Apache Sentry vs. MLlib Comparison


Apache Sentry Apache Software Foundation	MLlib Apache Software Foundation	+	+
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About Apache Sentry™ is a system for enforcing fine grained role based authorization to data and metadata stored on a Hadoop cluster. Apache Sentry has successfully graduated from the Incubator in March of 2016 and is now a Top-Level Apache project. Apache Sentry is a granular, role-based authorization module for Hadoop. Sentry provides the ability to control and enforce precise levels of privileges on data for authenticated users and applications on a Hadoop cluster. Sentry currently works out of the box with Apache Hive, Hive Metastore/HCatalog, Apache Solr, Impala and HDFS (limited to Hive table data). Sentry is designed to be a pluggable authorization engine for Hadoop components. It allows you to define authorization rules to validate a user or application’s access requests for Hadoop resources. Sentry is highly modular and can support authorization for a wide variety of data models in Hadoop.	About Apache Spark's MLlib is a scalable machine learning library that integrates seamlessly with Spark's APIs, supporting Java, Scala, Python, and R. It offers a comprehensive suite of algorithms and utilities, including classification, regression, clustering, collaborative filtering, and tools for constructing machine learning pipelines. MLlib's high-quality algorithms leverage Spark's iterative computation capabilities, delivering performance up to 100 times faster than traditional MapReduce implementations. It is designed to operate across diverse environments, running on Hadoop, Apache Mesos, Kubernetes, standalone clusters, or in the cloud, and accessing various data sources such as HDFS, HBase, and local files. This flexibility makes MLlib a robust solution for scalable and efficient machine learning tasks within the Apache Spark ecosystem.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Enterprises looking for a solution to enforce fine grained role based authorization to data and metadata	Audience Data scientists and engineers wanting a machine learning solution for efficient data processing and analysis within the Apache Spark framework
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Not Supported In Person Supported
Company Information Apache Software Foundation Founded: 1999 United States sentry.apache.org	Company Information Apache Software Foundation Founded: 1995 United States spark.apache.org/mllib/
Alternatives Apache Impala Apache	Alternatives Apache Spark Apache Software Foundation
Apache Ranger The Apache Software Foundation	Apache PredictionIO Apache
Apache Hive Apache Software Foundation	Apache Mahout Apache Software Foundation
E-MapReduce Alibaba	Amazon EMR Amazon
Apache Knox Apache Software Foundation View All	PySpark View All
Categories Risk-Based Authentication Supported	Categories Machine Learning Supported

Integrations Apache Hive Supported Hadoop Supported AccessOwl Supported Adaptive Supported Apache HBase Not Supported Apache Mesos Not Supported Apache Spark Not Supported Cocodly Supported DocsGPT Supported Hue Supported Indent Supported Java Not Supported Mimasa AI Supported Nextbase Supported PathPilot Supported R Not Supported Resmo Supported Scala Not Supported SpendHound Supported Zenduty Supported Show More Integrations View All 20 Integrations	Integrations Apache Hive Supported Hadoop Supported AccessOwl Not Supported Adaptive Not Supported Apache HBase Supported Apache Mesos Supported Apache Spark Supported Cocodly Not Supported DocsGPT Not Supported Hue Not Supported Indent Not Supported Java Supported Mimasa AI Not Supported Nextbase Not Supported PathPilot Not Supported R Supported Resmo Not Supported Scala Supported SpendHound Not Supported Zenduty Not Supported Show More Integrations View All 13 Integrations
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