apache

apache/hamilton

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

20 good first / help-wanted issues · Jupyter Notebook · last activity Jul 1, 2026

2.5K stars 198 forks 2.5K watchers Jupyter Notebook Apache License 2.0
dag data-analysis data-engineering data-science dataframe etl etl-framework etl-pipeline feature-engineering hacktoberfest lineage llmops machine-learning mlops orchestration pandas python rag software-engineering
20 Open Issues Need Help Last updated: Jul 1, 2026

Open Issues Need Help

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documentation good first issue help wanted migrated-from-old-repo
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
good first issue help wanted
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
enhancement good first issue i/o
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
documentation good first issue
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
good first issue hacktoberfest
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
good first issue scaling migrated-from-old-repo
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
enhancement good first issue help wanted repo-hygiene
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
good first issue help wanted contrib
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
documentation enhancement good first issue
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
enhancement good first issue refactor
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
good first issue help wanted triage plugin python
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
documentation good first issue hacktoberfest hacktoberfest2024
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
help wanted repo-hygiene
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering

AI Summary: Add the standard Apache 2.0 license header to all source files in the Apache Hamilton project that are currently missing it. The provided license header text should be used.

Complexity: 3/5
good first issue help wanted
apache/hamilton
2.5K

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Jupyter Notebook
#dag#data-analysis#data-engineering#data-science#dataframe#etl#etl-framework#etl-pipeline#feature-engineering#hacktoberfest#lineage#llmops#machine-learning#mlops#orchestration#pandas#python#rag#software-engineering