Apache Spark Alternatives

Apache Spark is described as 'Multi-language engine for executing data engineering, data science, and machine learning on single-node machines or clusters' and is a Cloud Computing service in the business & commerce category. There are more than 10 alternatives to Apache Spark for a variety of platforms, including Linux, Mac, Windows, SaaS and Web-based apps. The best Apache Spark alternative is Apache Hadoop, which is both free and Open Source. Other great apps like Apache Spark are Amazon Kinesis, ILUM, Apache Flink and Disco MapReduce.

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Apache Spark is a multi-language engine for executing data engineering, data science, and machine learning on single-node...

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Apache Spark alternatives page was last updated Jan 5, 2025
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  1. Apache Hadoop icon
     20 likes
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    Apache Hadoop is a open source software framework that supports data-intensive distributed applications licensed under the Apache v2 license. It enables applications to work with thousands of computational independent computers and petabytes of data.

    License model

    • FreeOpen Source

    Country of Origin

    • US flagUnited States

    Platforms

    • Mac
    • Windows
    • Linux

    Apache Hadoop Features

    1.  Distributed Computing

    Apache Hadoop VS Apache Spark

     
    • Apache Hadoop is the most popular Windows, Mac & Linux alternative to Apache Spark.

    • Apache Hadoop is the most popular Open Source & free alternative to Apache Spark.

    • Apache Hadoop is Free and Open SourceApache Spark is also Free and Open Source
  2. Copy a direct link to this comment to your clipboard

    Amazon Kinesis services make it easy to work with real-time streaming data in the AWS cloud.

    License model

    Application type

    Country of Origin

    • US flagUnited States

    Platforms

    • Software as a Service (SaaS)
    • Amazon Web Services

    Amazon Kinesis Features

    1.  Streaming
    2.  Data streaming

    Amazon Kinesis VS Apache Spark

     
    • Amazon Kinesis is the most popular SaaS alternative to Apache Spark.

    • Amazon Kinesis is the most popular commercial alternative to Apache Spark.

    • Amazon Kinesis is Paid and ProprietaryApache Spark is Free and Open Source
  3. ILUM icon
     4 likes
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    Ilum is a free data lakehouse platform designed for scalability, flexibility, and simplicity.

    License model

    • FreemiumProprietary

    Country of Origin

    • US flagUnited States

    Platforms

    • Self-Hosted
    • Software as a Service (SaaS)
    • Kubernetes

    Properties

    1.  Lightweight
    2.  Privacy focused

    Features

    1.  Data streaming
    2.  Container Virtualization
    3.  Kubernetes
    4.  Real-time analytics
    5.  Data-management
    6.  Data visualization
    7.  Real time collaboration
    8.  Extensible by Plugins/Extensions
    9.  Dark Mode
    10.  Ad-free
    11.  Website Monitoring
    12.  Distributed Computing

    ILUM VS Apache Spark

     
    • ILUM is the most popular Self-Hosted alternative to Apache Spark.

    • ILUM is Freemium and ProprietaryApache Spark is Free and Open Source
    • ILUM is Lightweight and Privacy focusedApache Spark is not according to our users
  4.  Apache Flink icon
     4 likes
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    Flink’s core is a streaming dataflow engine that provides data distribution, communication, and fault tolerance for distributed computations over data streams.

    License model

    • FreeOpen Source

    Application type

    Platforms

    • Mac
    • Windows
    • Linux
    • BSD

    Apache Flink Features

    1.  Data analytics
    2.  Streaming

    Apache Flink VS Apache Spark

     
  5. Copy a direct link to this comment to your clipboard

    Disco is a lightweight, open-source framework for distributed computing based on the MapReduce paradigm and written in Python.

    License model

    • FreeOpen Source

    Platforms

    • Mac
    • Windows
    • Linux

    Disco MapReduce Features

    1.  Distributed

    Disco MapReduce VS Apache Spark

     
  6. Heron icon
     1 like
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    Apache Heron (Incubating) is a realtime, distributed, fault-tolerant stream processing engine from Twitter.

    License model

    • FreeOpen Source

    Country of Origin

    • US flagUnited States

    Platforms

    • Linux
    • Self-Hosted

    Heron Features

    1.  Data stream processing
    2.  Distributed
    3.  Distributed Computing

    Heron VS Apache Spark

     
  7. Apache Storm icon
     1 like
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    Apache Storm is a free and open source distributed realtime computation system. Storm makes it easy to reliably process unbounded streams of data, doing for realtime processing what Hadoop did for batch processing.

    8 Apache Storm alternatives

    License model

    • FreeOpen Source

    Country of Origin

    • US flagUnited States

    Platforms

    • Mac
    • Windows
    • Linux
    • BSD

    Apache Storm Features

    1.  Distributed Computing

    Apache Storm VS Apache Spark

     
  8. S2 icon
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    Object storage has been nothing short of revolutionary. S3 broke ground in 2006 with simple storage operations on named objects – and 18 years later, S3 Express One Zone even allows appends. But ultimately, object storage is all about blobs and byte ranges.

    License model

    • FreemiumProprietary

    Country of Origin

    • US flagUnited States

    Platforms

    • Mac
    • Windows
    • Linux
    • Online
    • Homebrew

    S2 Features

    1.  Data streaming
    2.  Serverless
    3.  Object storage

    S2 VS Apache Spark

     
    • S2 is the most popular Web-based alternative to Apache Spark.

    • S2 is Freemium and ProprietaryApache Spark is Free and Open Source
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    Proton is a unified streaming and historical data processing engine in a single binary. It helps data engineers and platform engineers solve complex real-time analytics use cases, and powers the Timeplus streaming analytics platform.

    License model

    • FreeOpen Source

    Platforms

    • Mac
    • Linux

    Timeplus Proton VS Apache Spark

     
  10. Upsolver icon
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    Upsolver is an In-Memory Data Preparation Platform. It removes the complexity from Big Data and Real-Time projects and shortens their implementation time from weeks/months to several hours, literally.

    License model

    Application type

    Platforms

    • Online

    Upsolver Features

    1.  Streaming
    2.  Data analytics

    Upsolver VS Apache Spark

     
10 of 10 Apache Spark alternatives