$npx skillfedfor your agent

dvc-objects

dvc objects - filesystem and object-db level abstractions to use in dvc and dvc-data

With conditionsPyPI Software DevelopmentReleased Dec 20252.0M downloads / moApache-2.0Pure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — dvc_objects-5.2.0-py3-none-any.whl
v5.2.0 · released 2025-12-22 · Python >=3.9 · 2 runtime deps: fsspec, funcy

Yes, if you are building tools in the DVC ecosystem or need a lightweight, actively maintained abstraction for multi-backend storage operations. The low install friction, permissive license, and active maintenance make it a safe dependency. However, this is primarily a library for other packages rather than a standalone tool—install it as a dependency, not as a direct solution to a storage problem.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python 3.9 or later; the underlying storage backend (S3, GCS, etc.) must support upload, download, list, copy, and quasiatomic rename operations.
  • Low install friction with only two runtime dependencies (fsspec and funcy).
  • Actively maintained with recent commits; last release was 235 days ago and the repository remains active.

License · maintenance · safety

Apache-2.0 (permissive) — Apache 2.0 permissive license allows free use, modification, and distribution with minimal restrictions, making it suitable for both open-source and commercial projects.

last release 2025-12-22 (235 days) · last repo commit 2026-08-10 · 14 stars

0 known vulnerabilities (OSV.dev, 2026-08-14) · 2,013,946 downloads/mo, #3,362 on PyPI

Verify before relying

pip install dvc-objects

from dvc_objects.fs import get_cloud_fs

fs = get_cloud_fs(None, **{"url": "s3://bucket/path"})
fs.upload("local_file", "remote_path")
  • Whether the package provides a stable public API or is primarily intended for internal DVC ecosystem use
  • Performance characteristics and scalability limits for large-scale object operations
  • Specific storage backend compatibility matrix and any known limitations
Same gist for agents: .md · .json

What it is and what it does

DVC objects is a low-level abstraction layer that unifies access to multiple storage backends through a common interface built on fsspec. It handles the filesystem and object-database operations needed by DVC and dvc-data, supporting local storage, cloud providers (S3, Google Cloud Storage, Google Drive), and remote systems (SSH/SFTP). The package is serverless and requires only that the underlying storage support basic operations: uploading, downloading, listing, copying, and atomic renames.

This is a foundational library rather than a user-facing tool—it's designed to be used by other DVC ecosystem packages rather than directly by end users. It abstracts away the complexity of working with different storage systems, allowing higher-level tools to treat all backends uniformly.

Use it for

  • Building data pipeline tools that need to work across multiple storage backends without backend-specific code
  • Implementing object-database systems that require consistent operations across local and cloud storage
  • Extending DVC or dvc-data with custom storage support by leveraging the fsspec abstraction layer

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

With conditions

Yes, if you are building tools in the DVC ecosystem or need a lightweight, actively maintained abstraction for multi-backend storage operations.

The low install friction, permissive license, and active maintenance make it a safe dependency. However, this is primarily a library for other packages rather than a standalone tool—install it as a dependency, not as a direct solution to a storage problem.

Install

dvc-objects on PyPI

Before you install

Low install friction with only two runtime dependencies (fsspec and funcy). Actively maintained with recent commits; last release was 235 days ago and the repository remains active.

Requires Python 3.9 or later; the underlying storage backend (S3, GCS, etc.) must support upload, download, list, copy, and quasiatomic rename operations.

License in practice

Apache 2.0 permissive license allows free use, modification, and distribution with minimal restrictions, making it suitable for both open-source and commercial projects.

Quickstart

pip install dvc-objects

from dvc_objects.fs import get_cloud_fs

fs = get_cloud_fs(None, **{"url": "s3://bucket/path"})
fs.upload("local_file", "remote_path")

Verify before relying

  • Whether the package provides a stable public API or is primarily intended for internal DVC ecosystem use
  • Performance characteristics and scalability limits for large-scale object operations
  • Specific storage backend compatibility matrix and any known limitations

Package facts

LicenseApache-2.0 permissive
Python supportSupports the current Python release >=3.9
Install frictionLow. Pure-Python wheel
Runtime dependencies
2 packages
fsspecfuncy
MaintenanceActively maintained 235 days since the last release
Last repo commit
First released
Downloads2,013,946 / month, #3,362 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14
Classifiers
Development Status :: 4 - BetaProgramming Language :: Python :: 3Programming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Programming Language :: Python :: 3.13Programming Language :: Python :: 3.14Programming Language :: Python :: 3.9

Evidence: dvc_objects-5.2.0-py3-none-any.whl

Tags

Capabilities
object storage abstractionmulti-backend filesystemfsspec storage wrapperdvc storage layercloud storage abstraction
Topics
storage-abstractionfsspec-baseddvc-ecosystem

Let your AI agent find packages like this

Example. Real query, live index.

You found this page by searching. An agent finds it by wishing: SkillFed indexes 14,416 PyPI packages by what they can do, searchable in plain language.

wish › “object storage abstraction”

  • dvc-objectsProvides filesystem and object-database abstractions for working with…
  • multi-storage-clientUnified Python client providing a generic interface to read, write,…
  • obspecDefines a Python protocol for abstracting object storage operations…

Give your agent the search over MCP, or paste the wish link into any chat.

More Software Development packages

typing-extensions Worth it
PyPI · Software Development · released Jul 2026

Provides backported and experimental type hints for Python 3.9+, allowing use of newer typing features on older Python versions and enabling early experimentation with type system PEPs before they enter the standard library.

PSF-2.0pure Python · 3.9+
1.9Bdownloads / mo
numpy Worth it
PyPI · Software Development · released Aug 2026

NumPy provides an N-dimensional array object and a comprehensive suite of mathematical, linear algebra, Fourier transform, and random number functions for scientific computing in Python.

BSD-3-Clause AND 0BSD AND MIT AND Zlib AND CC0-1.0compiled wheel · 3.12+
1.1Bdownloads / mo
fastapi Worth it
PyPI · Software Development · released Jul 2026

FastAPI is a Python web framework for building REST APIs using type hints, with automatic request validation, serialization, and interactive API documentation.

MITpure Python · 3.10+
568.6Mdownloads / mo
annotated-doc With conditions
PyPI · Software Development · released Jul 2026

Provides a way to document function parameters, class attributes, return types, and variables inline using Python's `Annotated` type hint syntax instead of traditional docstrings.

MITpure Python · 3.9+
456.2Mdownloads / mo
typer Worth it
PyPI · Software Development · released Aug 2026

Typer builds command-line applications from Python functions using type hints, automatically generating help text, argument parsing, and shell completion.

Install it if you are building CLIs in Python.

MITpure Python · 3.10+
369.3Mdownloads / mo
distlib With conditions
PyPI · Software Development · released Jun 2026

Distlib provides low-level packaging utilities for building, distributing, and managing Python software—including metadata handling, version specifiers, wheel support, script installation, and dependency resolution.

permissive licensepure Python
323.3Mdownloads / mo

See also dvc-data · dvc-gs · dvc-ssh · scmrepo · dvc-gdrive · morefs · fsspec · iopath · dvc-s3 · gdrive-fsspec