Software Alternatives, Accelerators & Startups

Colaboratory VS Smartproxy

Compare Colaboratory VS Smartproxy and see what are their differences

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Colaboratory logo Colaboratory

Free Jupyter notebook environment in the cloud.

Smartproxy logo Smartproxy

Smartproxy 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.
  • Colaboratory Landing page
    Landing page //
    2022-11-01
  • Smartproxy Landing page
    Landing page //
    2022-08-26

Smartproxy 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, Smartproxy continues to look for ways to make public data gathering as simple and accessible to everyone as possible.

The key things Smartproxy offers for you:

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

  • Global coverage – 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..

Colaboratory features and specs

  • Free Access
    Colaboratory is freely available to anyone with a Google account, making it accessible for students, researchers, and developers without cost barriers.
  • Cloud-based
    Colab operates in the cloud, eliminating the need for local computational resources and allowing access from any device with internet connectivity.
  • GPU and TPU Support
    Colab provides free access to GPUs and TPUs, which can significantly speed up machine learning tasks and deep learning experiments.
  • Integration with Google Drive
    Easy integration with Google Drive allows for convenient storage and retrieval of data, notebooks, and other resources.
  • Collaborative Editing
    Multiple users can collaborate on a notebook in real-time, making it a valuable tool for team projects and pair programming.
  • Pre-configured Environment
    Colab comes pre-installed with a wide array of popular machine learning libraries and dependencies, reducing setup time and effort.

Possible disadvantages of Colaboratory

  • Session Time Limits
    Colab has time limits for sessions, meaning your environment can be reset if left idle for too long or if the maximum session duration is reached.
  • Resource Limits
    There are limitations on the computational resources and memory available, which can be restrictive for very large and complex tasks.
  • Dependency Management
    While many libraries are pre-installed, managing and updating dependencies can sometimes be problematic, leading to conflicts or version issues.
  • Privacy Concerns
    Since your code and data are stored on Google’s servers, there can be privacy and security concerns related to sensitive information.
  • Network Dependency
    Being a cloud-based service, Colaboratory requires a constant internet connection, which may not be feasible in all scenarios or locations.
  • Limited Customization
    Customization of the environment is limited compared to a local setup where you have full control over system configurations and installed software.

Smartproxy 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 Smartproxy

  • 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.

Analysis of Colaboratory

Overall verdict

  • Yes, Colaboratory is highly praised for its convenience, accessibility, and powerful features which make it an excellent choice for many users, especially those involved in data science, machine learning, and education.

Why this product is good

  • Google Colab (Colaboratory) is a powerful platform for running Jupyter notebooks in the cloud. It offers seamless integration with Google Drive, allowing for easy sharing and collaboration. It also provides access to free resources, including GPUs and TPUs, which is beneficial for tasks requiring substantial computational power such as training machine learning models. The simplicity of running Python code without setup and the support for common libraries make it accessible and easy to use.

Recommended for

  • Data scientists needing scalable resources
  • Researchers and educators looking for collaborative tools
  • Students learning Python and data analysis
  • Anyone wanting to leverage GPU/TPU without additional costs

Analysis of Smartproxy

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, it’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

Colaboratory videos

Google Colaboratory review: the best tool for Python programming and data analysis

Smartproxy videos

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

Category Popularity

0-100% (relative to Colaboratory and Smartproxy)
Development
100 100%
0% 0
Proxy
0 0%
100% 100
Online Learning
100 100%
0% 0
Residential Proxies
0 0%
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 Colaboratory and Smartproxy

Colaboratory Reviews

Jupyter Notebook & 10 Alternatives: Data Notebook Review [2023]
Google Colaboratory (known as Colab) is a browser-based notebook created by the Google team. The environment is based on the Jupyter Notebook environment, so it will be recognizable to those of you who are already familiar with Jupyter.
Source: lakefs.io
12 Best Jupyter Notebook Alternatives [2023] – Features, pros & cons, pricing
Microsoft Azure Notebooks is a cloud-based platform for data science projects and machine learning that is similar to Google Colab and Kaggle Notebooks. It provides access to powerful hardware resources, including GPUs and TPUs, for running machine learning and deep learning models, as well as a number of other useful features, such as integration with Microsoft Azure...
Source: noteable.io

Smartproxy Reviews

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

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

    🏁 Competitors: NetNut.io
    👎 Cons:    Expensive
  2. CPAScraping
    · Working at CPA Scraping ·
    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 – 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.

    👍 Pros:    Ip diversity|Quick data access|Minimal downtime|User-friendly interface:
    👎 Cons:    Pricey|Some geo-restrictions.|Ometimes slow response.

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 – bandwidth-based. Just like Smartproxy, all you need to use the Soax service is a minimum of $75.
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.
Best Data Scraping Tools
Smart proxy has about 10 million rotating residential proxies with location targeting and flexible pricing. There are rotating sessions, random IPs, geo-targeting, sticky sessions, and more. Smart proxy creates a room for unlimited connections and numerous threads which offer 99% SLA with low failure rates, functioning 24/7 with reliable support of 5 minute response time.

Social recommendations and mentions

Based on our record, Colaboratory seems to be a lot more popular than Smartproxy. While we know about 225 links to Colaboratory, we've tracked only 6 mentions of Smartproxy. 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.

Colaboratory mentions (225)

  • What Are the Best Code Editors for Collaborative Coding?
    Google Colaboratory is a Jupyter notebook environment specifically built for machine learning and data science applications in Python. It supports collaboration in a unique way:. - Source: dev.to / 13 days ago
  • Introduction to TensorFlow with real code examples
    If you don't want to set up TensorFlow locally, you can use Google Colab, which comes with a GPU by default. You can access it via this link. - Source: dev.to / about 2 months ago
  • The 3 Best Python Frameworks To Build UIs for AI Apps
    Showcase and share: Easily embed UIs in Jupyter Notebook, Google Colab or share them on Hugging Face using a public link. - Source: dev.to / 3 months ago
  • Build a RAG-Powered Research Paper Assistant
    Google Colab Documentation Beginner-friendly documentation to get started with Google Colab: Https://colab.research.google.com/. - Source: dev.to / 3 months ago
  • PyTorch Fundamentals: A Beginner-Friendly Guide
    If you don't want to install PyTorch locally, you can use Google Colab, which provides a free cloud-based environment with PyTorch pre-installed. This allows you to run PyTorch code without any setup on your local machine. Simply go to Google Colab and create a new notebook. - Source: dev.to / 4 months ago
View more

Smartproxy 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 / 12 months 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 1 year 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 1 year 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 2 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 you’re looking for a long-term proxy service to stick to, it’s worth looking at Smartproxy’s unique offerings. - Source: dev.to / almost 4 years ago
View more

What are some alternatives?

When comparing Colaboratory and Smartproxy, you can also consider the following products

Jupyter - Project Jupyter exists to develop open-source software, open-standards, and services for interactive computing across dozens of programming languages. Ready to get started? Try it in your browser Install the Notebook.

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

Kaggle - Kaggle offers innovative business results and solutions to companies.

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

Teammately.ai - Teammately is The AI AI-Engineer - the AI Agent for AI Engineers that autonomously builds AI Products, Models and Agents based on LLM, prompt, RAG and ML.

NetNut.io - Residential proxy network with 52M+ IPs worldwide. SERP API, Website Unblocker, Professional Datasets.