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Spark Streaming VS Vue.js

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

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Spark Streaming logo Spark Streaming

Spark Streaming makes it easy to build scalable and fault-tolerant streaming applications.

Vue.js logo Vue.js

Reactive Components for Modern Web Interfaces
  • Spark Streaming Landing page
    Landing page //
    2022-01-10
  • Vue.js Landing page
    Landing page //
    2023-10-22

Spark Streaming features and specs

  • Scalability
    Spark Streaming is highly scalable and can handle large volumes of data by distributing the workload across a cluster of machines. It leverages Apache Spark's capabilities to scale out easily and efficiently.
  • Integration
    It integrates seamlessly with other components of the Spark ecosystem, such as Spark SQL, MLlib, and GraphX, allowing for comprehensive data processing pipelines.
  • Fault Tolerance
    Spark Streaming provides fault tolerance by using Spark's micro-batching approach, which allows the system to recover data in case of a failure.
  • Ease of Use
    Spark Streaming provides high-level APIs in Java, Scala, and Python, making it relatively easy to develop and deploy streaming applications quickly.
  • Unified Platform
    It provides a unified platform for both batch and streaming data processing, allowing reuse of code and resources across different types of workloads.

Possible disadvantages of Spark Streaming

  • Latency
    Spark Streaming operates on a micro-batch processing model, which introduces latency compared to real-time processing. This may not be suitable for applications requiring immediate responses.
  • Complexity
    While it integrates well with other Spark components, building complex streaming applications can still be challenging and may require expertise in distributed systems and stream processing concepts.
  • Resource Management
    Efficiently managing cluster resources and tuning the system can be difficult, especially when dealing with variable workload and ensuring optimal performance.
  • Backpressure Handling
    Handling backpressure effectively can be a challenge in Spark Streaming, requiring careful management to prevent resource saturation or data loss.
  • Limited Windowing Support
    Compared to some stream processing frameworks, Spark Streaming has more limited options for complex windowing operations, which can restrict some advanced use cases.

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.

Spark Streaming videos

+ Add

Spark Streaming Vs Kafka Streams || Which is The Best for Stream Processing?

More videos:

  • Tutorial - Spark Streaming Vs Structured Streaming Comparison | Big Data Hadoop Tutorial

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 Spark Streaming and Vue.js)

Spark Streaming

Vue.js

Stream Processing
100 100%
Stream Processing
0% 0
Javascript UI Libraries
0 0%
Javascript UI Libraries
100% 100
Data Management
100 100%
Data Management
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 Spark Streaming and Vue.js

Spark Streaming Reviews

We have no reviews of Spark Streaming yet.
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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 seems to be a lot more popular than Spark Streaming. While we know about 393 links to Vue.js, we've tracked only 5 mentions of Spark Streaming. 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.

Spark Streaming mentions (5)

  • RisingWave Turns Four: Our Journey Beyond Democratizing Stream Processing
    The last decade saw the rise of open-source frameworks like Apache Flink, Spark Streaming, and Apache Samza. These offered more flexibility but still demanded significant engineering muscle to run effectively at scale. Companies using them often needed specialized stream processing engineers just to manage internal state, tune performance, and handle the day-to-day operational challenges. The barrier to entry... - Source: dev.to / about 1 month ago
  • Streaming Data Alchemy: Apache Kafka Streams Meet Spring Boot
    Apache Spark Streaming: Offers micro-batch processing, suitable for high-throughput scenarios that can tolerate slightly higher latency. https://spark.apache.org/streaming/. - Source: dev.to / 9 months ago
  • Choosing Between a Streaming Database and a Stream Processing Framework in Python
    Other stream processing engines (such as Flink and Spark Streaming) provide SQL interfaces too, but the key difference is a streaming database has its storage. Stream processing engines require a dedicated database to store input and output data. On the other hand, streaming databases utilize cloud-native storage to maintain materialized views and states, allowing data replication and independent storage scaling. - Source: dev.to / over 1 year ago
  • Machine Learning Pipelines with Spark: Introductory Guide (Part 1)
    Spark Streaming: The component for real-time data processing and analytics. - Source: dev.to / over 2 years ago
  • Spark for beginners - and you
    Is a big data framework and currently one of the most popular tools for big data analytics. It contains libraries for data analysis, machine learning, graph analysis and streaming live data. In general Spark is faster than Hadoop, as it does not write intermediate results to disk. It is not a data storage system. We can use Spark on top of HDFS or read data from other sources like Amazon S3. It is the designed... - Source: dev.to / over 3 years ago

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 Spark Streaming and Vue.js, you can also consider the following products

Amazon Kinesis - Amazon Kinesis services make it easy to work with real-time streaming data in the AWS cloud.

React - A JavaScript library for building user interfaces

Confluent - Confluent offers a real-time data platform built around Apache Kafka.

Svelte - Cybernetically enhanced web apps

Google Cloud Dataflow - Google Cloud Dataflow is a fully-managed cloud service and programming model for batch and streaming big data processing.

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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