at $100/month billed yearly (with a 33% annual discount), and a custom-priced Enterprise plan for unlimited trace capacity.
SourceAnaconda: What is the difference between Anaconda Distribution and Miniconda?
Anaconda Distribution includes 600+ pre-installed packages optimized for data science out of the box. Miniconda is lightweight with only conda, Python, and essential packages, requiring manual installation of additional libraries.
SourceGalileo: Is there a free plan, and what are its limits?
The Free plan includes 5,000 traces per month with unlimited users and unlimited custom evaluations, aimed at developers and small teams experimenting with GenAI.
SourceAnaconda: Does Anaconda integrate with VS Code?
Yes. Anaconda environments can be activated in VS Code, and you can run Jupyter Notebooks directly. Both JupyterLab and conda can be managed through the VS Code Jupyter extension.
SourceGalileo: How is usage metered?
Galileo's pricing scales based on the number of traces processed each month, with Free capped at 5,000, Pro at 50,000, and Enterprise offering unlimited trace capacity.
SourceAnaconda: What platforms does Anaconda support?
Anaconda runs on Windows, macOS, and Linux, with cloud-based deployment options. Anaconda Notebooks provides a cloud-based JupyterLab environment requiring no local installation.
SourceAnaconda: Do all PyPI packages work with Anaconda?
Not all PyPI packages are available through Anaconda's default conda repository. When a package is unavailable in conda, you can install it from conda-forge or pip as an alternative.
SourceRelated pages
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- Galileo vs Apache Spark MLlib
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- Galileo vs Alteryx
- Galileo vs Domino Data Lab
- Galileo vs DVC
- Galileo vs TensorFlow
- Galileo vs Arize AI
- Galileo vs PromptLayer
- Galileo vs Helicone
- Galileo vs Writer
- Galileo vs C3 AI Suite
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- Galileo vs Deepgram
- Galileo vs Tabnine
- Galileo vs You.com
- Galileo vs Anthropic API
- Galileo vs AutoGen
- Galileo vs Cartesia
- Galileo vs Verbit
- Galileo vs Wordtune
- Galileo vs Adobe Firefly
- Galileo vs Amazon Q Developer
- Galileo vs Anyword
- Galileo vs Atlas Cloud
