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Machine Learning & Data Science · head to head

Anaconda vs Looker

Anaconda logo

Anaconda

Machine Learning & Data Science

The world's most popular data science platform

From
Free
Rated
-
Full reviewWebsite
Looker logo

Looker

Spreadsheet & Data

Modern business intelligence platform by Google

From
On request
Rated
-
Full reviewWebsite

The short version

  • Only Anaconda has a free tier, so it costs nothing to try first.
  • Each has a real cost: Anaconda dependency resolution slower than pip due to SAT solver complexity; Looker requires annual commitment with no month-to-month billing option
  • They diverge on capability: Anaconda covers Conda package manager, Looker covers LookML Data Modeling.

Where they differ

Only the attributes on which Anaconda and Looker actually diverge.

Attributes where Anaconda and Looker differ
AttributeAnacondaLooker
Starting priceFreeOn request
Free tierYesNo
PlatformsWindows, macOS, Linux, Web/CloudWeb, Cloud (Google Cloud Platform)
CategoryMachine Learning & Data ScienceSpreadsheet & Data
Founded20122008

Identical on both: pricing model (Unknown), 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 Looker

  • LookML Data Modeling
  • Embedded Analytics
  • API Access
  • Version Control
  • Data Actions
  • BigQuery
  • Snowflake
  • Redshift

What people use each for

The jobs each tool is most often brought in to do.

Anaconda

  • Machine learningnot Looker
  • Data analysisnot Looker
  • Model trainingnot Looker
  • Predictive analyticsnot Looker

Looker

  • Business intelligence and interactive dashboards for data-driven decision makingnot Anaconda
  • Embedded analytics for integrating BI capabilities into third-party applicationsnot 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

Looker

  • Requires annual commitment with no month-to-month billing option
  • Conversational analytics will incur token overage charges ($3.00 per 1M input tokens, $20.00 per 1M output tokens) after October 1, 2026

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

Looker

On request

No published plan breakdown. See the Looker review.

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.
Anaconda review

Choose Looker if

  • You need lookml data modeling.
  • You work on Web, Cloud (Google Cloud Platform).
  • You also want embedded analytics.
Looker review

Questions people ask

Is Anaconda or Looker better?
Neither clearly leads. Anaconda starts at Free and Looker at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Anaconda or Looker?
Anaconda has a free tier; the other does not. Paid plans start at Free for Anaconda and On request for Looker.
Does Anaconda or Looker run on more platforms?
Anaconda runs on Windows, macOS, Linux, Web/Cloud. Looker runs on Web, Cloud (Google Cloud Platform).
Can I use Anaconda for free?
Yes. Anaconda has a free tier, so you can try it without paying. Looker starts at On request.
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 Looker is typically brought in for.
What can Anaconda do that Looker cannot?
Anaconda covers Conda package manager, Environment management, 1500+ packages, Navigator GUI. Looker covers LookML Data Modeling, Embedded Analytics, API Access, Version Control.

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.

Source
Anaconda: 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.

Source
Anaconda: 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.

Source
Anaconda: 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.

Source
Anaconda: 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.

Source
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