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Decodo VS Apache SAMOA

Compare Decodo VS Apache SAMOA and see what are their differences

MangoProxy
Global Proxy Network: 90M+ Residential & Static IPs for Any Task featured
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Contents:
  1. ยป Base Details
  2. ยป Videos
  3. ยป Reviews
  4. ยป Alternatives

Decodo logo Decodo

Decodo is perhaps the most user-friendly way to access local data anywhere. It has global coverage with 195 locations, offers more than 55M residential proxies worldwide and a great deal of scraping solutions.

Apache SAMOA logo Apache SAMOA

Apache SAMOA is a distributed streaming machine learning (ML) framework that contains a programing abstraction for distributed streaming ML algorithms.
  • Decodo Landing page
    Landing page //
    2022-08-26

Decodo has been a promising proxy provider since its first days in 2018. They offer a wide selection of proxies (residential, shared and private datacenter proxies) and three full-stack scraping APIs with 100% success rates and a no-code scraper. It has an easy-to-use dashboard, public API, and flexible payment methods. Being awarded for its consumer-centric approach, Decodo continues to look for ways to make public data gathering as simple and accessible to everyone as possible.

The key things Decodo offers for you:

  • 55M+ high-quality residential IPs with an average speed of <0.5 sec.

  • Global coverage โ€“ target 195+ locations, including cities and 50 US states.

  • Pay As You Go option - $3.5 per 1GB.

  • 500K+ shared and dedicated datacenter IPs.

  • Unlimited connections and threads.

  • Full anonymity and security.

  • Smart Wallet for easy payment management.

  • Fantastic 24/7 support with 40s average response time.

  • User-friendly dashboard with a quick and easy proxy setup.

  • Detailed documentation and an informative blog.

  • A bunch of free tools with any plan subscription.

  • Free trial for all products..

  • Apache SAMOA Landing page
    Landing page //
    2021-10-09

Decodo features and specs

  • Large Proxy Pool
    Smartproxy offers a vast pool of residential and data center proxies, which expands the choice and decreases the chance of IP bans.
  • User-friendly Dashboard
    The service provides an intuitive and easy-to-use dashboard, making it simple for users to manage their proxies and monitor usage.
  • High Anonymity
    Smartproxy ensures high levels of anonymity and privacy, useful for activities requiring discreetness like web scraping.
  • Global Coverage
    With proxies available in numerous locations worldwide, users can access geographically restricted content or conduct broad market research.
  • 24/7 Customer Support
    Their customer support is available around the clock, offering reliable and prompt assistance to users via live chat and email.
  • Flexible Pricing Plans
    Smartproxy provides a range of pricing plans catering to different needs and budgets, including pay-as-you-go options.

Possible disadvantages of Decodo

  • Higher Cost for Premium Plans
    While they do offer flexible pricing, the more advanced plans can be expensive, making them less accessible for smaller businesses or individual users.
  • Usage Limitations
    There are bandwidth limitations depending on the plan you choose, which can be restrictive for tasks requiring large data transfers.
  • Shared Proxies
    Some of the proxies are shared, which can potentially slow down connection speeds or lead to IP bans if other users abuse the service.
  • No Free Trials
    Smartproxy does not offer a free trial, which could deter potential customers who are unwilling to commit without trying the service first.
  • Learning Curve for Advanced Features
    Utilizing some of the more sophisticated functionalities might require a learning curve, especially for users not familiar with proxy services.

Apache SAMOA features and specs

  • Distributed Stream Processing
    Apache SAMOA provides a platform for mining big data streams in a distributed fashion, enabling scalable processing of large volumes of real-time data across clusters of machines.
  • Platform Agnostic
    SAMOA abstracts away the underlying stream processing engine, allowing users to write algorithms once and execute them on multiple distributed stream processing platforms such as Apache Storm, Apache S4, and Apache Samza without code changes.
  • Built-in Machine Learning Algorithms
    The framework comes with pre-built distributed streaming machine learning algorithms including classification, clustering, and regression, reducing the effort needed to implement common data mining tasks on streaming data.
  • Extensible API
    SAMOA provides a simple and extensible programming API that allows developers to write custom distributed streaming algorithms without needing deep expertise in the underlying distributed processing infrastructure.
  • Integration with MOA
    SAMOA builds upon concepts from MOA (Massive Online Analysis), a well-established framework for data stream mining, inheriting proven algorithmic approaches and evaluation methodologies for streaming data analysis.

Possible disadvantages of Apache SAMOA

  • Project Inactivity
    Apache SAMOA has been largely inactive as an Apache Incubator project for several years, with minimal community activity, updates, and commits, raising concerns about its long-term viability and support.
  • Limited Community and Ecosystem
    Compared to more popular frameworks like Apache Flink ML or Spark MLlib, SAMOA has a much smaller community, fewer contributors, and limited third-party resources, tutorials, and support channels.
  • Narrow Algorithm Selection
    While SAMOA includes some built-in algorithms, the selection is relatively limited compared to mature machine learning libraries, and users may need to implement many algorithms from scratch for more advanced use cases.
  • Outdated Documentation
    The documentation and examples available for SAMOA are sparse and often outdated, making it difficult for new users to get started and troubleshoot issues effectively.
  • Limited Integration with Modern Platforms
    SAMOA's supported execution engines (Storm, S4, Samza) do not include some of the most widely adopted modern stream processing frameworks like Apache Flink or Kafka Streams, limiting its relevance in contemporary data architectures.

Analysis of Decodo

Overall verdict

  • Smartproxy is generally well-regarded in the proxy service industry. It is recommended for those who need reliable and efficient proxy solutions with a balance of cost and performance. However, like any service, itโ€™s important for users to assess their specific needs and test the platform to ensure it meets their requirements.

Why this product is good

  • Smartproxy is considered a good proxy service provider due to its extensive network of residential IP addresses, competitive pricing, and high success rates for web scraping and bypassing geo-restrictions. The service offers user-friendly management tools and responsive customer support, making it suitable for both beginners and advanced users. Additionally, Smartproxy places a strong emphasis on security and privacy, which are crucial factors for many users.

Recommended for

  • Web scraping professionals
  • SEO specialists
  • Businesses looking to bypass geo-restrictions
  • Users concerned with online privacy and security
  • Data miners needing reliable residential proxies

Analysis of Apache SAMOA

Overall verdict

  • Apache SAMOA is a solid choice for building distributed streaming machine learning algorithms, particularly valued for its platform-agnostic design, though it has become less active as a standalone project over time.

Why this product is good

  • Provides an abstraction layer that allows algorithms to run on multiple distributed stream processing engines like Apache Storm, Apache Flink, and Apache Samza
  • Offers a collection of distributed streaming ML algorithms out of the box, including classification and clustering algorithms adapted for streaming contexts
  • Open-source and backed by Apache Software Foundation incubation, providing a degree of governance and community structure
  • Designed specifically for online/incremental learning on unbounded data streams, filling a niche not well covered by batch-oriented ML frameworks
  • Modular architecture makes it possible to extend with custom algorithms and pluggable processing engines
  • Good academic and research pedigree with ties to MOA (Massive Online Analysis) framework

Recommended for

  • Researchers and academics studying distributed stream mining algorithms
  • Engineers who need to prototype streaming ML algorithms across multiple distributed processing frameworks without rewriting logic
  • Organizations already invested in Storm, Flink, or Samza looking to add streaming ML capabilities
  • Educational use cases for understanding distributed online learning concepts
  • Teams needing algorithm portability across different stream processing backends rather than a production-hardened, actively maintained enterprise solution

Decodo videos

+ Add

Residential rotating proxies. Why choose Smartproxy?

More videos:

  • Tutorial - Smartproxy review &amp; How to smartproxy
  • Review - Proxies for Scraping
  • Tutorial - How to Start Using Smartproxy
  • Review - Smartproxy Review 2023: Best Price To Value Proxies
  • Review - IPFighter| Review Smartproxy
  • Review - DECODO Review 2025 (Ex-Smartproxy) | Still the BEST Proxy?
  • Review - Decodo Review 2025 (former Smartproxy) | FULL Review of new features!

Apache SAMOA videos

+ Add

Extending Apache Flink stream processing with Apache Samoa ML methods - Piotr Wawrzyniak

Category Popularity

0-100% (relative to Decodo and Apache SAMOA)

Decodo

Apache SAMOA

Proxy
100 100%
Proxy
0% 0
Python Tools
0 0%
Python Tools
100% 100
Residential Proxies
100 100%
Residential Proxies
0% 0
Data Science And Machine Learning
0 0%
Data Science And Machine Learning
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 Decodo and Apache SAMOA

Decodo Reviews

  1. Vladyslav
    ยท Backend Developer at KittenProperties ยท
    Very good quality

    Residential proxy is quite good. High success rate with their proxies even though it is quite expensive

    ๐Ÿ Competitors: NetNut.io
    ๐Ÿ‘Ž Cons:    Expensive
  2. CPAScraping
    ยท Working at CPA Scraping ยท
    My Review of Smartproxy Service

    Smartproxy, in my experience, is a solid choice for heavy-duty web scraping tasks. Been using it for bulk data mining. Their proxy pool's massive โ€“ good for avoiding blocks and captchas. Speed's decent, uptime mostly consistent. Setup? Straightforward. But yeah, pricing's a bit on the higher side, especially for large-scale operations. Overall, Smartproxy delivers, especially for those heavy scraping needs.

    ๐Ÿ‘ Pros:    Ip diversity|Quick data access|Minimal downtime|User-friendly interface:
    ๐Ÿ‘Ž Cons:    Pricey|Some geo-restrictions.|Ometimes slow response.
Proxy Service Awards 2024
After all these years, we still canโ€™t find a provider that combines mid-market rates, premium-grade performance, and newbie-friendly user experience as well as Smartproxy. You can get proxies that work effectively as well or better than enterprise providers, without investing thousands of dollars to reach their bulk rates. The plans start at single digits, but even then you...
Source: proxyway.com
OxyProxy vs. Smartproxy: A Detailed Comparison
Set of Services Provided by Smartproxy Service TypeDescriptionResidential ProxiesOffers IP addresses from real residential connections, ideal for high anonymity and avoiding blocks.Data Center ProxiesProvides faster speeds, suitable for tasks requiring high-speed connections.Rotating ProxiesAutomatically rotates IP addresses, enhancing anonymity and reducing the risk of...
Source: oxyproxy.pro
Top 10 Alternatives to Bright Data (formerly Luminati Proxy Networks)
The proxy pool is one of the cleanest as it is regularly being updated. Currently, it has over 5 million residential IP addresses sourced from many locations. As stated earlier, Soax is affordable even though its pricing model is the same with both Smartproxy and Bright Data โ€“ bandwidth-based. Just like Smartproxy, all you need to use the Soax service is a minimum of $75.
Source: www.bestproxyreviews.com
17 BEST Residential Proxies to Buy in 2022 (Cheap & Premium)
Smartproxy offers both residential and datacenter proxies, but their residential ones have the best features. Unlike most other residential proxy providers, Smartproxy focuses solely on providing the best residential IPs to businesses.
Source: earthweb.com
10 Best Free Online Proxy Server List of 2022 [VERIFIED]
Smartproxy offers a residential proxy network with 40M+ IPs. It offers the solutions of data center proxies, search engine proxies, etc. Chrome proxy extension will help you with accessing the localized content. Proxy address generator provides the facility of exporting the proxy list for any software.
Source: www.softwaretestinghelp.com

Apache SAMOA Reviews

We have no reviews of Apache SAMOA yet.
Be the first one to post

Social recommendations and mentions

Based on our record, Decodo seems to be more popular. It has been mentiond 6 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.

Decodo mentions (6)

  • Best Amazon Scraper APIs To Check Out in 2024
    Smarproxy is another proxy provider that offers a dedicated section for scraping e-commerce platforms including Amazon. Their Amazon API is known for its speed and quality and can be used just with a simple POST request. - Source: dev.to / about 2 years ago
  • Basic Web Browser with Electron +APIS
    Smartproxy: Offers residential proxies with support for HTTP(S) and SOCKS5. It is known for its high success rate and 24/7 technical support. Smartproxy provides a balance between price and performance, making it accessible to less experienced users (Smartproxy). - Source: dev.to / about 2 years ago
  • Cheap Residential Proxy: Affordable and Reliable Proxy Service for Anonymous Browsing
    For instance, imagine you are conducting market research and need to scrape data from various websites for analysis. By using a residential proxy service like anyip.io or Smart Proxy, you can ensure that your scraping activities are secure and undetectable while maintaining anonymity. Additionally, these services effortlessly handle throttling of threads and swiftly manage captchas. Source: over 2 years ago
  • Proxy for Instagram: What is It and How to Get It?
    Smartproxy Rotating residential IPs for multi-accounting. Large rotating residential proxy pool, 195+ countries, no subnets, an easy setup process. The IPs are from both desktop and mobile devices. Different tools for IG automation and affordable price plans ($75/5 GB ($15/GB). However the residential IPs are still P2P, so you have sticky sessions up to 30 min and then proxies rotate. - Source: dev.to / over 3 years ago
  • Smartproxy Review
    Smartproxy is one of the latest rotating residential proxy services to hit the market. Smartproxy offers its users immense features and functionality at affordable rates. If youโ€™re looking for a long-term proxy service to stick to, itโ€™s worth looking at Smartproxyโ€™s unique offerings. - Source: dev.to / about 5 years ago
View more

Apache SAMOA mentions (0)

We have not tracked any mentions of Apache SAMOA yet. Tracking of Apache SAMOA recommendations started around Mar 2021.

What are some alternatives?

When comparing Decodo and Apache SAMOA, you can also consider the following products

Bright Data - World's largest proxy service with a residential proxy network of 72M IPs worldwide and proxy management interface for zero coding.

Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.

Oxylabs - A web intelligence collection platform and premium proxy provider, enabling companies of all sizes to utilize the power of big data.

Pandas - Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

IPRoyal - At IPRoyal, we offer premium proxy servers, including residential, datacenter, ISP, and mobile proxies.

NumPy - NumPy is the fundamental package for scientific computing with Python

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