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List of Big Data Processing and Distribution Software

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Researched and Edited by Rajat Gupta

Last updated: June 2025

Big Data Processing and Distribution Software overview

page-author

Researched and Edited by Rajat Gupta

Last updated: June 2025

Common Features

  • Data Security

Unique Features

  • Data Analysis

  • Access Control

  • Machine Learning

  • Metadata Management

+ 19 more

Pricing

  • 42% Software offers Free Trial

  • 8% Software offers Freemium

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Showing 1-12 out of 12

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List of the Top Big Data Processing and Distribution Software as of June 2025

Databricks Lakehouse Platform

Databricks Lakehouse Platform

Innovate, collaborate, excel - with Databricks Lakehouse Platform.

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Product Description

Introducing the cutting-edge Databricks Lakehouse Platform, boasting the latest in data science and machine learning capabilities. This innovative platform seamlessly merges the strengths of traditional data warehouses and versatile data lakes to offer a unified solution for managing all your ...

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Pricing

Free Trial available

Databricks Lakehouse Platform offers custom pricing plan

Dremio - Big Data Processing and Distribution Software

Dremio

Transform your data into actionable insights.

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4.7

(42)

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Product Description

Dremio is a cutting-edge SQL lakehouse platform that empowers businesses with self-service and interactive analytics. It eliminates the complexity and high costs of data pipelines, allowing for smooth movement and storage of data in proprietary warehouses. Gone are the days of slow analytics ...

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Pricing

Dremio offers custom pricing plan

Pros & Cons

  • Dremio allows easy configuration of multiple data sources and creation of virtual datasets, enhancing performance for data retrieval.

  • Users appreciate the user-friendly interface and simple upgrades compared to other products.

  • The tool enables creating specific data marts for different departments from a common database, promoting data transformation.

  • Easy data preparation without the need for ETL/ELT processes is a key feature users enjoy.

  • Some users find the richness of features and customizations in Dremio complex, especially for newcomers without adequate support.

  • A limited selection in the Marketplace for additional apps and connectors restricts advanced functionalities, as reported by some users.

Amazon EMR - Big Data Processing and Distribution Software

Amazon EMR

Unleash Your Big Data Potential on the Cloud.

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4.2

(63)

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Product Description

Introducing Amazon EMR, the leading big data platform in the cloud. With a powerful combination of open-source tools such as Apache Spark, Hive, HBase, Flink, Hudi, and Presto, EMR makes it easy to process large amounts of data. Plus, it automatically configures EC2 firewall settings and ...

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Pricing

Starts from $0.04/hour

Pros & Cons

  • Ease of launching or cloning EMR clusters and scaling based on various parameters like containers, CPU, etc.

  • Supports widely used applications like Spark, Hive, Hadoop, Flink, etc.

  • Provides easy configuration control and debugging support.

  • Improved workloads' speed leading to more time for code refinement.

  • Working with Spot instances can be complicated, especially during unavailability.

  • Lack of features like auto-completion in the notebook interface.

Pandio - Big Data Processing and Distribution Software

Pandio

Effortlessly streamline data messaging for your business.

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Product Description

Pandio is a leading distributed messaging system that harnesses the power of Apache Pulsar to make messaging for data easy and efficient. With its advanced Artificial Intelligence capabilities, Pandio allows businesses to gain valuable real-time insights, manage components, and save SQL queries ...

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Pricing

Free Trial available

Pandio offers custom pricing plan

Azure HDInsight - New SaaS Software

Azure HDInsight

Empower your big data solutions with Azure HDInsight.

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4.0

(17)

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Product Description

Azure HDInsight is the perfect software for managing your big data needs in an open-source platform. Process and distribute massive amounts of data with the reliability of the global Azure cloud. Autoscale big data clusters to lower costs while utilizing pricing tiers that enable you to pay ...

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Pricing

Free Trial available, Try Now

Apache Beam - New SaaS Software

Apache Beam

Streamline your data processing with Apache Beam.

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4.0

(20)

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Product Description

Apache Beam is an advanced open-source unified programming model, specifically designed for defining both batch and streaming data-parallel processing pipelines. It supports data sets of any size, brings the advantage of the same unified programming model, even to runners with different ...

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Hortonworks Data Platform - New SaaS Software

Hortonworks Data Platform

Empower your big data with HDP.

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4.0

(20)

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Product Description

Hortonworks Data Platform (HDP) provides a versatile open-source framework for both distributed storage and processing of vast, multi-source datasets. Take advantage of HDP to deploy big data workloads easily and securely in both hybrid and cloud environments. With GPU support for Apache Hadoop ...

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IBM Analytics Engine - New SaaS Software

IBM Analytics Engine

Optimize data analysis and minimize costs in the cloud.

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4.4

(5)

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Product Description

IBM Analytics Engine simplifies data analysis and minimises costs with its cloud-based solution. Customers only pay for what they use and have the ability to optimise resources by separating computing and storage. It offers useful features, such as open-source power and the ability to create ...

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Pricing

Starts from $520.80/Month, also offers free forever plan

AWS Lake Formation - New SaaS Software

AWS Lake Formation

Effortlessly manage and secure your data lake.

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4.3

(50)

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Product Description

AWS Lake Formation is a powerful tool that simplifies the process of gathering, categorizing and transferring secure data from databases and object storage to a data lake. This programme accelerates analysis speeds, provides a single spot for all users and services managing access and ...

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Pricing

AWS Lake Formation offers custom pricing plan

Alibaba E-MapReduce - New SaaS Software

Alibaba E-MapReduce

Efficiently manage your big data with ease.

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Product Description

Alibaba E-MapReduce is an all-in-one enterprise-ready big data platform that provides businesses with an expansive collection of services for cluster, job, and data management based on popular open source frameworks, such as Hadoop, Spark, Kafka, Flink, and Storm. Automated cluster creation, ...

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Pricing

Free Trial available

Alibaba E-MapReduce offers custom pricing plan

Alluxio - New SaaS Software

Alluxio

Unlock the power of your data with Alluxio.

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Product Description

Alluxio is a revolutionary open-source tool that helps users reduce the need for data egress and optimize S3 performance for analytics. It enables the elastic scalability of data with one unified global namespace across many storage systems. Engage with data across multiple APIs such as HDFS, ...

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Pricing

Free Trial available, Try Now

Alluxio offers custom pricing plan

Infor Data Lake - New SaaS Software

Infor Data Lake

Unlock insights from big data with Infor Data Lake.

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Product Description

Gain unparalleled business insights from the immense power of big data with Infor Data Lake. This cutting-edge platform provides a comprehensive and flexible framework for quickly consuming disparate data sources, such as applications, people, and IoT infrastructure. With schema-on-read ...

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Pricing

Infor Data Lake offers custom pricing plan

Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].