backblaze-labs/awesome-ml-data-pipelines
A curated list of ML data pipeline tools: dataset versioning, labeling, feature stores, workflow orchestration, data loaders, and storage infrastructure for training and inference.
Build with Backblaze B2
SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
The project lists 2 contributors on GitHub.
Use Cases & Benefits
- Curates a comprehensive list of open-source tools for building production ML data pipelines covering orchestration, versioning, feature stores, labeling, processing, and storage.
- Provides a centralized resource that categorizes and links specialized ML pipeline components, simplifying tool discovery and integration for diverse ML workflows.
- Use for selecting workflow orchestrators like Apache Airflow or Prefect to schedule and manage complex ML data jobs efficiently.
- Use for finding data versioning and lineage tools such as DVC or Pachyderm to ensure reproducibility and traceability in ML datasets and models.
- Use for exploring feature stores like Feast or Hopsworks to serve features consistently for both training and real-time inference in ML applications.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
CC0 1.0
Public-domain style: no conditions on use.
Community files
- README: present
- Contributing guide: present
Watch-outs
- No GitHub releases; pin a commit or tag instead of a release.
General guidance from repository metadata, not legal advice. How we score
From the README
A curated list of open-source frameworks, engines, and platforms for building production ML data pipelines — orchestration, processing, versioning, feature storage, and everything in between.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
+0 stars over 90 days across 86 snapshot days.
Forks
0+0
Open issues
0+0
Compared with peers in Data Engineering
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| apache/airflow | 47.3K | — | 63 | 40 days ago |
| pion/webrtc | 16.9K | — | 60 | 1 day ago |
| flexprice/flexprice | 6.9K | — | 65 | 5 days ago |
| truelockmc/streambert | 6.4K | — | 28 | 120 days ago |
| lakehq/sail | 3.5K | — | 63 | 28 days ago |
| backblaze-labs/awesome-ml-data-pipelines | 1 | — | 11 | — |
| Category median | 6.9K | — | 63 | — |
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