

{"id":16522,"date":"2018-05-25T07:20:12","date_gmt":"2018-05-25T07:20:12","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=16522"},"modified":"2021-04-05T13:45:34","modified_gmt":"2021-04-05T08:15:34","slug":"cassandra-vs-mongodb","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/cassandra-vs-mongodb\/","title":{"rendered":"Cassandra vs MongoDB &#8211; 8 Major Factors of Difference"},"content":{"rendered":"<div class='__iawmlf-post-loop-links' style='display:none;' data-iawmlf-post-links='[{&quot;id&quot;:1914,&quot;href&quot;:&quot;http:\\\/\\\/cassandra.apache.org&quot;,&quot;archived_href&quot;:&quot;http:\\\/\\\/web-wp.archive.org\\\/web\\\/20210725052557\\\/http:\\\/\\\/cassandra.apache.org\\\/&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[{&quot;date&quot;:&quot;2025-12-10 08:13:30&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2025-12-13 21:02:59&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2025-12-16 22:40:09&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2025-12-21 09:37:11&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2025-12-26 12:16:50&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2025-12-29 18:03:35&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-01-03 15:18:30&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-01-07 19:10:53&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-01-11 05:40:10&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-01-14 16:16:42&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-01-17 20:58:21&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-01-22 13:32:11&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-01-25 13:38:32&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-01-29 13:35:59&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-02-01 23:23:53&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-02-05 07:02:58&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-02-08 15:02:49&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-02-12 11:23:22&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-02-17 09:37:29&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-02-22 06:36:03&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-02-25 14:12:52&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-02-28 22:39:30&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-03-04 13:09:40&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-03-09 01:26:10&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-03-12 22:16:19&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-03-17 10:58:32&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-03-21 03:00:05&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-03-25 03:59:29&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-03-29 05:19:54&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-04-03 03:15:28&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-04-08 01:52:27&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-04-11 04:13:23&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-04-15 03:31:18&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-04-18 09:11:57&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-04-21 12:26:09&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-04-25 00:02:08&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-04-28 09:41:34&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-05-03 14:39:42&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-05-12 05:46:00&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-05-15 07:21:42&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-05-18 15:30:40&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-05-21 18:51:09&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-05-25 07:17:54&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-05-28 14:01:44&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-05-31 15:35:15&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-06-04 05:55:00&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-06-07 12:14:11&quot;,&quot;http_code&quot;:206},{&quot;date&quot;:&quot;2026-06-10 23:17:23&quot;,&quot;http_code&quot;:206}],&quot;broken&quot;:false,&quot;last_checked&quot;:{&quot;date&quot;:&quot;2026-06-10 23:17:23&quot;,&quot;http_code&quot;:206},&quot;process&quot;:&quot;done&quot;}]'><\/div>\n<h2>1. Objective<\/h2>\n<p><span style=\"font-size: large\">Today, in this Cassandra tutorial, we will discuss Cassandra vs MongoDB. In this, we will know the differences between <a href=\"https:\/\/data-flair.training\/blogs\/apache-cassandra-tutorial\/\"><strong>Cassandra <\/strong><\/a>and <strong><a href=\"https:\/\/data-flair.training\/blogs\/mongodb-tutorial\/\">MongoDB<\/a><\/strong>. In addition, we will discuss some similarities between MongoDB and Cassandra.<\/span><\/p>\n<p>So, let&#8217;s start Cassandra vs MongoDB.<\/p>\n<div id=\"attachment_42431\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Cassandra-vs-MongoDB-01-1.jpg\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-42431\" class=\"size-full wp-image-42431\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Cassandra-vs-MongoDB-01-1.jpg\" alt=\"Cassandra vs MongoDB - 8 Major Factors of Difference\" width=\"1200\" height=\"628\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Cassandra-vs-MongoDB-01-1.jpg 1200w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Cassandra-vs-MongoDB-01-1-150x79.jpg 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Cassandra-vs-MongoDB-01-1-300x157.jpg 300w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Cassandra-vs-MongoDB-01-1-768x402.jpg 768w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Cassandra-vs-MongoDB-01-1-1024x536.jpg 1024w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Cassandra-vs-MongoDB-01-1-520x272.jpg 520w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-42431\" class=\"wp-caption-text\">Cassandra vs MongoDB &#8211; 8 Major Factors of Difference<\/p><\/div>\n<h2>2. Similarities Between Cassandra and MongoDB<\/h2>\n<p><span style=\"font-size: large\">The similarity between Cassandra Vs MongoDB is, they both are NoSQL Databases. Both of them do not replace<a href=\"https:\/\/data-flair.training\/blogs\/sql-rdbms\/\"> <strong>RDBMS<\/strong><\/a>, also they are not an ACID database. <\/span><\/p>\n<p><span style=\"font-size: large\">When it comes to data requiring normalization and consistency, both Cassandra and MongoDB are a terrible choice. <\/span><\/p>\n<p><span style=\"font-size: large\"><strong><a href=\"https:\/\/data-flair.training\/blogs\/hbase-vs-cassandra\/\">Let&#8217;s Explore Cassandra vs HBase\u00a0in detail.<\/a><\/strong><\/span><br \/>\n<span style=\"font-size: large\">Now, let&#8217;s begin to explore Cassandra vs MongoDB.<\/span><\/p>\n<h2>3. Cassandra vs MongoDB &#8211; Differences<\/h2>\n<p>Both Technologies plays a vital role\u00a0in their fields. As their similarities show their common features and differences shows, uniqueness.<\/p>\n<h3 class=\"western\">a. Data Model<\/h3>\n<ul>\n<li><strong>MongoDB<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">MongoDB has a rich and expressive data model. This data model is &#8216;object-oriented&#8217; or &#8216;data-oriented&#8217;. This data model can easily represent any data structure in the domain of the user. In this, data can have properties and can be nested in each other for multiple levels. <\/span><\/p>\n<p><span style=\"font-size: large\"><strong><a href=\"https:\/\/data-flair.training\/blogs\/mongodb-data-modeling\/\">Read more about MongoDB Data Modeling\u00a0<\/a><\/strong><\/span><\/p>\n<ul>\n<li><strong>Cassandra<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">It is more of a traditional model with table structure including rows and columns. In this data model, data is more structured and each column has a specific type. <\/span><\/p>\n<p><span style=\"font-size: large\">This type is entered during the creation of the table. When we compare both the models, MongoDB tends to provide a rich data model.<\/span><br \/>\n<span style=\"font-size: large\"><strong><a href=\"https:\/\/data-flair.training\/blogs\/cassandra-data-model\/\">Read More about Cassandra Data Model<\/a><\/strong><\/span><\/p>\n<h3>b. Master Node<\/h3>\n<ul>\n<li><strong>MongoDB<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">In MongoDB, there is only one master node in a cluster. This master node control a number of slave nodes. During a failure, when the master node goes down, one of the slave nodes is elected as master. <\/span><\/p>\n<p><span style=\"font-size: large\">This process takes about 10 to 30 seconds. During this delay time, the cluster is down and cannot take any input.<\/span><\/p>\n<ul>\n<li><strong>Cassandra<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">It has multiple master nodes in a cluster. Because of these multiple nodes, if one goes down, another takes its place. <\/span><\/p>\n<p><span style=\"font-size: large\">Therefore, there is no effect on the cluster. Hence, the cluster is always available. Now, after comparing them both, Cassandra has higher availability than MongoDB.<\/span><\/p>\n<h3>c. Secondary Indexes<\/h3>\n<ul>\n<li><strong>MongoDB<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">It has secondary indexes are a first-class construct. Because of this, it is very easy to index any property of the data stored in the database. This property makes it easy to query.<\/span><\/p>\n<p><strong><a href=\"https:\/\/data-flair.training\/blogs\/cassandra-documented-shell-commands\/\">Do you know about Cassandra Documented Shell Command<\/a><\/strong><\/p>\n<ul>\n<li><strong>Cassandra<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">It has cursory support for the secondary index. These indexes are limited to single columns and equality comparisons. If the application needs secondary indexes and needs flexibility in the query model, then MongoDB is better than Cassandra.\u00a0<\/span><\/p>\n<h3>d. Scalability<\/h3>\n<ul>\n<li><strong>MongoDB<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">In MongoDB, there is only one master node. This master node only accepts the input. Apart from<\/span> <span style=\"font-size: large\">this, all the nodes are used as an output. Therefore, if the data has to be written in the slave nodes, it has to pass through the master node.<\/span><\/p>\n<ul>\n<li><strong>Cassandra<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">Cassandra has multiple master nodes. To input data in the other nodes, these master nodes are used. Therefore, the more master nodes a cluster has, the better it will scale. After comparing the both, Cassandra has higher scalability than MongoDB.<\/span><\/p>\n<p><strong><a href=\"https:\/\/data-flair.training\/blogs\/cassandra-vs-rdbms\/\">Have a look at Casandra vs RDBMS<\/a><\/strong><\/p>\n<h3 class=\"western\">e. Query Language<\/h3>\n<ul>\n<li><strong>MongoDB<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">MongoDB, as of now, has no support for a query language. In MongoDB, the queries are structured as JSON fragments.\u00a0<\/span><\/p>\n<ul>\n<li><strong>Cassandra<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\"> Cassandra has its own query language. This query language is CQL. This query language or CQL is very similar to SQL. Hence, if we compare both on the basis of a query language, Cassandra is better than MongoDB.<\/span><\/p>\n<h3>f. Aggregation<\/h3>\n<ul>\n<li><strong>MongoDB<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">MongoDB has a built-in Aggregation framework. This framework is used to run an ETL pipeline to transform the data stored in the database. <\/span><\/p>\n<p><span style=\"font-size: large\">This framework supports small and medium data traffic. Also, with increase in the complication, the framework start facing difficulties to debug.<\/span><\/p>\n<p><strong><a href=\"https:\/\/data-flair.training\/blogs\/data-definition-command-cql\/\">Let&#8217;s discuss Cassandra Data Definition Command<\/a><\/strong><\/p>\n<ul>\n<li><strong>Cassandra<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">Cassandra does not have a built-in aggregation framework. Cassandra uses external tools like Apache Spark, Hadoop etc. After comparing the two, MongoDB is better than Cassandra when it comes to built-in aggregation framework.<\/span><\/p>\n<h3>g. Schema<\/h3>\n<ul>\n<li><strong>MongoDB<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">In MongoDB, a user has the ability to alter the enforcement of any schema on the database. Each database can be a different structure. It depends on the program or the application to interpret the data. <\/span><\/p>\n<ul>\n<li><strong>Cassandra<\/strong><\/li>\n<\/ul>\n<p><span style=\"font-size: large\">Cassandra provides static typing. The user needs to define the type of the column in the beginning.<\/span><\/p>\n<h3>h. Performance<\/h3>\n<p><span style=\"font-size: large\">Let&#8217;s compare both of the databases according to their performance. We will compare them both according to a few criteria.<\/span><\/p>\n<p><strong><a href=\"https:\/\/data-flair.training\/blogs\/cassandra-collection\/\">You must read about Cassandra Collection Data Types<\/a><\/strong><\/p>\n<h4><span style=\"font-family: 'Times New Roman', serif\"><span style=\"font-size: large\"><b>i.\u00a0<\/b><\/span><\/span><span style=\"font-family: 'Times New Roman', serif\"><span style=\"font-size: large\"><b>Database Model<\/b><\/span><\/span><\/h4>\n<p><span style=\"font-size: large\">The performance according to database depends on the schemas. Some of the schemas work best in MongoDB and some in Cassandra. <\/span><\/p>\n<h4><span style=\"font-family: 'Times New Roman', serif\"><span style=\"font-size: large\"><b>ii. Load Characteristics<\/b><\/span><\/span><\/h4>\n<p><span style=\"font-size: large\">When it comes to heavy data load input, Cassandra is better than MongoDB. On the other hand, when it comes to heavy data load output, both are similar.<\/span><\/p>\n<h4><span style=\"font-family: 'Times New Roman', serif\"><span style=\"font-size: large\"><b>iii. Consistency Requirements<\/b><\/span><\/span><\/h4>\n<p><span style=\"font-size: large\">This criteria, depends on the input\/output consistency of either database. <\/span><br \/>\n<span style=\"font-size: large\">So, this was all about Cassandra vs MongoDB Tutorial. Hope you like our explanation.<\/span><br \/>\n<strong><a href=\"https:\/\/data-flair.training\/blogs\/cassandra-curd-operation\/\">Let&#8217;s discuss Cassandra Curd Operation \u2013 Create, Update, Read &amp; Delete<\/a><\/strong><\/p>\n<h2 class=\"western\">4. Conclusion<\/h2>\n<p><span style=\"font-size: large\">In this tutorial, we went through Cassandra vs MongoDB in detail. We also learn the similarities between MongoDB and Cassandra. <\/span><\/p>\n<p><span style=\"font-size: large\">Furthermore, if you have any query, feel free to ask in the comment section. <\/span><br \/>\n<span style=\"font-size: large\">Related Topic-\u00a0 <a href=\"https:\/\/data-flair.training\/blogs\/hadoop-vs-cassandra\/\"><b>Hadoop vs Cassandra<\/b><\/a><\/span><\/p>\n<p><strong><a href=\"http:\/\/cassandra.apache.org\/\">For reference\u00a0<\/a><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. Objective Today, in this Cassandra tutorial, we will discuss Cassandra vs MongoDB. In this, we will know the differences between Cassandra and MongoDB. In addition, we will discuss some similarities between MongoDB and&#46;&#46;&#46;<\/p>\n","protected":false},"author":7,"featured_media":42431,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[2402,2735,8857],"class_list":["post-16522","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cassandra","tag-cassandra-vs-mongodb","tag-comparison-between-cassandra-and-mongodb","tag-mongodb-vs-cassandra"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Cassandra vs MongoDB - 8 Major Factors of Difference - DataFlair<\/title>\n<meta name=\"description\" content=\"Cassandra vs MongoDB- Similarities between MongoDB &amp; Cassandra, DIfference between Cassandra and MongoDB: Data Model, Performance, Aggregation, Schema,Query\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/data-flair.training\/blogs\/cassandra-vs-mongodb\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cassandra vs MongoDB - 8 Major Factors of Difference - DataFlair\" \/>\n<meta property=\"og:description\" content=\"Cassandra vs MongoDB- Similarities between MongoDB &amp; 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