{"id":20110,"date":"2025-02-23T18:52:01","date_gmt":"2025-02-23T18:52:01","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?p=20110"},"modified":"2025-02-23T18:52:02","modified_gmt":"2025-02-23T18:52:02","slug":"big-data-tools","status":"publish","type":"post","link":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/","title":{"rendered":"Top Big Data Tools Every Data Professional Should Know"},"content":{"rendered":"\n<p><strong>Summary:<\/strong> Big Data tools empower organizations to analyze vast datasets, leading to improved decision-making and operational efficiency. By uncovering customer insights and market trends, these tools facilitate tailored product development and enhance risk management. Ultimately, leveraging Big Data analytics provides a competitive advantage and drives innovation across various industries.<br><\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Introduction_to_Big_Data_Tools\" >Introduction to Big Data Tools<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Benefits_of_Using_Big_Data_Tools\" >Benefits of Using Big Data Tools<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Enhanced_Decision-Making\" >Enhanced Decision-Making<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Better_Customer_and_Market_Insights\" >Better Customer and Market Insights<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Cost_Savings\" >Cost Savings<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Competitive_Advantage\" >Competitive Advantage<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Improved_Risk_Management\" >Improved Risk Management<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Choosing_the_Right_Big_Data_Tools\" >Choosing the Right Big Data Tools<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Define_Requirements\" >Define Requirements<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Research_and_Compare\" >Research and Compare<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Evaluate_Community_Support_and_Documentation\" >Evaluate Community Support and Documentation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Test_with_Pilot_Projects\" >Test with Pilot Projects<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Consider_Vendor_Reputation\" >Consider Vendor Reputation<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Best_Big_Data_Tools\" >Best Big Data Tools<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#1_Apache_Hadoop\" >1. Apache Hadoop<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#2_Apache_Spark\" >2. Apache Spark<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#3_Google_Cloud_BigQuery\" >3. Google Cloud BigQuery<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#4_Amazon_EMR_Elastic_MapReduce\" >4. Amazon EMR (Elastic MapReduce)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#5_Microsoft_Azure_HDInsight\" >5. Microsoft Azure HDInsight<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#6_Databricks\" >6. Databricks<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#7_Tableau\" >7. Tableau<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#8_Apache_Kafka\" >8. Apache Kafka<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Conclusion\" >Conclusion<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Frequently_Asked_Questions\" >Frequently Asked Questions<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#What_are_Big_Data_Tools\" >What are Big Data Tools?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#Why_are_Big_Data_Tools_Important\" >Why are Big Data Tools Important?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#How_Do_I_Choose_the_Right_Big_Data_Tool\" >How Do I Choose the Right Big Data Tool?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 id=\"introduction-to-big-data-tools\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Introduction_to_Big_Data_Tools\"><\/span><strong>Introduction to Big Data Tools<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>In today\u2019s data-driven world, organisations are inundated with vast amounts of information generated from various sources, including social media, IoT devices, transactions, and more. Big Data tools are essential for effectively managing and analysing this wealth of information.<\/p>\n\n\n\n<p>These tools leverage advanced algorithms and methodologies to process large datasets, uncovering valuable insights that can drive strategic decision-making. Unlike traditional data processing methods, Big Data tools are designed to handle the three Vs of <a href=\"https:\/\/pickl.ai\/blog\/map-reduce-architecture\/\">Big Data<\/a>: volume, velocity, and variety.<\/p>\n\n\n\n<h2 id=\"benefits-of-using-big-data-tools\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Benefits_of_Using_Big_Data_Tools\"><\/span><strong>Benefits of Using Big Data Tools<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Big Data tools offer numerous advantages that empower organisations to derive valuable insights, make informed decisions, and gain a competitive edge. Some key benefits include<\/p>\n\n\n\n<h3 id=\"enhanced-decision-making\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Enhanced_Decision-Making\"><\/span><strong>Enhanced Decision-Making<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Big Data tools enable organisations to analyse vast datasets quickly and accurately. This capability allows decision-makers to identify trends, risks, and opportunities in real-time, leading to more informed and timely decisions.<\/p>\n\n\n\n<h3 id=\"better-customer-and-market-insights\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Better_Customer_and_Market_Insights\"><\/span><strong>Better Customer and Market Insights<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>By analysing customer behaviour and market trends, businesses can gain a deeper understanding of their audience. This insight helps in tailoring products and services to meet customer needs effectively, ultimately enhancing customer satisfaction and loyalty.<\/p>\n\n\n\n<h3 id=\"cost-savings\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cost_Savings\"><\/span><strong>Cost Savings<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Implementing Big Data tools can lead to significant cost reductions by optimising operational processes. For instance, businesses can identify inefficiencies in supply chains or energy consumption, allowing them to streamline operations and reduce waste.<\/p>\n\n\n\n<h3 id=\"competitive-advantage\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Competitive_Advantage\"><\/span><strong>Competitive Advantage<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Organisations that leverage Big Data Analytics can stay ahead of the competition by anticipating market trends and consumer preferences. This proactive approach enables businesses to innovate faster than their competitors.<\/p>\n\n\n\n<h3 id=\"improved-risk-management\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Improved_Risk_Management\"><\/span><strong>Improved Risk Management<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Big Data tools help organisations identify potential risks by analyzing historical data patterns. This foresight allows companies to implement preventative measures before issues escalate.<\/p>\n\n\n\n<h2 id=\"choosing-the-right-big-data-tools\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Choosing_the_Right_Big_Data_Tools\"><\/span><strong>Choosing the Right Big Data Tools<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Big Data tools come with their own set of benefits and features making them useful for specific use cases. However, selecting the best Big Data tools for your organization involves careful consideration of several factors<\/p>\n\n\n\n<h3 id=\"define-requirements\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Define_Requirements\"><\/span><strong>Define Requirements<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Start by clearly outlining your organization&#8217;s specific goals related to Big Data Analytics. Consider the types of data you will be working with, the scale at which you need to operate, the complexity of analysis required, and the budget available for tool acquisition.<\/p>\n\n\n\n<h3 id=\"research-and-compare\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Research_and_Compare\"><\/span><strong>Research and Compare<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Investigate various Big Data tools available in the market. Look for features such as scalability (the ability to handle growing datasets), performance (speed of processing), ease of use (user-friendly interfaces), integration capabilities (compatibility with existing systems), security measures (data protection features), and pricing models (licensing costs).<\/p>\n\n\n\n<h3 id=\"evaluate-community-support-and-documentation\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Evaluate_Community_Support_and_Documentation\"><\/span><strong>Evaluate Community Support and Documentation<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>A strong community around a tool often indicates reliability and ongoing development. Evaluate the availability of resources such as documentation, tutorials, forums, and user communities that can assist you in troubleshooting issues or learning how to maximize tool functionality.<\/p>\n\n\n\n<h3 id=\"test-with-pilot-projects\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Test_with_Pilot_Projects\"><\/span><strong>Test with Pilot Projects<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Before fully committing to a particular tool, consider running pilot projects or trials. This approach allows you to assess how well the tool meets your needs in real-world scenarios without substantial upfront investment.<\/p>\n\n\n\n<h3 id=\"consider-vendor-reputation\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Consider_Vendor_Reputation\"><\/span><strong>Consider Vendor Reputation<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Research the vendors behind the tools you&#8217;re considering. Look for reviews, case studies, and testimonials from other organisations in your industry to gauge reliability and support quality.<\/p>\n\n\n\n<h2 id=\"best-big-data-tools\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Best_Big_Data_Tools\"><\/span><strong>Best Big Data Tools<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcdtRyzuKd7PtbHH85lczutaxi2bUoTo2S7tdRha_EUj2MEDbMHAamkQk4vfhOwJULofqG2YMIbTyIVhHeWj1XF4eZ2v9JP7yeIMi6vjajdIJNn6F9cyAjTWc45sEEWFMCMEb8rMw?key=6rpOcgQTl2LghlYuPNJnrZDe\" alt=\" Big Data Tools\"\/><\/figure>\n\n\n\n<p>Popular tools such as Apache Hadoop, Apache Spark, Apache Kafka, and Apache Storm enable businesses to store, process, and analyse data efficiently. By harnessing the power of Big Data tools, organisations can transform raw data into actionable insights that foster innovation and competitive advantage.<\/p>\n\n\n\n<h3 id=\"1-apache-hadoop\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Apache_Hadoop\"><\/span><strong>1. Apache Hadoop<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Apache Hadoop is an open-source framework that allows for distributed storage and processing of large datasets across clusters of computers using simple programming models. It is designed to scale up from a single server to thousands of machines.<\/p>\n\n\n\n<p><strong>Key Features<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Scalability<\/strong>: Hadoop can handle petabytes of data by adding more nodes to the cluster.<\/li>\n\n\n\n<li><strong>Fault Tolerance<\/strong>: Data is replicated across multiple nodes, ensuring no single point of failure.<\/li>\n<\/ul>\n\n\n\n<p><strong>Use Cases<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Yahoo!<\/strong> uses Hadoop to process over 24 petabytes of data daily, enabling them to improve their search algorithms and ad targeting.<\/li>\n<\/ul>\n\n\n\n<p><strong>Statistics<\/strong>: According to a report by Statista, the global <a href=\"https:\/\/pickl.ai\/blog\/introduction-to-apache-nifi-and-its-architecture\/\">Hadoop<\/a> market size is expected to reach approximately $84 billion by 2027, reflecting its growing adoption among enterprises.<\/p>\n\n\n\n<h3 id=\"2-apache-spark\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Apache_Spark\"><\/span><strong>2. Apache Spark<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Apache Spark is a unified analytics engine for Big Data processing, with built-in modules for streaming, SQL, <a href=\"https:\/\/pickl.ai\/blog\/boosting-in-machine-learning\/\">Machine Learning<\/a>, and graph processing.<\/p>\n\n\n\n<p><strong>Key Features<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Speed<\/strong>: Spark processes data in-memory, making it up to 100 times faster than Hadoop MapReduce in certain applications.<\/li>\n\n\n\n<li><strong>Ease of Use<\/strong>: Supports multiple programming languages including Python, Java, and Scala.<\/li>\n<\/ul>\n\n\n\n<p><strong>Use Cases<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Netflix<\/strong> utilizes Spark for real-time analytics and Machine Learning algorithms to enhance user experience through personalized recommendations.<\/li>\n<\/ul>\n\n\n\n<p><strong>Statistics<\/strong>: A survey by Databricks revealed that 80% of Spark users reported improved performance in their data processing tasks compared to traditional systems.<\/p>\n\n\n\n<h3 id=\"3-google-cloud-bigquery\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Google_Cloud_BigQuery\"><\/span><strong>3. Google Cloud BigQuery<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Google Cloud BigQuery is a fully-managed enterprise data warehouse that enables super-fast SQL queries using the processing power of Google\u2019s infrastructure.<\/p>\n\n\n\n<p><strong>Key Features<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Serverless Architecture<\/strong>: No need for infrastructure management.<\/li>\n\n\n\n<li><strong>Real-time Analytics<\/strong>: Supports real-time analytics with streaming inserts.<\/li>\n<\/ul>\n\n\n\n<p><strong>Use Cases<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Spotify<\/strong> uses BigQuery to analyze user behavior and optimise its music recommendation engine.<\/li>\n<\/ul>\n\n\n\n<p><strong>Statistics<\/strong>: BigQuery can process terabytes of data in seconds, making it a preferred choice for companies needing quick insights from large datasets.<\/p>\n\n\n\n<h3 id=\"4-amazon-emr-elastic-mapreduce\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Amazon_EMR_Elastic_MapReduce\"><\/span><strong>4. Amazon EMR (Elastic MapReduce)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Amazon EMR is a cloud-native Big Data platform that simplifies running Big Data frameworks such as Apache Hadoop and Apache Spark on AWS.<\/p>\n\n\n\n<p><strong>Key Features<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Cost Efficiency<\/strong>: Pay only for the resources you use.<\/li>\n\n\n\n<li><strong>Scalability and Flexibility<\/strong>: Easily scale up or down based on workload demands.<\/li>\n<\/ul>\n\n\n\n<p><strong>Use Cases<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Airbnb<\/strong> leverages EMR for analysing customer behaviour and improving its pricing models.<\/li>\n<\/ul>\n\n\n\n<p><strong>Statistics<\/strong>: According to AWS reports, EMR reduces the time required for Big Data processing tasks by up to 90% compared to traditional methods.<\/p>\n\n\n\n<h3 id=\"5-microsoft-azure-hdinsight\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Microsoft_Azure_HDInsight\"><\/span><strong>5. Microsoft Azure HDInsight<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Azure HDInsight is a fully-managed cloud service that makes it easy to process Big Data using popular open-source frameworks such as Hadoop, Spark, and Kafka.<\/p>\n\n\n\n<p><strong>Key Features<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Integration with Microsoft Services<\/strong>: Seamlessly integrates with other <a href=\"https:\/\/pickl.ai\/blog\/azure-data-scientist\/\">Azure <\/a>services like Azure Data Lake Storage.<\/li>\n\n\n\n<li><strong>Security Features<\/strong>: Offers enterprise-grade security including encryption and compliance with various standards.<\/li>\n<\/ul>\n\n\n\n<p><strong>Use Cases<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Coca-Cola uses HDInsight for analysing customer feedback and operational performance across its global supply chain.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"6-databricks\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_Databricks\"><\/span><strong>6. Databricks<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Databricks is a cloud-based platform that provides a collaborative environment for Big Data Analytics and Machine Learning based on Apache Spark.<\/p>\n\n\n\n<p><strong>Key Features<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Collaborative Workspace<\/strong>: Allows teams to work together on notebooks.<\/li>\n\n\n\n<li><strong>Machine Learning Integration<\/strong>: Built-in ML capabilities streamline model development and deployment.<\/li>\n<\/ul>\n\n\n\n<p><strong>Use Cases<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Shell uses <a href=\"https:\/\/www.databricks.com\/customers\/shell\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Databricks for predictive maintenance analytics<\/a> on its oil rigs.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"7-tableau\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_Tableau\"><\/span><strong>7. Tableau<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Tableau is a powerful business intelligence tool that helps visualize data in an interactive manner through dashboards and reports.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>User-Friendly Interface:<\/strong> Drag-and-drop functionality makes it accessible for non-technical users.<\/li>\n\n\n\n<li><strong>Real-Time Data Analysis:<\/strong> Connects seamlessly with various databases for live analysis.<\/li>\n<\/ul>\n\n\n\n<p><strong>Use Cases:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Walmart uses Tableau to analyse sales trends across its stores globally, helping optimise inventory management.<\/li>\n<\/ul>\n\n\n\n<p><strong>Statistics:<\/strong><\/p>\n\n\n\n<p>Tableau has been recognized as a <a href=\"https:\/\/www.tableau.com\/blog\/tableau-leader-gartner-magic-quadrant-analytics-business\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">leader in the Gartner Magic Quadrant<\/a> for Analytics and Business Intelligence Platforms since 2013.<\/p>\n\n\n\n<h3 id=\"8-apache-kafka\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8_Apache_Kafka\"><\/span><strong>8. Apache Kafka<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Overview<\/strong><\/p>\n\n\n\n<p>Apache Kafka is an open-source stream-processing platform capable of handling trillions of events per day. It provides a high-throughput, fault-tolerant messaging system designed for real-time analytics.<\/p>\n\n\n\n<p><strong>Key Features<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>High Throughput:<\/strong> Can handle millions of messages per second.<\/li>\n\n\n\n<li><strong>Durability:<\/strong> Messages are stored on disk and replicated within the cluster.<\/li>\n<\/ul>\n\n\n\n<p><strong>Use Cases<\/strong><\/p>\n\n\n\n<p>organisations like LinkedIn use Kafka for real-time analytics on user activity streams, enabling them to deliver personalized content effectively.<\/p>\n\n\n\n<p><strong>Statistics<\/strong><\/p>\n\n\n\n<p>Kafka handles over <a href=\"https:\/\/www.confluent.io\/blog\/apache-kafka-hits-1-1-trillion-messages-per-day-joins-the-4-comma-club\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">1.1 trillion messages daily at LinkedIn alone<\/a>, showcasing its scalability and efficiency.<\/p>\n\n\n\n<h2 id=\"conclusion\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><strong>Conclusion<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>As the demand for Big Data solutions continues to surge, familiarity with these essential tools becomes crucial for data professionals. Mastery of platforms like Apache Hadoop, Apache Spark, Google Cloud BigQuery, Amazon EMR, Microsoft Azure HDInsight, Databricks, Tableau, and Apache Kafka can significantly enhance an organization&#8217;s ability to leverage Big Data effectively.<\/p>\n\n\n\n<p>Incorporating these tools into your skill set not only equips you to handle vast amounts of information but also positions you at the forefront of technological advancement in Data Analytics.<\/p>\n\n\n\n<h2 id=\"frequently-asked-questions\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span><strong>Frequently Asked Questions<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 id=\"what-are-big-data-tools\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_are_Big_Data_Tools\"><\/span><strong>What are Big Data Tools?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Big Data tools are software applications designed to process large volumes of structured and unstructured data efficiently. They enable organisations to analyse complex datasets quickly and derive actionable insights from them.<\/p>\n\n\n\n<h3 id=\"why-are-big-data-tools-important\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_are_Big_Data_Tools_Important\"><\/span><strong>Why are Big Data Tools Important?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Big Data tools are crucial because they help organisations manage vast amounts of information generated daily. They facilitate real-time analytics, improve decision-making processes, and enhance operational efficiency across various industries.<\/p>\n\n\n\n<h3 id=\"how-do-i-choose-the-right-big-data-tool\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_Do_I_Choose_the_Right_Big_Data_Tool\"><\/span><strong>How Do I Choose the Right Big Data Tool?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Choosing the right Big Data tool depends on factors like your specific use case, budget constraints, scalability needs, and integration capabilities with existing systems. Evaluating these aspects will help you select the most suitable tool for your organization\u2019s requirements.<\/p>\n","protected":false},"excerpt":{"rendered":" Big Data tools enhance decision-making, optimise operations, and provide valuable insights for organisations.\n","protected":false},"author":4,"featured_media":20111,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1140],"tags":[3018,3798,3797],"ppma_author":[2169,2605],"class_list":{"0":"post-20110","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-big-data","8":"tag-big-data-analytics","9":"tag-big-data-analytics-tools","10":"tag-big-data-tools"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Top Big Data Tools You Should Know in 2025<\/title>\n<meta name=\"description\" content=\"Discover the benefits of Big Data tools for organizations, including enhanced decision-making, operational efficiency, and valuable customer insights that drive innovation and competitive advantage in today\u2019s data-driven landscape.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top Big Data Tools Every Data Professional Should Know\" \/>\n<meta property=\"og:description\" content=\"Discover the benefits of Big Data tools for organizations, including enhanced decision-making, operational efficiency, and valuable customer insights that drive innovation and competitive advantage in today\u2019s data-driven landscape.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pickl.ai\/blog\/big-data-tools\/\" \/>\n<meta property=\"og:site_name\" content=\"Pickl.AI\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-23T18:52:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-23T18:52:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/02\/unnamed-8.png\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Neha Singh, Anshul Jain\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Neha Singh\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/\"},\"author\":{\"name\":\"Neha Singh\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#\\\/schema\\\/person\\\/2ad633a6bc1b93bc13591b60895be308\"},\"headline\":\"Top Big Data Tools Every Data Professional Should Know\",\"datePublished\":\"2025-02-23T18:52:01+00:00\",\"dateModified\":\"2025-02-23T18:52:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/\"},\"wordCount\":1522,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/unnamed-8.png\",\"keywords\":[\"Big Data Analytics\",\"big data analytics tools\",\"big data tools\"],\"articleSection\":[\"Big Data\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/\",\"name\":\"Top Big Data Tools You Should Know in 2025\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/unnamed-8.png\",\"datePublished\":\"2025-02-23T18:52:01+00:00\",\"dateModified\":\"2025-02-23T18:52:02+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#\\\/schema\\\/person\\\/2ad633a6bc1b93bc13591b60895be308\"},\"description\":\"Discover the benefits of Big Data tools for organizations, including enhanced decision-making, operational efficiency, and valuable customer insights that drive innovation and competitive advantage in today\u2019s data-driven landscape.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/unnamed-8.png\",\"contentUrl\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/unnamed-8.png\",\"width\":800,\"height\":500,\"caption\":\"Top Big Data Tools\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/big-data-tools\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Big Data\",\"item\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/category\\\/big-data\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Top Big Data Tools Every Data Professional Should Know\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/\",\"name\":\"Pickl.AI\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/#\\\/schema\\\/person\\\/2ad633a6bc1b93bc13591b60895be308\",\"name\":\"Neha Singh\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/06\\\/avatar_user_4_1717572961-96x96.jpg3d1a0d35d7a1a929f4a120e9053cbdb5\",\"url\":\"https:\\\/\\\/pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/06\\\/avatar_user_4_1717572961-96x96.jpg\",\"contentUrl\":\"https:\\\/\\\/pickl.ai\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/06\\\/avatar_user_4_1717572961-96x96.jpg\",\"caption\":\"Neha Singh\"},\"description\":\"I\u2019m a full-time freelance writer and editor who enjoys wordsmithing. The 8 years long journey as a content writer and editor has made me relaize the significance and power of choosing the right words. Prior to my writing journey, I was a trainer and human resource manager. WIth more than a decade long professional journey, I find myself more powerful as a wordsmith. As an avid writer, everything around me inspires me and pushes me to string words and ideas to create unique content; and when I\u2019m not writing and editing, I enjoy experimenting with my culinary skills, reading, gardening, and spending time with my adorable little mutt Neel.\",\"url\":\"https:\\\/\\\/www.pickl.ai\\\/blog\\\/author\\\/nehasingh\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Top Big Data Tools You Should Know in 2025","description":"Discover the benefits of Big Data tools for organizations, including enhanced decision-making, operational efficiency, and valuable customer insights that drive innovation and competitive advantage in today\u2019s data-driven landscape.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/","og_locale":"en_US","og_type":"article","og_title":"Top Big Data Tools Every Data Professional Should Know","og_description":"Discover the benefits of Big Data tools for organizations, including enhanced decision-making, operational efficiency, and valuable customer insights that drive innovation and competitive advantage in today\u2019s data-driven landscape.","og_url":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/","og_site_name":"Pickl.AI","article_published_time":"2025-02-23T18:52:01+00:00","article_modified_time":"2025-02-23T18:52:02+00:00","og_image":[{"width":800,"height":500,"url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/02\/unnamed-8.png","type":"image\/png"}],"author":"Neha Singh, Anshul Jain","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Neha Singh","Est. reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#article","isPartOf":{"@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/"},"author":{"name":"Neha Singh","@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/2ad633a6bc1b93bc13591b60895be308"},"headline":"Top Big Data Tools Every Data Professional Should Know","datePublished":"2025-02-23T18:52:01+00:00","dateModified":"2025-02-23T18:52:02+00:00","mainEntityOfPage":{"@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/"},"wordCount":1522,"commentCount":0,"image":{"@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/02\/unnamed-8.png","keywords":["Big Data Analytics","big data analytics tools","big data tools"],"articleSection":["Big Data"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.pickl.ai\/blog\/big-data-tools\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/","url":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/","name":"Top Big Data Tools You Should Know in 2025","isPartOf":{"@id":"https:\/\/www.pickl.ai\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#primaryimage"},"image":{"@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/02\/unnamed-8.png","datePublished":"2025-02-23T18:52:01+00:00","dateModified":"2025-02-23T18:52:02+00:00","author":{"@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/2ad633a6bc1b93bc13591b60895be308"},"description":"Discover the benefits of Big Data tools for organizations, including enhanced decision-making, operational efficiency, and valuable customer insights that drive innovation and competitive advantage in today\u2019s data-driven landscape.","breadcrumb":{"@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pickl.ai\/blog\/big-data-tools\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#primaryimage","url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/02\/unnamed-8.png","contentUrl":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/02\/unnamed-8.png","width":800,"height":500,"caption":"Top Big Data Tools"},{"@type":"BreadcrumbList","@id":"https:\/\/www.pickl.ai\/blog\/big-data-tools\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pickl.ai\/blog\/"},{"@type":"ListItem","position":2,"name":"Big Data","item":"https:\/\/www.pickl.ai\/blog\/category\/big-data\/"},{"@type":"ListItem","position":3,"name":"Top Big Data Tools Every Data Professional Should Know"}]},{"@type":"WebSite","@id":"https:\/\/www.pickl.ai\/blog\/#website","url":"https:\/\/www.pickl.ai\/blog\/","name":"Pickl.AI","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.pickl.ai\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.pickl.ai\/blog\/#\/schema\/person\/2ad633a6bc1b93bc13591b60895be308","name":"Neha Singh","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/avatar_user_4_1717572961-96x96.jpg3d1a0d35d7a1a929f4a120e9053cbdb5","url":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/avatar_user_4_1717572961-96x96.jpg","contentUrl":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/avatar_user_4_1717572961-96x96.jpg","caption":"Neha Singh"},"description":"I\u2019m a full-time freelance writer and editor who enjoys wordsmithing. The 8 years long journey as a content writer and editor has made me relaize the significance and power of choosing the right words. Prior to my writing journey, I was a trainer and human resource manager. WIth more than a decade long professional journey, I find myself more powerful as a wordsmith. As an avid writer, everything around me inspires me and pushes me to string words and ideas to create unique content; and when I\u2019m not writing and editing, I enjoy experimenting with my culinary skills, reading, gardening, and spending time with my adorable little mutt Neel.","url":"https:\/\/www.pickl.ai\/blog\/author\/nehasingh\/"}]}},"jetpack_featured_media_url":"https:\/\/www.pickl.ai\/blog\/wp-content\/uploads\/2025\/02\/unnamed-8.png","authors":[{"term_id":2169,"user_id":4,"is_guest":0,"slug":"nehasingh","display_name":"Neha Singh","avatar_url":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/06\/avatar_user_4_1717572961-96x96.jpg","first_name":"Neha","user_url":"","last_name":"Singh","description":"I\u2019m a full-time freelance writer and editor who enjoys wordsmithing. The 8 years long journey as a content writer and editor has made me relaize the significance and power of choosing the right words. Prior to my writing journey, I was a trainer and human resource manager. WIth more than a decade long professional journey, I find myself more powerful as a wordsmith. As an avid writer, everything around me inspires me and pushes me to string words and ideas to create unique content; and when I\u2019m not writing and editing, I enjoy experimenting with my culinary skills, reading, gardening, and spending time with my adorable little mutt Neel."},{"term_id":2605,"user_id":43,"is_guest":0,"slug":"anshuljain","display_name":"Anshul Jain","avatar_url":"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2024\/07\/avatar_user_43_1721992955-96x96.jpeg","first_name":"Anshul","user_url":"","last_name":"Jain","description":"Anshul Jain expertise lies in Predictive Modelling and Segmentation of data. Recently graduated from NSUT, Delhi in Instrumentation and Control Engineering. He has a keen interest in studying the Stock Market."}],"_links":{"self":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/posts\/20110","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/comments?post=20110"}],"version-history":[{"count":1,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/posts\/20110\/revisions"}],"predecessor-version":[{"id":20112,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/posts\/20110\/revisions\/20112"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/media\/20111"}],"wp:attachment":[{"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/media?parent=20110"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/categories?post=20110"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/tags?post=20110"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.pickl.ai\/blog\/wp-json\/wp\/v2\/ppma_author?post=20110"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}