{"id":28972,"date":"2019-03-15T10:56:50","date_gmt":"2019-03-15T10:56:50","guid":{"rendered":"https:\/\/www.softwaretestinghelp.com\/?page_id=28972"},"modified":"2025-12-22T12:24:31","modified_gmt":"2025-12-22T12:24:31","slug":"big-data-tools","status":"publish","type":"page","link":"https:\/\/www.softwaretestinghelp.com\/big-data-tools\/","title":{"rendered":"Top 15 Big Data Tools (Big Data Analytics Tools) in 2026"},"content":{"rendered":"\n<p><strong>List and Comparison of the top open source Big Data Tools and Techniques for Data Analysis:<\/strong><\/p>\n\n\n\n<p>As we all know, data is everything in today&#8217;s IT world. Moreover, this data keeps multiplying by manifolds each day.<\/p>\n\n\n\n<p>Earlier, we used to talk about kilobytes and megabytes. But nowadays, we are talking about terabytes.<\/p>\n\n\n\n<p>Data is meaningless until it turns into useful information and knowledge which can aid the management in decision making. For this purpose, we have several top big data software available in the market. This software help in storing, analyzing, reporting and doing a lot more with data. <em>  <\/em><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/data-tools-final1.png\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/data-tools-final1.png\" alt=\"Big data tools for data analysis\" class=\"wp-image-29121\" srcset=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/data-tools-final1.png 600w, https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/data-tools-final1-300x150.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/a><\/figure>\n\n\n\n<p>Let us explore the best and most useful <a href=\"https:\/\/www.softwaretestinghelp.com\/big-data-analytics-tutorial\/\">big data analytics<\/a> tools.<\/p>\n\n\n\n<div class=\"alert-box alert-blue\">=&gt;&gt; <a href=\"https:\/\/www.softwaretestinghelp.com\/contact\/\"><strong>Contact us<\/strong><\/a> to suggest a listing here.<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Top 15 Big Data Tools for Data Analysis<\/h2>\n\n\n\n<p>Enlisted below are some of the top open-source tools and few paid commercial tools that have a free trial available.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong><em>Let&#8217;s explore each tool in detail!!<\/em><\/strong><\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#1) Apache Hadoop<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"300\" height=\"85\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Apache-Hadoop.png\" alt=\"Apache Hadoop\" class=\"wp-image-29072\"\/><\/figure>\n\n\n\n<p>Apache Hadoop is a software framework employed for clustered file system and handling of big data. It processes datasets of big data by means of the MapReduce programming model.<\/p>\n\n\n\n<p>Hadoop is an open-source framework that is written in Java and it provides cross-platform support.<\/p>\n\n\n\n<p>No doubt, this is the topmost big data tool. In fact, over half of the Fortune 50 companies use Hadoop. Some of the <span style=\"color: #000000;\">Big names include Amazon Web services, Hortonworks, IBM, Intel, Microsoft, Facebook, etc.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros<\/strong>:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">The core strength of Hadoop is its HDFS (Hadoop Distributed File System) which has the ability to hold all type of data &#8211; video, images, JSON, XML, and plain text over the same file system.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Highly useful for R&amp;D purposes.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Provides quick access to data.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Highly scalable<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Highly-available service resting on a cluster of computers<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons<\/strong>:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Sometimes disk space issues can be faced due to its 3x data redundancy.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">I\/O operations could have been optimized for better performance.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> This software is free to use under the Apache License.<\/span><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#2) CDH<strong> (Cloudera Distribution for Hadoop)<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/CDH.png\"><img decoding=\"async\" width=\"230\" height=\"66\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/CDH.png\" alt=\"CDH\" class=\"wp-image-29073\"\/><\/a><\/figure>\n\n\n\n<p>CDH aims at enterprise-class deployments of that technology. It is totally open source and has a free platform distribution that encompasses Apache Hadoop, Apache Spark, Apache Impala, and many more.<\/p>\n\n\n\n<p>It allows you to collect, process, administer, manage, discover, model, and distribute unlimited data.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros<\/strong>:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Comprehensive distribution<\/li>\n\n\n\n<li>Cloudera Manager administers the Hadoop cluster very well.<\/li>\n\n\n\n<li>Easy implementation.<\/li>\n\n\n\n<li>Less complex administration.<\/li>\n\n\n\n<li>High security and governance<\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons<\/strong>:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Few complicating UI features like charts on the CM service.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Multiple recommended approaches for installation sounds confusing.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\">However, the Licensing price on a per-node basis is pretty expensive.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> CDH is a free software version by Cloudera. However, if you are interested to know the cost of the Hadoop cluster then the per-node cost is around $1000 to $2000 per terabyte.<\/span><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#3) Cassandra<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Cassandra.png\"><img decoding=\"async\" width=\"320\" height=\"80\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Cassandra.png\" alt=\"Cassandra\" class=\"wp-image-29074\" srcset=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Cassandra.png 320w, https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Cassandra-300x75.png 300w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/><\/a><\/figure>\n\n\n\n<p>Apache Cassandra is free of cost and open-source distributed NoSQL DBMS constructed to manage huge volumes of data spread across numerous commodity servers, delivering high availability. It employs CQL (Cassandra Structure Language) to interact with the database.<\/p>\n\n\n\n<p>Some of the high-profile companies using Cassandra include Accenture, American Express, Facebook, General Electric, Honeywell, Yahoo, etc.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros<\/strong>:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">No single point of failure.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Handles massive data very quickly.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Log-structured storage<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Automated replication<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Linear scalability<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Simple Ring architecture<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons<\/strong>:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Requires some extra efforts in troubleshooting and maintenance.<\/li>\n\n\n\n<li>Clustering could have been improved.<\/li>\n\n\n\n<li>Row-level locking feature is not there.<\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> This tool is free.<\/span><\/p>\n\n\n\n<p><strong>Further Reading =&gt; <a href=\"https:\/\/www.softwaretestinghelp.com\/best-cassandra-consulting-development-companies\/\">Most Popular Cassandra Consulting &amp; Development Companies<\/a><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#4) Knime<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Knime.png\"><img decoding=\"async\" width=\"250\" height=\"92\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Knime.png\" alt=\"Knime\" class=\"wp-image-29075\"\/><\/a><\/figure>\n\n\n\n<p>KNIME stands for Konstanz Information Miner which is an open source tool that is used for Enterprise reporting, <span style=\"color: #000000;\">integration, research, CRM, data mining, <a href=\"https:\/\/www.softwaretestinghelp.com\/top-data-analytics-consulting-companies\/\">data analytics<\/a>, text mining, and business intelligence. It supports Linux, OS X, and Windows operating systems.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\">It can be considered as a good alternative to SAS. <\/span><span style=\"color: #000000;\">Some of the top companies using Knime include Comcast, Johnson &amp; Johnson, Canadian Tire, etc.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Simple ETL operations<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Integrates very well with other technologies and languages.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Rich algorithm set.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Highly usable and organized workflows.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Automates a lot of manual work.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">No stability issues.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Easy to set up.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Data handling capacity can be improved.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Occupies almost the entire RAM.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Could have allowed integration with graph databases.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> Knime platform is free. However, they offer other commercial products which extend the capabilities of the Knime analytics platform.<\/span><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#5) Datawrapper<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Datawrapper.png\"><img decoding=\"async\" width=\"170\" height=\"68\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Datawrapper.png\" alt=\"Datawrapper\" class=\"wp-image-29076\"\/><\/a><\/figure>\n\n\n\n<p>Datawrapper is an open source platform for data visualization that aids its users to generate simple, precise and embeddable charts very quickly.<\/p>\n\n\n\n<p><strong>Further Reading =&gt; <a href=\"https:\/\/www.softwaretestinghelp.com\/best-ai-data-visualization-tools\/\">Most Popular AI Data Visualization Tools<\/a><\/strong><\/p>\n\n\n\n<p>Its major customers are newsrooms that are spread all over the world. Some of the names include The Times, Fortune, Mother Jones, Bloomberg, Twitter etc.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Device friendly. Works very well on all type of devices &#8211; mobile, tablet or desktop.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Fully responsive<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Fast<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Interactive<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Brings all the charts in one place.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Great customization and export options.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Requires zero coding.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons: <\/strong><\/span><span style=\"color: #000000;\">Limited color palettes<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> <\/span>It offers free service as well as customizable paid options as mentioned below.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Single user, occasional use: 10K<\/li>\n\n\n\n<li>Single user, daily use: 29 \u20ac\/month<\/li>\n\n\n\n<li>For a professional Team: 129\u20ac\/month<\/li>\n\n\n\n<li>Customized version: 279\u20ac\/month<\/li>\n\n\n\n<li>Enterprise version: 879\u20ac+<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#6) MongoDB<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Mongo-DB.png\"><img decoding=\"async\" width=\"150\" height=\"50\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Mongo-DB.png\" alt=\"Mongo DB\" class=\"wp-image-29077\"\/><\/a><\/figure>\n\n\n\n<p>MongoDB is a NoSQL, document-oriented database written in C, C++, and JavaScript. It is free to use and is an open source tool that supports multiple operating systems including Windows Vista ( and later versions), OS X (10.7 and later versions), Linux, Solaris, and FreeBSD.<\/p>\n\n\n\n<p>Its main features include Aggregation, Adhoc-queries, Uses BSON format, Sharding, Indexing, Replication, Server-side execution of javascript, Schemaless, Capped collection, MongoDB management service (MMS), load balancing and file storage.<\/p>\n\n\n\n<p>Some of the major customers using MongoDB include Facebook, eBay, MetLife, Google, etc.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Easy to learn.<\/li>\n\n\n\n<li>Provides support for multiple technologies and platforms.<\/li>\n\n\n\n<li>No hiccups in installation and maintenance.<\/li>\n\n\n\n<li>Reliable and low cost.<\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Limited analytics.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Slow for certain use cases.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> MongoDB\u2019s SMB and enterprise versions are paid and its pricing is available on request.<\/span><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#7) Lumify<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/lumify.png\"><img decoding=\"async\" width=\"400\" height=\"119\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/lumify.png\" alt=\"lumify\" class=\"wp-image-29084\" srcset=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/lumify.png 400w, https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/lumify-300x89.png 300w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/a><\/figure>\n\n\n\n<p>Lumify is a free and open source tool for big data fusion\/integration, analytics, and visualization.<\/p>\n\n\n\n<p>Its primary features include full-text search, 2D and 3D graph visualizations, automatic layouts, link analysis between graph entities, integration with mapping systems, geospatial analysis, multimedia analysis, real-time collaboration through a set of projects or workspaces.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scalable<\/li>\n\n\n\n<li>Secure<\/li>\n\n\n\n<li>Supported by a dedicated full-time development team.<\/li>\n\n\n\n<li>Supports the cloud-based environment. Works well with Amazon\u2019s AWS.<\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> This tool is free.<\/span><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#8) HPCC<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/HPCC.png\"><img decoding=\"async\" width=\"220\" height=\"71\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/HPCC.png\" alt=\"HPCC\" class=\"wp-image-29078\"\/><\/a><\/figure>\n\n\n\n<p>HPCC stands for <strong>H<\/strong>igh-<strong>P<\/strong>erformance <strong>C<\/strong>omputing <strong>C<\/strong>luster. This is a complete big data solution over a highly scalable supercomputing platform. HPCC is also referred to as DAS (<strong>Data<\/strong> <strong>A<\/strong>nalytics <strong>S<\/strong>upercomputer). This tool was developed by LexisNexis Risk Solutions.<\/p>\n\n\n\n<p>This tool is written in C++ and a data-centric programming language knowns as ECL(Enterprise Control Language). It is based on a Thor architecture that supports data parallelism, pipeline parallelism, and system parallelism. It is an open-source tool and is a good substitute for Hadoop and some other Big data platforms.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The architecture is based on commodity computing clusters which provide high performance.<\/li>\n\n\n\n<li>Parallel data processing.<\/li>\n\n\n\n<li>Fast, powerful and highly scalable.<\/li>\n\n\n\n<li>Supports high-performance online query applications.<\/li>\n\n\n\n<li>Cost-effective and comprehensive.<\/li>\n<\/ul>\n\n\n\n<p><strong>Pricing:<\/strong> This tool is free.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#9) Storm<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Storm.png\"><img decoding=\"async\" width=\"250\" height=\"93\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Storm.png\" alt=\"Storm\" class=\"wp-image-29079\"\/><\/a><\/figure>\n\n\n\n<p><span style=\"color: #000000;\">Apache Storm is a cross-platform, distributed stream processing, and fault-tolerant real-time computational framework. It is free and open-source. The developers of the storm include Backtype and Twitter. It is written in Clojure and Java.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\">Its architecture is based on customized spouts and bolts to describe sources of information and manipulations in order to permit batch, distributed processing of unbounded streams of data.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\">Among many, Groupon, Yahoo, Alibaba, and The Weather Channel are some of the famous organizations that use Apache Storm.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Reliable at scale.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Very fast and fault-tolerant.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Guarantees the processing of data.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">It has multiple use cases \u2013 real-time analytics, log processing, ETL (Extract-Transform-Load), continuous computation, distributed RPC, machine learning.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Difficult to learn and use.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Difficulties with debugging.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Use of Native Scheduler and Nimbus become bottlenecks.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> This tool is free.<\/span><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#10) Apache SAMOA<\/h3>\n\n\n\n<p>SAMOA stands for Scalable Advanced Massive Online Analysis. It is an open-source platform for big data stream mining and machine learning.<\/p>\n\n\n\n<p>It allows you to create distributed streaming machine learning (ML) algorithms and run them on multiple DSPEs (distributed stream processing engines). Apache SAMOA\u2019s closest alternative is BigML tool.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Simple and fun to use.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Fast and scalable.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">True real-time streaming.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Write Once Run Anywhere (WORA) architecture.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> This tool is free.<\/span><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#11) Talend<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Talend.png\"><img decoding=\"async\" width=\"250\" height=\"75\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Talend.png\" alt=\"Talend\" class=\"wp-image-29080\"\/><\/a><\/figure>\n\n\n\n<p><strong>Talend Big data integration products include:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Open studio for Big data: It comes under free and open source license. Its components and connectors are Hadoop and NoSQL. It provides community support only.<\/li>\n\n\n\n<li>Big data platform: It comes with a user-based subscription license. Its components and connectors are MapReduce and Spark. It provides Web, email, and phone support.<\/li>\n\n\n\n<li>Real-time big data platform: It comes under a user-based subscription license. Its components and connectors include Spark streaming, Machine learning, and IoT. It provides Web, email, and phone support.<\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Streamlines ETL and ELT for Big data.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Accomplish the speed and scale of spark.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Accelerates your move to real-time.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Handles multiple data sources.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Provides numerous connectors under one roof, which in turn will allow you to customize the solution as per your need.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Community support could have been better.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Could have an improved and easy to use interface<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Difficult to add a custom component to the palette.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> Open studio for big data is free. For the rest of the products, it offers subscription-based flexible costs. On average, it may cost you an average of $50K for 5 users per year. However, the final cost will be subject to the number of users and edition.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\">Each product is having a free trial available.&nbsp;<\/span><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#12) Rapidminer<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Rapidminer.png\"><img decoding=\"async\" width=\"220\" height=\"63\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Rapidminer.png\" alt=\"Rapidminer\" class=\"wp-image-29085\"\/><\/a><\/figure>\n\n\n\n<p>Rapidminer is a cross-platform tool which offers an integrated environment for data science, machine learning and predictive analytics. It comes under various licenses that offer small, medium and large proprietary editions as well as a free edition that allows for 1 logical processor and up to 10,000 data rows.<\/p>\n\n\n\n<p>Organizations like Hitachi, BMW, Samsung, Airbus, etc have been using RapidMiner.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Open-source Java core.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">The convenience of front-line data science tools and algorithms.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Facility of code-optional GUI.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Integrates well with APIs and cloud.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Superb customer service and technical support.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons: <\/strong><\/span>Online data services should be improved.<\/p>\n\n\n\n<p><strong>Pricing:<\/strong> The commercial price of Rapidminer starts at $2.500.<\/p>\n\n\n\n<p>The small enterprise edition will cost you $2,500 User\/Year. The medium enterprise edition will cost you $5,000 User\/Year. The Large enterprise edition will cost you $10,000 User\/Year. Check the website for the complete pricing information.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#13) Qubole<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Qubole.png\"><img decoding=\"async\" width=\"161\" height=\"78\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Qubole.png\" alt=\"Qubole\" class=\"wp-image-29086\"\/><\/a><\/figure>\n\n\n\n<p><span style=\"color: #000000;\">Qubole data service is an independent and all-inclusive Big data platform that manages, learns and optimizes on its own from your usage. This lets the data team concentrate on business outcomes instead of managing the platform.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\">Out of the many, few famous names that use Qubole include Warner music group, Adobe, and Gannett. <\/span><span style=\"color: #000000;\">The closest competitor to Qubole is Revulytics.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros: <\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Faster time to value.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Increased flexibility and scale.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Optimized spending<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Enhanced adoption of Big data analytics.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Easy to use.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Eliminates vendor and technology lock-in.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Available across all regions of the AWS worldwide.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> <\/span>Qubole comes under a proprietary license which offers business and enterprise edition. The business edition is <strong>free of cost<\/strong> and supports up to <strong>5 users<\/strong>.<\/p>\n\n\n\n<p>The <strong>enterprise edition<\/strong> is subscription-based and paid. It is suitable for big organizations with multiple users and uses cases. Its pricing starts from <strong>$199\/mo<\/strong>. You need to contact the Qubole team to know more about the Enterprise edition pricing.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#14) Tableau<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Tableau.png\"><img decoding=\"async\" width=\"175\" height=\"55\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Tableau.png\" alt=\"tableau\" class=\"wp-image-29087\"\/><\/a><\/figure>\n\n\n\n<p>Tableau is a software solution for business intelligence and analytics which present a variety of integrated products that aid the world\u2019s largest organizations in visualizing and understanding their data.<\/p>\n\n\n\n<p><span style=\"color: #000000;\">The software contains three main products i.e.Tableau Desktop (for the analyst), Tableau Server (for the enterprise) and Tableau Online (to the cloud). Also, Tableau Reader and Tableau Public are the two more products that have been recently added.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\">Tableau is capable of handling all data sizes and is easy to get to for technical and non-technical customer base and it gives you real-time customized dashboards. It is a great tool for data visualization and exploration.<\/span><\/p>\n\n\n\n<p><strong>Further Reading =&gt; <a href=\"https:\/\/www.softwaretestinghelp.com\/julius-ai-review\/\">Julius AI Review: Excellent Data Analysis Tool<\/a><\/strong><\/p>\n\n\n\n<p><span style=\"color: #000000;\">Out of the many, few famous names that use Tableau includes Verizon Communications, ZS Associates, and Grant Thornton. <\/span><span style=\"color: #000000;\">The closest alternative tool of Tableau is the looker.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Great flexibility to create the type of visualizations you want (as compared with its competitor products).<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Data blending capabilities of this tool are just awesome.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Offers a bouquet of smart features and is razor sharp in terms of its speed.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Out of the box support for connection with most of the databases.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">No-code data queries.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Mobile-ready, interactive and shareable dashboards.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">Formatting controls could be improved.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">Could have a built-in tool for deployment and migration amongst the various tableau servers and environments.<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> <\/span>Tableau offers different editions for desktop, server and online. Its pricing <strong>starts from $35\/month<\/strong>. Each edition has a free trial available.<\/p>\n\n\n\n<p><strong> Let us take a look at the cost of each edition:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tableau Desktop personal edition: $35 USD\/user\/month (billed annually).<\/li>\n\n\n\n<li>Tableau Desktop Professional edition: $70 USD\/user\/month (billed annually).<\/li>\n\n\n\n<li>Tableau Server On-Premises or public cloud: $35 USD\/user\/month (billed annually).<\/li>\n\n\n\n<li>Tableau Online Fully Hosted: $42 USD\/user\/month (billed annually).<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#15) R<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/R.png\"><img decoding=\"async\" width=\"220\" height=\"157\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/R.png\" alt=\"R\" class=\"wp-image-29089\"\/><\/a><\/figure>\n\n\n\n<p>R is one of the most comprehensive statistical analysis packages. It is open-source, free, multi-paradigm and dynamic software environment. It is written in C, Fortran and R programming languages.<\/p>\n\n\n\n<p>It is broadly used by statisticians and data miners. Its use cases include data analysis, data manipulation, calculation, and graphical display.<\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pros:<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>R\u2019s biggest advantage is the vastness of the package ecosystem.<\/li>\n\n\n\n<li>Unmatched Graphics and charting benefits.<\/li>\n<\/ul>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Cons: <\/strong><\/span><span style=\"color: #000000;\">Its shortcomings include memory management, speed, and security.<\/span><\/p>\n\n\n\n<p><span style=\"color: #000000;\"><strong>Pricing:<\/strong> The R studio IDE and shiny server are free. <\/span><\/p>\n\n\n\n<p><strong><span style=\"color: #000000;\">In addition to this, R studio offers some enterprise-ready professional products:<\/span><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"color: #000000;\">RStudio commercial desktop license: $995 per user per year.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">RStudio server pro commercial license: $9,995&nbsp;per year per server (supports unlimited users).<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">RStudio connect price varies from $6.25&nbsp;per user\/month to $62&nbsp;per user\/month.<\/span><\/li>\n\n\n\n<li><span style=\"color: #000000;\">RStudio Shiny Server Pro will cost $9,995&nbsp;per year.<\/span><\/li>\n<\/ul>\n\n\n\n<p>Having had enough discussion on the top 15 big data tools, let us also take a brief look at a few other useful big data tools that are popular in the market.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#16) IGLeads.io<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2023\/10\/IGLeads.io_.png\"><img decoding=\"async\" width=\"250\" height=\"82\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2023\/10\/IGLeads.io_.png\" alt=\"IGLeads.io\" class=\"wp-image-274494\"\/><\/a><\/figure>\n\n\n\n<p>IGLeads.io provides an all-in-one solution for collecting email addresses from major social media platforms like Instagram, Facebook, Twitter, TikTok, and LinkedIn. Their system can generate CSV files containing thousands of contacts with just a keyword or hashtag.<\/p>\n\n\n\n<p>IGLeads.io has built a strong brand and growing user base, evidenced by its 4.7 Trustpilot rating based on satisfied customer reviews.<\/p>\n\n\n\n<p>They recently expanded into the real estate space by adding the ability to scrape homeowner information and details on property listings. Their tool is user-friendly and accessible even for non-technical users, with no coding required.<\/p>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The tool is very easy to use, even for non-technical users.<\/li>\n\n\n\n<li>The harvested contact information contains validated email addresses.<\/li>\n\n\n\n<li>You can get a full refund if you are not happy with the service.<\/li>\n\n\n\n<li>Reach potential clients on Facebook &amp; Instagram<\/li>\n\n\n\n<li>Scrape Facebook groups &#8211; Target niche communities and conversations.<\/li>\n\n\n\n<li>Scrape homeowners &#8211; Get contact info for homeowners from real estate listings.<\/li>\n\n\n\n<li>No contract, cancel anytime &#8211; There is no long-term commitment.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#17) Dextrus<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2022\/07\/Dextrus-Logo.png\"><img decoding=\"async\" width=\"250\" height=\"48\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2022\/07\/Dextrus-Logo.png\" alt=\"Dextrus Logo\" class=\"wp-image-225254\"\/><\/a><\/figure>\n\n\n\n<p>Dextrus helps you with self-service data ingestion, streaming, transformations, cleansing, preparation, wrangling, reporting, and machine learning modeling. Features include:<\/p>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Quick Insight on datasets:<\/strong> One of the components \u201cDB Explorer\u201d helps to query the data points to get a good insight on the data quickly using the power of the Spark SQL engine.<\/li>\n\n\n\n<li><strong>Query-based CDC:<\/strong> One of the options to identify and consume changed data from source databases into downstream staging and integration layers.<\/li>\n\n\n\n<li><strong>Log-based CDC:<\/strong> Another option to achieve real-time data streaming is by reading the db logs for identifying the continuous changes happening to the source data.<\/li>\n\n\n\n<li><strong>Anomaly detection:<\/strong> Data pre-processing or data cleansing is often an important step to provide the learning algorithm with a meaningful dataset to learn on.<\/li>\n\n\n\n<li>Push-down Optimization<\/li>\n\n\n\n<li>Data preparation at ease<\/li>\n\n\n\n<li>Analytics all the way<\/li>\n\n\n\n<li>Data Validation<\/li>\n<\/ul>\n\n\n\n<p><strong>Pricing:<\/strong> Subscription-based pricing<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#18) Integrate.io<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2022\/05\/Integrate-io_logo.png\"><img decoding=\"async\" width=\"228\" height=\"52\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2022\/05\/Integrate-io_logo.png\" alt=\"Integrate io_logo\" class=\"wp-image-218642\"\/><\/a><\/figure>\n\n\n\n<p>Integrate.io is a platform to integrate, process, and prepare data for analytics on the cloud. It will bring all your data sources together. Its intuitive graphic interface will help you with implementing ETL, ELT, or a replication solution.<\/p>\n\n\n\n<p>Integrate.io is a complete toolkit for building data pipelines with low-code and no-code capabilities. It has solutions for marketing, sales, support, and developers.<\/p>\n\n\n\n<p>Integrate.io will help you make the most out of your data without investing in hardware, software, or related personnel. Integrate.io provides support through email, chats, phone, and an online meetings.<\/p>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Integrate.io is an elastic and scalable cloud platform.<\/li>\n\n\n\n<li>You will get immediate connectivity to a variety of data stores and a rich set of out-of-the-box data transformation components.<\/li>\n\n\n\n<li>You will be able to implement complex data preparation functions by using Integrate.io\u2019s rich expression language.<\/li>\n\n\n\n<li>It offers an API component for advanced customization and flexibility.<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Only the annual billing option is available. It doesn\u2019t allow you for the monthly subscription.<\/li>\n<\/ul>\n\n\n\n<p><strong>Pricing:<\/strong> You can get a quote for pricing details. It has a subscription-based pricing model. You can try the platform for free for 7-days.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#19) Adverity<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2021\/07\/Adverity-Logo.png\"><img decoding=\"async\" width=\"164\" height=\"53\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2021\/07\/Adverity-Logo.png\" alt=\"Adverity Logo\" class=\"wp-image-183659\"\/><\/a><\/figure>\n\n\n\n<p>Adverity is a flexible end-to-end marketing analytics platform that enables marketers to track marketing performance in a single view and effortlessly uncover new insights in real-time.<\/p>\n\n\n\n<p>Thanks to automated data integration from over 600 sources, powerful data visualizations, and AI-powered predictive analytics, Adverity enables marketers to track marketing performance in a single view and effortlessly uncovers new insights in real-time.<\/p>\n\n\n\n<p>This results in data-backed business decisions, higher growth, and measurable ROI.<\/p>\n\n\n\n<p><strong>Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fully automated data integration from over 600 data sources.<\/li>\n\n\n\n<li>Fast data handling and transformations at once.<\/li>\n\n\n\n<li>Personalized and out-of-the-box reporting.<\/li>\n\n\n\n<li>Customer-driven approach<\/li>\n\n\n\n<li>High scalability and flexibility<\/li>\n\n\n\n<li>Excellent customer support<\/li>\n\n\n\n<li>High security and governance<\/li>\n\n\n\n<li>Strong built-in predictive analytics<\/li>\n\n\n\n<li>Easily analyze cross-channel performance with ROI Advisor.<\/li>\n<\/ul>\n\n\n\n<p><strong>Pricing:<\/strong> The subscription-based pricing model is available upon request.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">#20) Dataddo<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2021\/09\/Logo-Dataddo.png\"><img decoding=\"async\" width=\"220\" height=\"57\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2021\/09\/Logo-Dataddo.png\" alt=\"Logo Dataddo\" class=\"wp-image-190590\"\/><\/a><\/figure>\n\n\n\n<p>Dataddo is a no-coding, cloud-based ETL platform that puts flexibility first &#8211; with a wide range of connectors and the ability to choose your own metrics and attributes, Dataddo makes creating stable data pipelines simple and fast.<\/p>\n\n\n\n<p>Dataddo seamlessly plugs into your existing data stack, so you don\u2019t need to add elements to your architecture that you weren\u2019t already using, or change your basic workflows. Dataddo\u2019s intuitive interface and quick set-up lets you focus on integrating your data, rather than wasting time learning how to use yet another platform.<\/p>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Friendly for non-technical users with a simple user interface.<\/li>\n\n\n\n<li>Can deploy data pipelines within minutes of account creation.<\/li>\n\n\n\n<li>Flexibly plugs into users\u2019 existing data stack.<\/li>\n\n\n\n<li>No-maintenance: API changes managed by the Dataddo team.<\/li>\n\n\n\n<li>New connectors can be added within 10 days from request.<\/li>\n\n\n\n<li>Security: GDPR, SOC2, and ISO 27001 compliant.<\/li>\n\n\n\n<li>Customizable attributes and metrics when creating sources.<\/li>\n\n\n\n<li>Central management system to track the status of all data pipelines simultaneously.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Additional Tools<\/h3>\n\n\n\n<p><strong>#21) Elasticsearch<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Elasticsearch.png\"><img decoding=\"async\" width=\"150\" height=\"57\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Elasticsearch.png\" alt=\"Elasticsearch\" class=\"wp-image-29090\"\/><\/a><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.softwaretestinghelp.com\/elasticsearch-tutorial\/\">Elasticsearch<\/a> is a cross-platform, open-source, distributed, RESTful search engine based on Lucene.<\/p>\n\n\n\n<p>It is one of the most popular enterprise search engines. It comes as an integrated solution in conjunction with Logstash (data collection and log parsing engine) and Kibana (analytics and visualization platform) and the three products together are called as an Elastic stack.<\/p>\n\n\n\n<p><strong>#22) OpenRefine<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Openrefine.png\"><img decoding=\"async\" width=\"200\" height=\"185\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Openrefine.png\" alt=\"OpenRefine\" class=\"wp-image-29091\"\/><\/a><\/figure>\n\n\n\n<p>OpenRefine is a free, open source data management and data visualization tool for operating with messy data, cleaning, transforming, extending and improving it. It supports Windows, Linux, and macOD platforms.<\/p>\n\n\n\n<p><strong>#23) Stata wing<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Statwing.png\"><img decoding=\"async\" width=\"330\" height=\"59\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Statwing.png\" alt=\"Statwing\" class=\"wp-image-29092\" srcset=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Statwing.png 330w, https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Statwing-300x54.png 300w\" sizes=\"(max-width: 330px) 100vw, 330px\" \/><\/a><\/figure>\n\n\n\n<p>Statwing is a friendly to use statistical tool that has analytics, time series, forecasting and visualization features. Its starting price is $50.00\/month\/user. A free trial is also available.<\/p>\n\n\n\n<p><strong>#24) CouchDB<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/CouchDB.png\"><img decoding=\"async\" width=\"150\" height=\"94\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/CouchDB.png\" alt=\"CouchDB\" class=\"wp-image-29093\"\/><\/a><\/figure>\n\n\n\n<p>Apache CouchDB is an open source, cross-platform, document-oriented NoSQL database that aims at ease of use and holding a scalable architecture. It is written in concurrency-oriented language Erlang.<\/p>\n\n\n\n<p><strong>#25) Pentaho<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Pentaho.png\"><img decoding=\"async\" width=\"250\" height=\"67\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Pentaho.png\" alt=\"Pentaho\" class=\"wp-image-29095\"\/><\/a><\/figure>\n\n\n\n<p>Pentaho is a cohesive platform for data integration and analytics. It offers real-time data processing to boost digital insights. The software comes in enterprise and community editions. A free trial is also available.<\/p>\n\n\n\n<p><strong>#26) Flink<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Flink.png\"><img decoding=\"async\" width=\"170\" height=\"95\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Flink.png\" alt=\"Flink\" class=\"wp-image-29096\"\/><\/a><\/figure>\n\n\n\n<p>Apache Flink is an open-source, cross-platform distributed stream processing framework for data analytics and machine learning. This is written in Java and Scala. It is fault tolerant, scalable and high-performing.<\/p>\n\n\n\n<p><strong>#27) DataCleaner<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Datacleaner.png\"><img decoding=\"async\" width=\"230\" height=\"62\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Datacleaner.png\" alt=\"DataCleaner\" class=\"wp-image-29102\"\/><\/a><\/figure>\n\n\n\n<p>Quadient DataCleaner is a Python-based data quality solution that programmatically cleans data sets and prepares them for analysis and transformation.<\/p>\n\n\n\n<p><strong>#28) Kaggle <\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Kaggle.png\"><img decoding=\"async\" width=\"152\" height=\"64\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Kaggle.png\" alt=\"Kaggle\" class=\"wp-image-29103\" srcset=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Kaggle.png 152w, https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Kaggle-150x64.png 150w\" sizes=\"(max-width: 152px) 100vw, 152px\" \/><\/a><\/figure>\n\n\n\n<p>Kaggle is a data science platform for predictive modeling competitions and hosted public datasets. It works on the crowdsourcing approach to come up with the best models.<\/p>\n\n\n\n<p><strong>#29) Hive<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Hive.png\"><img decoding=\"async\" width=\"150\" height=\"110\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Hive.png\" alt=\"Hive\" class=\"wp-image-29104\"\/><\/a><\/figure>\n\n\n\n<p>Apache Hive is a java based cross-platform data warehouse tool that facilitates data summarization, query, and analysis.<\/p>\n\n\n\n<p><strong>#30) Spark<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Spark.png\"><img decoding=\"async\" width=\"250\" height=\"107\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Spark.png\" alt=\"Spark\" class=\"wp-image-29105\"\/><\/a><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.softwaretestinghelp.com\/apache-spark-tutorial\/\">Apache Spark<\/a> is an open source framework for data analytics, machine learning algorithms, and fast cluster computing. This is written in Scala, Java, Python, and R.<\/p>\n\n\n\n<p><strong>#31) IBM SPSS Modeler<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/SPSS.png\"><img decoding=\"async\" width=\"175\" height=\"178\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/SPSS.png\" alt=\"SPSS\" class=\"wp-image-29106\"\/><\/a><\/figure>\n\n\n\n<p>SPSS is a proprietary software for data mining and predictive analytics. This tool provides a drag and drag interface to do everything from data exploration to machine learning. It is a very powerful, versatile, scalable and flexible tool.<\/p>\n\n\n\n<p><strong>#32) OpenText<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/OpenText.png\"><img decoding=\"async\" width=\"200\" height=\"52\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/OpenText.png\" alt=\"OpenText\" class=\"wp-image-29107\"\/><\/a><\/figure>\n\n\n\n<p>OpenText Big data analytics is a high performing comprehensive solution designed for business users and analysts which allows them to access, blend, explore and analyze data easily and quickly.<\/p>\n\n\n\n<p><strong>#33) Oracle Data Mining<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/ODM.png\"><img decoding=\"async\" width=\"175\" height=\"158\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/ODM.png\" alt=\"ODM\" class=\"wp-image-29108\"\/><\/a><\/figure>\n\n\n\n<p>ODM is a proprietary tool for data mining and specialized analytics that allows you to create, manage, deploy and leverage Oracle data and investment.<\/p>\n\n\n\n<p><strong>#34) Teradata<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Teradata.png\"><img decoding=\"async\" width=\"175\" height=\"53\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Teradata.png\" alt=\"Teradata\" class=\"wp-image-29109\"\/><\/a><\/figure>\n\n\n\n<p>Teradata company provides data warehousing products and services. Teradata analytics platform integrates analytic functions and engines, preferred analytic tools, AI technologies and languages, and multiple data types in a single workflow.<\/p>\n\n\n\n<p><strong>#35) BigML<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/BigML.png\"><img decoding=\"async\" width=\"120\" height=\"59\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/BigML.png\" alt=\"BigML\" class=\"wp-image-29110\"\/><\/a><\/figure>\n\n\n\n<p>Using BigML, you can build superfast, real-time predictive apps. It gives you a managed platform through which you create and share the dataset and models.<\/p>\n\n\n\n<p><strong>#36) Silk<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Silk.png\"><img decoding=\"async\" width=\"150\" height=\"78\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Silk.png\" alt=\"Silk\" class=\"wp-image-29111\"\/><\/a><\/figure>\n\n\n\n<p>Silk is a linked data paradigm based, open source framework that mainly aims at integrating heterogeneous data sources.<\/p>\n\n\n\n<p><strong>#37) CartoDB<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Carto-DB.png\"><img decoding=\"async\" width=\"200\" height=\"81\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Carto-DB.png\" alt=\"CartoDB\" class=\"wp-image-29112\"\/><\/a><\/figure>\n\n\n\n<p>CartoDB is a freemium SaaS cloud computing framework that acts as a location intelligence and data visualization tool.<\/p>\n\n\n\n<p><strong>#38) Charito<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Charito.png\"><img decoding=\"async\" width=\"160\" height=\"49\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Charito.png\" alt=\"Charito\" class=\"wp-image-29113\"\/><\/a><\/figure>\n\n\n\n<p>Charito is a simple and powerful data exploration tool that connects to the majority of popular data sources. It is built on SQL and offers very easy &amp; quick cloud-based deployments.<\/p>\n\n\n\n<p><strong>#39) Plot.ly<\/strong><\/p>\n\n\n\n<p><strong>Plot.ly<\/strong> holds a GUI aimed at bringing in and analyzing data into a grid and utilizing stats tools. Graphs can be embedded or downloaded. It creates the graphs very quickly and efficiently.<\/p>\n\n\n\n<p><strong>#40) BlockSpring<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Blockspring.png\"><img decoding=\"async\" width=\"150\" height=\"38\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Blockspring.png\" alt=\"Blockspring\" class=\"wp-image-29114\"\/><\/a><\/figure>\n\n\n\n<p>Blockspring streamlines the methods of retrieving, combining, handling and processing the API data, thereby cutting down the central IT&#8217;s load.<\/p>\n\n\n\n<p><strong>#41) OctoParse<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Octoparse.png\"><img decoding=\"async\" width=\"200\" height=\"61\" src=\"https:\/\/www.softwaretestinghelp.com\/wp-content\/qa\/uploads\/2018\/06\/Octoparse.png\" alt=\"Octoparse\" class=\"wp-image-29115\"\/><\/a><\/figure>\n\n\n\n<p>Octoparse is a cloud-centered <a href=\"https:\/\/www.octoparse.com\/DataCrawler\" target=\"_blank\" rel=\"noopener nofollow\">web crawler<\/a> which aids in easily extracting any web data without any coding.<\/p>\n\n\n\n<p><strong>Further reading =&gt;&gt; <a href=\"https:\/\/www.softwaretestinghelp.com\/octoparse-review\/\">&nbsp;Octoparse web scrapper review<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>From this article, we came to know that there are ample tools available in the market these days to support big data operations. Some of these were open source tools while the others were paid tools.<\/p>\n\n\n\n<p>You need to choose the right Big Data tool wisely as per your project needs.<\/p>\n\n\n\n<p>Before finalizing the tool, you can always first explore the trial version and you can connect with the existing customers of the tool to get their reviews.<strong>&nbsp;<\/strong><\/p>\n\n\n\n<div class=\"alert-box alert-blue\">=&gt;&gt; <a href=\"https:\/\/www.softwaretestinghelp.com\/contact\/\"><strong>Contact us<\/strong><\/a> to suggest a listing here.<\/div>\n\r\n\t\t\t<div id=\"daexthefup-container\"\r\n\t\t\t\tclass=\"daexthefup-container daexthefup-layout-stacked daexthefup-alignment-center\"\r\n\t\t\t\tdata-post-id=\"28972\">\r\n\r\n\t\t\t\t<div class=\"daexthefup-feedback\">\r\n\t\t\t\t\t<div class=\"daexthefup-text\">\r\n\t\t\t\t\t\t<h3 class=\"daexthefup-title\">Was this helpful?<\/h3>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<div class=\"daexthefup-buttons-container\">\r\n\t\t\t\t\t\t<div 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Moreover, this data keeps multiplying by manifolds each day. Earlier, we used to talk about kilobytes and megabytes. But nowadays, we are talking &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"Top 15 Big Data Tools (Big Data Analytics Tools) in 2026\" class=\"read-more button\" href=\"https:\/\/www.softwaretestinghelp.com\/big-data-tools\/#more-28972\" aria-label=\"Read more about Top 15 Big Data Tools (Big Data Analytics Tools) in 2026\">Read more<\/a><\/p>\n","protected":false},"author":9,"featured_media":29121,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_helpful_pro_status":1,"footnotes":""},"categories":[580,587],"tags":[],"class_list":{"0":"post-28972","1":"page","2":"type-page","3":"status-publish","4":"has-post-thumbnail","6":"category-tools-and-services-data-management","7":"category-big-data"},"acf":[],"_links":{"self":[{"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/pages\/28972","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/comments?post=28972"}],"version-history":[{"count":1,"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/pages\/28972\/revisions"}],"predecessor-version":[{"id":407468,"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/pages\/28972\/revisions\/407468"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/media\/29121"}],"wp:attachment":[{"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/media?parent=28972"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/categories?post=28972"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.softwaretestinghelp.com\/wp-json\/wp\/v2\/tags?post=28972"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}