Comparison
featuretools vs lux
Verdict
Pick featuretools if a Python library dedicated to automating feature engineering processes designed to craft features from complex datasets that are interpretable and potentially boost the accuracy of machine learning models; pick lux if automatically visualize pandas dataframes to reveal trends.
Markdown twin · featuretools alternatives · lux alternatives
GraphCanon updated Sep 28, 2026
9views this month
Trust & integrity
| Signal | featuretools | lux |
|---|---|---|
| Maintenance | Active (16d since push) As of Sep 28, 2026 · github_public_v1 | Dormant (921d since push) As of Sep 28, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 28, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 28, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | Published findings As of Jul 11, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- featuretools
- An open source python library for automated feature engineering
- lux
- Automatically visualize pandas dataframes.
Stars
- featuretools
- 7.7k
- lux
- 5.4k
Forks
- featuretools
- 915
- lux
- 378
Open issues
- featuretools
- 171
- lux
- 90
Language
- featuretools
- Python
- lux
- Python
Adopt for
- featuretools
- A Python library dedicated to automating feature engineering processes designed to craft features from complex datasets that are interpretable and potentially boost the accuracy of machine learning models.
- lux
- Automatically visualize pandas dataframes to reveal trends.
Persona
- featuretools
- -
- lux
- -
Runtime
- featuretools
- -
- lux
- -
License
- featuretools
- BSD-3-Clause
- lux
- Apache-2.0
Last pushed
- featuretools
- Sep 11, 2026
- lux
- Mar 20, 2024
Categories
- featuretools
- Model Training
- lux
- Data & Retrieval, Developer Tools
Trust and health
Maintenance
- featuretools
- Active (82%)
- lux
- Dormant (18%)
Days since push
- featuretools
- 16d
- lux
- 921d
Open issues (now)
- featuretools
- 171
- lux
- 90
Stars delta
- featuretools
- +18 (30d)
- lux
- +3 (30d)
Open issues delta
- featuretools
- +3 (30d)
- lux
- 0 (30d)
OSV dependency advisories
- featuretools
- No lockfile (source not queried)
- lux
- Published findings
Full report
- featuretools
- Trust report
- lux
- Trust report
Shared compatibility
- Python · featuretools: Python runtime · lux: Python runtime
Choose featuretools if…
- License: featuretools is BSD-3-Clause, lux is Apache-2.0.
- Tags unique to featuretools: automated-feature-engineering, automl, feature-engineering.
- Also covers Model Training.
- When the goal is to create high-quality features in a semi-automated manner using prior knowledge of relationships within data, enhancing interpretability of machine learning models
When NOT to use featuretools
- If a project requires extremely lightweight solutions that avoid dependencies and overheads associated with complex library packages
- In settings where the underlying data lacks clear relational structure, as Featuretools excels when data relationships are well-defined and can be exploited
Choose lux if…
- License: lux is Apache-2.0, featuretools is BSD-3-Clause.
- Tags unique to lux: data-science, exploratory-data-analysis, jupyter, pandas.
- Also covers Data & Retrieval, Developer Tools.
- When you need quick insights from pandas dataframes without manual visualization setup.
When NOT to use lux
- Avoid if your workflow strictly avoids third-party extensions for Pandas.
- Not suitable when detailed customization of visualizations is required, as Lux focuses on automated recommendations.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (alteryx/featuretools) · observed Sep 28, 2026
- GitHub forks (alteryx/featuretools) · observed Sep 28, 2026
- Last push (alteryx/featuretools) · observed Sep 11, 2026
- License file (BSD-3-Clause) · observed Sep 28, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (lux-org/lux) · observed Sep 28, 2026
- GitHub forks (lux-org/lux) · observed Sep 28, 2026
- Last push (lux-org/lux) · observed Mar 20, 2024
- License file (Apache-2.0) · observed Sep 28, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: featuretools 7.7k · lux 5.4k (synced Sep 28, 2026).
Common questions
- What is the difference between featuretools and lux?
- featuretools: An open source python library for automated feature engineering. lux: Automatically visualize pandas dataframes.. See the comparison table for live GitHub stats and shared categories.
- When should I choose featuretools over lux?
- Choose featuretools over lux when License: featuretools is BSD-3-Clause, lux is Apache-2.0; Tags unique to featuretools: automated-feature-engineering, automl, feature-engineering; Also covers Model Training; When the goal is to create high-quality features in a semi-automated manner using prior knowledge of relationships within data, enhancing interpretability of machine learning models.
- When should I choose lux over featuretools?
- Choose lux over featuretools when License: lux is Apache-2.0, featuretools is BSD-3-Clause; Tags unique to lux: data-science, exploratory-data-analysis, jupyter, pandas; Also covers Data & Retrieval, Developer Tools; When you need quick insights from pandas dataframes without manual visualization setup.
- When should I avoid featuretools?
- If a project requires extremely lightweight solutions that avoid dependencies and overheads associated with complex library packages In settings where the underlying data lacks clear relational structure, as Featuretools excels when data relationships are well-defined and can be exploited
- When should I avoid lux?
- Avoid if your workflow strictly avoids third-party extensions for Pandas. Not suitable when detailed customization of visualizations is required, as Lux focuses on automated recommendations.
- Is featuretools or lux more popular on GitHub?
- featuretools has more GitHub stars (7,683 vs 5,378). Stars measure visibility, not whether either tool fits your constraints.
- Are featuretools and lux open source?
- Yes - both are open-source projects on GitHub (featuretools: BSD-3-Clause, lux: Apache-2.0).
- Where can I find alternatives to featuretools or lux?
- GraphCanon lists graph-backed alternatives at featuretools alternatives and lux alternatives (featuretools markdown twin, lux markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, featuretools or lux?
- featuretools: Active. lux: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for featuretools and lux?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: featuretools trust report; lux trust report.