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Apache Spark VS Vue.js

Compare Apache Spark VS Vue.js and see what are their differences

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Apache Spark logo Apache Spark

Apache Spark is an engine for big data processing, with built-in modules for streaming, SQL, machine learning and graph processing.

Vue.js logo Vue.js

Reactive Components for Modern Web Interfaces
  • Apache Spark Landing page
    Landing page //
    2021-12-31
  • Vue.js Landing page
    Landing page //
    2023-10-22

Apache Spark features and specs

  • Speed
    Apache Spark processes data in-memory, significantly increasing the processing speed of data tasks compared to traditional disk-based engines.
  • Ease of Use
    Spark offers high-level APIs in Java, Scala, Python, and R, making it accessible to a broad range of developers and data scientists.
  • Advanced Analytics
    Spark supports advanced analytics, including machine learning, graph processing, and real-time streaming, which can be executed in the same application.
  • Scalability
    Spark can handle both small- and large-scale data processing tasks, scaling seamlessly from a single machine to thousands of servers.
  • Support for Various Data Sources
    Spark can integrate with a wide variety of data sources, including HDFS, Apache HBase, Apache Hive, Cassandra, and many others.
  • Active Community
    Spark has a vibrant and active community, providing a wealth of extensions, tools, and support options.

Possible disadvantages of Apache Spark

  • Memory Consumption
    Spark's in-memory processing can be resource-intensive, requiring substantial amounts of RAM, which can drive up costs for large-scale deployments.
  • Complexity in Configuration
    To optimize performance, Spark requires careful configuration and tuning, which can be complex and time-consuming.
  • Learning Curve
    Despite its ease of use, mastering the full range of Spark's features and best practices can take considerable time and effort.
  • Latency for Small Data
    For smaller datasets or low-latency requirements, Spark might not be the most efficient choice, as other technologies could offer better performance.
  • Integration Overhead
    Though Spark integrates with many systems, incorporating it into an existing data infrastructure can introduce additional overhead and complexity.
  • Community Support Variability
    While the community is active, the support and quality of third-party libraries and tools can be inconsistent, leading to potential challenges in implementation.

Vue.js features and specs

  • Easy to Learn
    Vue.js has a gentle learning curve, making it accessible for beginners. Its documentation is thorough and well-written, and the framework itself is designed to be straightforward and easy to understand.
  • Reactive Data Binding
    Vue.js provides a reactive data binding system, which allows for efficient and seamless synchronization between the model and the view, making the development of dynamic interfaces simpler and more intuitive.
  • Component-Based Architecture
    Vue.js uses a component-based architecture, which promotes reusability and modularity. This allows developers to break down the user interface into smaller, more manageable pieces that can be reused across different parts of the application.
  • Rich Ecosystem and Integration
    Vue.js has a rich set of tools and libraries, such as Vue Router for routing and Vuex for state management. It is also easy to integrate with other projects and libraries.
  • Flexibility
    Vue.js is highly flexible. It can be used for both large-scale single-page applications (SPAs) and smaller, more simple interfaces. It also allows developers to use it as a library or as a full-fledged framework.
  • Great Performance
    Vue.js offers high performance due to its lightweight nature and optimal rendering. Its virtual DOM implementation and efficient reactivity system ensure fast updates and rendering.
  • Active Community and Support
    Vue.js has an active and growing community, which means abundant learning resources, frequent updates, and a wide range of plugins and third-party libraries.

Possible disadvantages of Vue.js

  • Smaller Market Share
    Compared to frameworks like React and Angular, Vue.js has a smaller market share. This may result in fewer job opportunities and less community support in some areas.
  • Language Barrier
    Some official documentation and community resources are primarily in Chinese, which might pose a challenge for developers who do not understand the language.
  • Limited Resources for Larger Projects
    While Vue.js is growing, it still has fewer large-scale, enterprise-level tools and resources compared to more established frameworks like Angular.
  • Integration with Legacy Systems
    Integrating Vue.js into older, legacy systems might require more effort and experience, particularly if those systems are built with a different architecture or framework.
  • Overhead of Flexibility
    The flexibility that Vue.js offers can sometimes lead to inconsistencies in code structure and project organization, especially in teams where developers have varying levels of experience and coding styles.
  • Ecosystem Fragmentation
    The rapid growth of Vue's ecosystem can lead to fragmentation, where multiple plugins or libraries serve similar purposes, making it difficult for developers to choose the best solution.

Apache Spark videos

+ Add

Weekly Apache Spark live Code Review -- look at StringIndexer multi-col (Scala) & Python testing

More videos:

  • Review - What's New in Apache Spark 3.0.0
  • Review - Apache Spark for Data Engineering and Analysis - Overview

Vue.js videos

+ Add

Vue.js in 2019 & Beyond

More videos:

  • Review - Vue.js or React or Angular ... which is KING?
  • Review - Why 43% of Front-End Developers want to learn Vue.js

Category Popularity

0-100% (relative to Apache Spark and Vue.js)

Apache Spark

Vue.js

Databases
100 100%
Databases
0% 0
Javascript UI Libraries
0 0%
Javascript UI Libraries
100% 100
Big Data
100 100%
Big Data
0% 0
JavaScript Framework
0 0%
JavaScript Framework
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Apache Spark and Vue.js

Apache Spark Reviews

15 data science tools to consider using in 2021
Apache Spark is an open source data processing and analytics engine that can handle large amounts of data -- upward of several petabytes, according to proponents. Spark's ability to rapidly process data has fueled significant growth in the use of the platform since it was created in 2009, helping to make the Spark project one of the largest open source communities among big...
Source: searchbusinessanalytics.techtarget.com
Top 15 Kafka Alternatives Popular In 2021
Apache Spark is a well-known, general-purpose, open-source analytics engine for large-scale, core data processing. It is known for its high-performance quality for data processing – batch and streaming with the help of its DAG scheduler, query optimizer, and engine. Data streams are processed in real-time and hence it is quite fast and efficient. Its machine learning...
Source: www.spec-india.com
5 Best-Performing Tools that Build Real-Time Data Pipeline
Apache Spark is an open-source and flexible in-memory framework which serves as an alternative to map-reduce for handling batch, real-time analytics and data processing workloads. It provides native bindings for the Java, Scala, Python, and R programming languages, and supports SQL, streaming data, machine learning and graph processing. From its beginning in the AMPLab at...
Source: www.analyticsinsight.net

Vue.js Reviews

Top JavaScript Frameworks in 2025
Vue.JS uses MVC (Model-View-Controller) architecture and can be useful along with different architectural frameworks like CBA (Component-Based-Architecture). It has a unique ability to interact with various available frameworks, which has made Vue.JS a go-to choice for web development.
Source: solguruz.com
20 Next.js Alternatives Worth Considering
Like a breath of fresh air, Vue.js is that approachable buddy who’s also a powerhouse behind the scenes. Simplicity paired with flexibility, Vue.js is all about building slick, reactive single-page apps without the brain-strain. Its core library focuses on the view layer, making it tasty for integration with other projects and libraries.
Source: tms-outsource.com
The 20 Best Laravel Alternatives for Web Development
Vue.js — a sprightly little JavaScript framework — charmingly simple, surprisingly powerful. It’s playful, it’s approachable, and it makes building UIs and front-end applications feel like a walk in the park.
Source: tms-outsource.com
Top 9 best Frameworks for web development
The best frameworks for web development include React, Angular, Vue.js, Django, Spring, Laravel, Ruby on Rails, Flask and Express.js. Each of these frameworks has its own advantages and distinctive features, so it is important to choose the framework that best suits the needs of your project.
Source: www.kiwop.com
9 Best JavaScript Frameworks to Use in 2023
Vue.js: Vue.js is a lightweight and easy-to-learn framework that focuses on simplicity and ease of use. It has been gaining popularity in recent years and has a growing community.
Source: ninetailed.io

Social recommendations and mentions

Based on our record, Vue.js should be more popular than Apache Spark. It has been mentiond 393 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Apache Spark mentions (70)

  • Every Database Will Support Iceberg — Here's Why
    Apache Iceberg defines a table format that separates how data is stored from how data is queried. Any engine that implements the Iceberg integration — Spark, Flink, Trino, DuckDB, Snowflake, RisingWave — can read and/or write Iceberg data directly. - Source: dev.to / 23 days ago
  • How to Reduce Big Data Analytics Costs by 90% with Karpenter and Spark
    Apache Spark powers large-scale data analytics and machine learning, but as workloads grow exponentially, traditional static resource allocation leads to 30–50% resource waste due to idle Executors and suboptimal instance selection. - Source: dev.to / 25 days ago
  • Unveiling the Apache License 2.0: A Deep Dive into Open Source Freedom
    One of the key attributes of Apache License 2.0 is its flexible nature. Permitting use in both proprietary and open source environments, it has become the go-to choice for innovative projects ranging from the Apache HTTP Server to large-scale initiatives like Apache Spark and Hadoop. This flexibility is not solely legal; it is also philosophical. The license is designed to encourage transparency and maintain a... - Source: dev.to / 2 months ago
  • The Application of Java Programming In Data Analysis and Artificial Intelligence
    [1] S. Russell and P. Norvig, Artificial Intelligence: A Modern Approach. Pearson, 2020. [2] F. Chollet, Deep Learning with Python. Manning Publications, 2018. [3] C. C. Aggarwal, Data Mining: The Textbook. Springer, 2015. [4] J. Dean and S. Ghemawat, "MapReduce: Simplified Data Processing on Large Clusters," Communications of the ACM, vol. 51, no. 1, pp. 107-113, 2008. [5] Apache Software Foundation, "Apache... - Source: dev.to / 2 months ago
  • Automating Enhanced Due Diligence in Regulated Applications
    If you're designing an event-based pipeline, you can use a data streaming tool like Kafka to process data as it's collected by the pipeline. For a setup that already has data stored, you can use tools like Apache Spark to batch process and clean it before moving ahead with the pipeline. - Source: dev.to / 3 months ago
View more

Vue.js mentions (393)

  • Chapter 6 HTML part one
    The MVC approach is dominating the application market at the time of writing. The three main front-end frameworks which do this are React, Vue and Angular but there are many, many more. - Source: dev.to / 2 months ago
  • The problem with indirections
    Something I have already seen in many different code bases using frontend libraries like React and Vue is that developers use advanced state management solutions (e.g. Redux, Vuex, or Pinia) way too often. - Source: dev.to / 3 months ago
  • 60 Best JavaScript Libraries for Building Interactive UI Components
    Vue.js Vuejs.org Progressive framework for building reactive interfaces. - Source: dev.to / 3 months ago
  • How I Achieved a 74% Performance Increase on a Page
    Our monolith is built with Laravel and Vue.js, where Vue.js powers dynamic features at the expense of performance, since it runs completely on the client-side. For performance-sensitive features, we rely on Blade (Laravel's template engine) with raw JavaScript or jQuery, resulting in a more complex and less developer-friendly approach. - Source: dev.to / 3 months ago
  • Lexical 0.24 with Vanilla JS: Getting started
    Lexical is an open source project and considered the successor of Draft.js. It is primarily developed by Meta, licensed under MIT. It is not restricted to React, but supports Vanilla JS, too. The flexibility enables us to integrate it with other JS libraries such as Svelte and Vue. - Source: dev.to / 3 months ago
View more

What are some alternatives?

When comparing Apache Spark and Vue.js, you can also consider the following products

Apache Flink - Flink is a streaming dataflow engine that provides data distribution, communication, and fault tolerance for distributed computations.

React - A JavaScript library for building user interfaces

Hadoop - Open-source software for reliable, scalable, distributed computing

Svelte - Cybernetically enhanced web apps

Apache Kafka - Apache Kafka is an open-source message broker project developed by the Apache Software Foundation written in Scala.

AngularJS - AngularJS lets you extend HTML vocabulary for your application. The resulting environment is extraordinarily expressive, readable, and quick to develop.

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