1
Also covers data analysis, data science, and machine learning · same kind of open-source project · free
Python developers can use Streamlit to build and share data applications.
Alternatives
The Best Hamilton Alternatives in 2026
24 alternatives1 free · 20 open source
Looking for something like Hamilton? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 1 are free or have a free plan and 20 are open source.
Apache Hamilton helps teams build modular, testable dataflows with lineage and metadata.
Top picks at a glance
First suggestionStreamlitPython developers can use Streamlit to build and share data…Another optionmlxtendmlxtend adds helper modules for Python data analysis and…
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | Streamlit | Free | Yes | — |
| 2 | mlxtend | — | Not stated | — |
| 3 | PyCM | — | Yes | — |
| 4 | Piperider | — | Yes | — |
| 5 | DataPrep | — | Yes | — |
| 6 | statsmodels | — | Yes | — |
| 7 | Geni | — | Yes | — |
| 8 | astroML | — | Not stated | Web |
| 9 | Microsoft ML for Apache Spark | — | Yes | — |
| 10 | Whylogs | — | Yes | — |
All Hamilton alternatives
2
mlxtend
github.com/rasbt/mlxtendAlso covers data analysis, data science, and machine learning · same kind of open-source project
mlxtend adds helper modules for Python data analysis and machine learning libraries.
3
Also covers data analysis, data science, and machine learning · same kind of open-source project
PyCM provides a Python library for working with multiclass confusion matrices.
4
Also covers data analysis and data science · same kind of open-source project
PipeRider provided code review tools for dbt data and has been superseded by Recce.
5
Also covers data analysis and data science · same kind of open-source project
For Python data preparation, DataPrep offers an open-source low-code library to collect, clean, and visualize data.
6
Also covers data analysis and data science · same kind of open-source project
statsmodels provides statistical modeling and econometrics tools in Python.
7
Also covers data science and machine learning · same kind of open-source project
The Geni project provides a Clojure dataframe library that runs on Apache Spark.
8
astroML
astroml.orgAlso covers data analysis and machine learning · same kind of open-source project
AstroML provides Python tools for machine learning and data mining in astronomy.
9
Also covers data science and machine learning · same kind of open-source project
SynapseML provides distributed machine learning algorithms for Spark through its Python library.
10
Also covers data science and machine learning · same kind of open-source project
Machine learning pipelines can use whylogs, an open-source library for logging data quality and model performance.
11
Also covers data science and machine learning · same kind of open-source project
Python developers can use gensim for topic modeling and related natural language processing tasks.
12
Also covers data science and machine learning · same kind of open-source project
jSciPy provides Java scientific computing tools for signal processing, FFT, filtering, power spectral density, and DCT.
13
Also covers data science and machine learning · same kind of open-source project
For machine learning pipelines, Upgini searches and enriches data with features from public and commercial sources.
14
Also covers data science and machine learning · same kind of open-source project
Weights & Biases supports model training, fine tuning, and management from experimentation through production.
15
Also covers data science and machine learning · same kind of open-source project
Class-imbalanced machine learning is supported by imbalanced-ensemble, a toolbox for ensemble methods and datasets.
16
A gallery of interesting IPython notebooks
github.com/jupyter/jupyter/wiki/A-gallery-of-i…Open sourceAlso covers data analysis and machine learning
Browse a gallery of interesting Jupyter notebooks on this project wiki, with examples from notebook users.
17
Also covers data science · same kind of open-source project
Koalas implements the pandas DataFrame API on Apache Spark and is deprecated; for Apache Spark 3.2 and above, use PySpark directly.
18
Also covers data science · same kind of open-source project
Python developers can use Dash to build data apps and dashboards without requiring JavaScript.
19
Also covers data analysis · same kind of open-source project
Exploratory data analysis in Python is the focus of Dora, a library with functions for cleaning, feature selection, visualization, and validation.
20
Also covers data analysis · same kind of open-source project
emcee provides a Python toolkit for affine-invariant Markov chain Monte Carlo sampling.
21
MultivariateStats
github.com/JuliaStats/MultivariateStats.jlAlso covers data analysis · same kind of open-source project
MultivariateStats.jl provides Julia tools for multivariate statistics and data analysis, including dimension reduction.
22
BambooLib
github.com/tkrabel/bamboolibAlso covers data analysis · same kind of open-source project
bamboolib provides a graphical interface for working with Pandas DataFrames.
23
Also covers machine learning · same kind of open-source project
Sparkling Water brings H2O machine learning functionality into an Apache Spark cluster.
24
Also covers data science · same kind of open-source project
AWS Data Wrangler connects Pandas with AWS data services and databases, including Athena, Glue, Redshift, and S3.
No alternatives match this filter.
Alternatives to similar tools
Streamlit24 alternativesAWS Data Wrangler24 alternativesPiperider24 alternativesDash24 alternativesimbalanced-ensemble24 alternativesmlxtend24 alternatives
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What is the best alternative to Hamilton?
Based on features, tags and platforms, the closest alternatives to Hamilton are Streamlit, mlxtend, and PyCM.
Is there a free alternative to Hamilton?
Yes. Streamlit is free or offer a free plan.
Are there open-source alternatives to Hamilton?
Yes: Streamlit, PyCM, Piperider, and DataPrep.
Alternatives are suggested from the purpose and features described in our listings. Different pages for the same product appear once. Read each description to check whether it fits your task. How we choose alternatives · Suggest an alternative