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.

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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
18 Open Issues Need Help Last updated: Jul 1, 2026

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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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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