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Research
Data Theft Repackaged: A Case Study in Malicious Wrapper Packages on npm
The Socket Research Team breaks down a malicious wrapper package that uses obfuscation to harvest credentials and exfiltrate sensitive data.
klio
Library.. image:: https://img.shields.io/pypi/v/klio?color=%2300aa55&label=klio :target: https://pypi.org/project/klio :alt: Latest version of klio on PyPI
.. image:: https://github.com/spotify/klio/workflows/klio%20unit%20tests/badge.svg :target: https://github.com/spotify/klio/actions?query=workflow%3A%22klio+unit+tests%22 :alt: Status of klio unit tests
.. start-klio-lib-intro
The library for implementing Klio-ified Apache Beam transforms with decorators <https://docs.klio.io/en/latest/userguide/pipeline/utilities.html>
, helper transforms <https://docs.klio.io/en/latest/userguide/pipeline/transforms.html>
, and leverage Klio's message-handling logic <https://docs.klio.io/en/latest/userguide/pipeline/message.html>
_.
As the klio
library is not meant to be installed directly, check out the installation guide <https://docs.klio.io/en/latest/quickstart/installation.html>
_ for how to setup installation.
There is also the user guide <https://docs.klio.io/en/latest/userguide/index.html>
_ and the API documentation <https://docs.klio.io/en/latest/reference/lib/index.html>
_ for more information.
.. role:: violetemph
.. start-intro
Klio is an :violetemph:ecosystem
that allows you to process audio files – or any binary files – easily and at scale.
Klio jobs are :violetemph:opinionated
data pipelines in Python (streaming or batch) built upon Apache Beam <https://beam.apache.org/>
_ and tuned for audio and binary file processing.
Klio was built by Spotify to run our large-scale :violetemph:audio intelligence systems
and is used by teams of engineers and audio researchers to help develop and deploy next generation audio algorithms.
.. end-intro
Read more about Klio here <https://docs.klio.io/en/latest/userguide/index.html>
_.
Check out our Quick Start <https://docs.klio.io/en/latest/userguide/quickstart/index.html>
_ guide on how to start using Klio.
.. start-resources
complete documentation <https://docs.klio.io/en/latest/index.html>
_.contributors' guide <https://docs.klio.io/en/latest/contributors.html>
_.#klio
channel in the Spotify FOSS Slack organization <https://slackin.spotify.com>
_.FAQs <https://docs.klio.io/en/latest/faqs/index.html>
_.Code of Conduct <https://github.com/spotify/klio/blob/master/CODE_OF_CONDUCT.rst>
_ - this is how we roll... end-resources
.. start-22.3.0
No changes - bump version to sync with 22.3.0
release.
.. end-22.3.0
.. _lib-21.12.0:
Full Changelog <https://docs.klio.io/en/latest/reference/lib/changelog.html>
_.
FAQs
Conventions for Python + Apache Beam
We found that klio demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 5 open source maintainers collaborating on the project.
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