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neptune.ml vs data.world Comparison

Last updated:

neptune.ml

4.8(5 reviews)

Starting at $49 /Month

  • Free Trial
  • Freelancers / Consultants
  • Large Enterprises

Neptune is a framework for building machine learning applications in Python, with performance comparable to handwritten models. Neptune merges the flexibility of scikit-learn with an integrated environment for tracking d…

data.world

Starting at $50,000 /Year

  • Free Trial
  • Large Enterprises
  • Medium Business

data.world is the sharing platform for open, non-profit data. With a simple, powerful API and full API Manager built in, it makes getting, publishing and managing open data easy. Collaborate on all kinds of open data: cr…

neptune.ml leads on user satisfaction with a 4.8-star rating across 5 reviews.

neptune.ml vs data.world — at a glance

Featureneptune.mldata.world
Rating4.8 / 5
Reviews5
Starting price$49 /Month$50,000 /Year
Free trial Yes Yes
Free version No No
Best forFreelancers / Consultants, Large Enterprises, Medium BusinessLarge Enterprises, Medium Business, Small Business
CategoryMachine Learning SoftwareData Management Software
PlatformsSaaS/Web/CloudSaaS/Web/Cloud
APIAvailableAvailable
Support modesOnlineOnline
CertificationsSOC 2, GDPR, ISO 27001
Data residencyGlobalGlobal

Key differences between neptune.ml and data.world

  • Pricing: neptune.ml starts at $49 /Month, while data.world starts at $50,000 /Year.
  • Target audience: neptune.ml is built for Freelancers / Consultants and Large Enterprises, while data.world targets Large Enterprises and Medium Business.
  • Deployment: neptune.ml supports SaaS/Web/Cloud; data.world supports SaaS/Web/Cloud.

neptune.ml vs data.world — find the better fit before you commit.

01

Which tool fits your team best

02

Which is actually cheaper for your team size

03

Where each product wins, per real buyers

Most Machine Learning Software tools look identical on paper. This comparison cuts to the differences that matter — pricing structure, team fit, and what real buyers found after signing up.

neptune.ml - Machine Learning Software
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data.world - Data Management Software
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Biggest differences

Start here before you go deeper into features.

neptune.ml

Best for Python-based machine learning prototyping and scalable production deployment.

Choose if
  • You need an integrated environment combining data tracking, pipeline processing, and evaluation.
  • Your team consists of data scientists or ML engineers comfortable with Python coding.
  • You require performance comparable to handwritten models with flexibility like scikit-learn.
Consider alternatives if
  • Your team lacks Python expertise or prefers no-code/low-code ML tools.
  • You need extensive ecosystem integrations beyond Python or transparent pricing details.

data.world

Best for collaborative open data management with strong governance and integration.

Choose if
  • You need a platform focused on open, non-profit data sharing with powerful APIs.
  • Your team values real-time collaboration across data analysts, scientists, and BI developers.
  • You require strong built-in data governance and seamless integration with multiple sources.
Consider alternatives if
  • Your organization needs proprietary or closed data management solutions.
  • You require highly customized or on-premises data platforms with transparent pricing.

neptune.ml: Best for Python-based machine learning prototyping and scalable production deployment. data.world: Best for collaborative open data management with strong governance and integration.

Description

Neptune is a framework for building machine learning applications in Python, with performance comparable to handwritten models. Neptune merges the flexibility of scikit-learn with an ... Read More about neptune.ml

data.world is the sharing platform for open, non-profit data. With a simple, powerful API and full API Manager built in, it makes getting, publishing and managing open data easy. ... Read More about data.world

Entry Level Pricing

  • Starts from $49
  • Starts from $50,000

Free Trial Availability

SpotScore

What's this? ↗

Not Available

9.5/10

User Ratings

Based on verified Spotsaas reviews

4.8

(5)

Best Company Size

Small BusinessLarge Enterprises
50 to 500 employees501 to 5,000 employees
Get pricing help
Get pricing help

Where each option fits best

See where each product is strongest, which teams it fits, and what causes buyers to keep looking — before you commit.

Based on buyer reviews and verified product data collected by Spotsaas.

Strengths

Key strengths

data.world

  • Team Collaboration: With data.world, your team can easily collaborate on data projects in real-time. This builds a culture of shared insights, bringing together diverse perspectives that lead to better decision-making.
  • Streamlined Data Access: Managers will appreciate the platform's smooth integration capabilities, which allow users to connect various data sources easily. This means less time spent on data wrangling and more time focused on analysis and strategy.
  • Data Governance: Executives can feel confident knowing that data.world prioritizes security and compliance. The built-in governance features protect sensitive information while maintaining accessibility for authorized users.
Best fit

Best fit

data.world

  • 50 to 5,000 employees
  • Martech, Fintech, SaaS, Consulting, and Data Analytics
  • Data Analysts, Business Intelligence Developers, Data Scientists, and Project Managers
Watchouts

Reasons buyers look elsewhere

data.world

  • Users might seek alternatives to data.world for various reasons, including:
  • Budget constraints can lead users to explore more affordable data management and collaboration platforms that offer similar features without the higher costs associated with data.world.
  • Specific project requirements may necessitate functionalities that data.world lacks, prompting users to look for specialized tools better suited to their unique data analysis or visualization needs.

Software Demo

Demo

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How do neptune.ml and data.world Compare on Features?

Total Features

6 Features

8 Features

Unique Features

No unique features

No unique features

Get Quote
Get Quote

Compare neptune.ml and data.world on pricing

Review starting price, plan structure, and free-trial access side by side so you can see which option fits your budget and buying process.

Pricing Option

      Starting From

      • $49
      • $50,000

      Pricing Plans

      • Not Available
      • Not Available

      Pricing Page

      neptune.ml pricing
      data.world pricing

      Other Details

      Organization Types supported

      • Large Enterprises
      • Medium Business
      • Small Business
      • Individuals
      • Freelancers
      • Large Enterprises
      • Medium Business
      • Small Business
      • Individuals
      • Freelancers

      Platforms Supported

      • Browser Based (Cloud)
      • Mobile - iOS
      • Installed - Windows
      • Installed - Mac
      • Mobile - Android
      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Mobile - iOS
      • Installed - Windows
      • Installed - Mac
      • Mobile - Android
      • Browser Based (Cloud)

      Modes of support

      • 24/7 (Live rep)
      • Business Hours
      • Online
      • 24/7 (Live rep)
      • Business Hours
      • Online

      API Support

      • Available
      • Available
      Get help choosing
      Get help choosing

      Security & Compliance

      Certifications, data handling, and security controls for IT and compliance evaluators.

      SOC 2

      ✓ Yes

      HIPAA

      ✗ No

      GDPR

      ✓ Yes

      ISO 27001

      ✓ Yes

      Single Sign-On (SSO)

      ✓ Yes

      Multi-Factor Auth (MFA)

      ✓ Yes

      Data Encryption

      ✓ Yes

      Audit Logs

      ✓ Yes

      Data Residency

      🌐 Global
      🌐 Global

      neptune.ml User Reviews & Rating Comparison

      User Ratings

      No reviews available for the product

      Rating Distribution

      4

      1

      0

      0

      0

      No reviews available for this product

      Spotsaas Editor’s POV generated by AI

      Buyer sentiment

      Users generally express high satisfaction with Neptune's flexibility and integrated ML workflow capabilities.

      What buyers like

      • Ease of integration
      • Performance efficiency
      • Flexibility for prototyping and production

      Common complaints

      • Pricing clarity
      • Learning curve

      Buyer sentiment

      Overall, buyers express strong satisfaction with data.world’s collaboration features, integration capabilities, and data governance, while noting some concerns about pricing transparency and setup complexity.

      What buyers like

      • Ease of collaboration
      • Integration with multiple data sources
      • Data security and governance

      Common complaints

      • Pricing transparency
      • Setup complexity

      Pros and Cons

      • Integration of data tracking, pipeline processing, and result evaluation in one environment

      • Performance comparable to handwritten models

      • Flexibility similar to scikit-learn for prototyping and production

      • Limited information on pricing transparency

      • Relatively small user base and review count

      • Empowered real-time collaboration on data projects

      • Seamless integration with multiple data sources

      • Strong built-in data governance and security features

      • Pricing details are not fully transparent and may require sales consultation

      • May not suit organizations with highly specialized or proprietary data needs

      Positive Reviews

      No reviews available for the product

      No reviews available for the product

      Used neptune.ml or data.world? Tell buyers what actually differs.

      List of Customers

      Customers

      No Customers information available.

      WPP

      WPP

      Mirum

      Mirum

      Rare

      Rare

      Media and Screenshots

      Screenshots

      neptune.ml screenshot

      3 Screenshots

      No screenshots available.

      Videos

      video-0

      4 Videos

      video-0

      1 Videos

      Top Alternatives to neptune.ml and data.world in 2026

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      Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].

      Frequently asked questions

      Which is better, neptune.ml or data.world?
      neptune.ml edges out the other on user ratings (4.8 vs -1.0). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
      Do neptune.ml and data.world offer a free trial?
      Yes, both neptune.ml and data.world offer a free trial.
      What is the starting price of neptune.ml vs data.world?
      neptune.ml starts at $49 /Month. data.world starts at $50,000 /Year.
      What are the top alternatives to neptune.ml?
      Top alternatives to neptune.ml include mi.team, Amazon Personalize, Neuton AutoML, Neptune DXP, Deepnote.
      What are the top alternatives to data.world?
      Top alternatives to data.world include Wdata, Collibra Data Governance Center, Semantic Fact, Iteratively, Manta.