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Apify Python SDK VS Twelve Data

Compare Apify Python SDK VS Twelve Data and see what are their differences

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Apify Python SDK logo Apify Python SDK

Build and manage web scraping Actors in the cloud.

Twelve Data logo Twelve Data

The simplest and most effective way to access both realtime and historical stock, forex, cryptocurrency data, and over 100 technical indicators.
  • Apify Python SDK Landing page
    Landing page //
    2023-03-16
  • Twelve Data Landing page
    Landing page //
    2023-09-23

Apify Python SDK features and specs

  • Ease of Use
    The Apify Python SDK offers a high-level interface that simplifies the process of accessing Apify services and building web scrapers. This can save developers significant amounts of time and reduce complexity in their projects.
  • Integration
    The SDK is designed to work seamlessly with Apify's platform, making it straightforward to leverage Apify's hosting and scheduling capabilities, as well as accessing datasets and key-value stores.
  • Flexibility
    The SDK supports both headless and headful scraping, providing flexibility for users to choose the mode that best suits their needs.
  • Community and Support
    Apify has an active community and provides robust documentation and support resources, which can be especially beneficial for troubleshooting and learning best practices.

Possible disadvantages of Apify Python SDK

  • Dependency on Apify Platform
    While the SDK simplifies many tasks, it is tightly integrated with Apify's platform. This could be a limitation for developers who are looking for a more standalone solution or who want to minimize dependencies on third-party platforms.
  • Learning Curve
    For developers not familiar with Apify, there might be an initial learning curve to understand how the SDK interacts with the broader Apify ecosystem and to learn its specific conventions and idioms.
  • Limited to Python
    As it is specifically for Python, developers using other programming languages may find this SDK irrelevant, and may need to look for other solutions or develop their own integrations.
  • Cost Considerations
    Using Apify's services involves subscription or usage fees, and developers need to consider these costs when implementing solutions that rely on the platform.

Twelve Data features and specs

  • Comprehensive Data Coverage
    Twelve Data provides access to a wide range of financial data including real-time and historical data for stocks, ETFs, mutual funds, indices, and forex, which is beneficial for comprehensive market analysis.
  • Affordable Pricing
    Twelve Data offers a variety of pricing plans, including a free tier with essential features, which makes it accessible to individual developers and small businesses.
  • Ease of Use
    The API is designed to be user-friendly with well-documented endpoints, making it easy for developers to integrate the service into their applications.
  • High Scalability
    Twelve Data offers robust and scalable API solutions that can handle a large volume of requests, suitable for both small projects and large-scale applications.
  • Global Market Coverage
    The platform provides data from global markets, allowing users to access information from multiple exchanges around the world.

Possible disadvantages of Twelve Data

  • Limited Advanced Features
    While Twelve Data offers a wide range of basic and intermediate features, it may lack some of the advanced analytics and tools needed by experienced traders or larger financial institutions.
  • Rate Limits on Lower Tiers
    The free and lower-tiered plans come with rate limits that can be restrictive for users requiring frequent data access or handling high traffic.
  • Dependency on API Availability
    As with any third-party data provider, users are dependent on the API's uptime and reliability, which can impact applications if there are outages or downtime.
  • Potential Data Lag for Free Plan
    Users on the free plan may experience delays or less frequent updates compared to those on paid plans, which can be a drawback for time-sensitive applications.

Analysis of Apify Python SDK

Overall verdict

  • The Apify Python SDK is a robust, well-documented toolkit that makes building, running, and scaling web scraping and automation projects (Actors) straightforward for Python developers, offering strong integration with the Apify platform and solid tooling out of the box.

Why this product is good

  • Comprehensive and clear documentation with practical examples and API references
  • Native Python support that integrates seamlessly with popular libraries like BeautifulSoup, Playwright, Scrapy, and HTTPX
  • Built-in tools for managing storage (datasets, key-value stores, request queues) without extra boilerplate
  • Easy deployment and scaling of Actors on the Apify cloud platform, including scheduling and proxy management
  • Handles common scraping challenges like proxy rotation, retries, and browser automation
  • Active maintenance, strong community support, and regular updates

Recommended for

  • Python developers building web scrapers or crawlers
  • Teams needing scalable, cloud-hosted automation and data extraction
  • Data engineers and analysts collecting structured data from websites
  • Developers who want to publish and monetize reusable Actors on the Apify marketplace
  • Projects requiring managed proxy rotation and anti-blocking features

Apify Python SDK videos

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Twelve Data videos

Twelve Data Demo Review

Category Popularity

0-100% (relative to Apify Python SDK and Twelve Data)
Web Scraping
100 100%
0% 0
Finance
0 0%
100% 100
Web Scraping API
100 100%
0% 0
APIs
32 32%
68% 68

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Apify Python SDK and Twelve Data

Apify Python SDK Reviews

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Twelve Data Reviews

  1. Best API for real-time financial data

    Straightforward to use and powerful API to get financial data in real-time and complete historical data. Best in class Python package.

    ๐Ÿ Competitors: Alpha Vantage, Polygon.io
    ๐Ÿ‘ Pros:    Equity data|Forex|Crypto|Affordable|Reliable

Social recommendations and mentions

Based on our record, Twelve Data should be more popular than Apify Python SDK. It has been mentiond 9 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.

Apify Python SDK mentions (2)

  • How to Scrape LinkedIn Job Postings with Python: A Step-by-Step Guide
    To overcome these challenges, we will utilize the Apify SDK for Python and Residential Proxies, which enable us to route requests through legitimate devices, making our traffic indistinguishable from real users. - Source: dev.to / 8 months ago
  • How to scrape Bluesky with Python
    Then add Apify SDK for Python as a project dependency:. - Source: dev.to / over 1 year ago

Twelve Data mentions (9)

  • I Wanted Real-Time Stock Charts on My Garmin Watch. Monkey C Had Other Plans.
    I chose Twelve Data for stock and crypto prices. Free tier: 800 calls per day. My math: 5 symbols ร— 96 fetches/day (every 15 minutes) = 480 calls. Comfortable margin. - Source: dev.to / 4 days ago
  • Building a Gold (XAUUSD) Trend Tracker with Python and SQLite
    I am using TwelveData forex API for Extraction of raw data from the financial markets in JSON format. - Source: dev.to / about 1 year ago
  • Top 5 Free Financial Data APIs for Building a Powerful Stock Portfolio Tracker โšก
    Twelve Data provides extensive financial market coverage, making it ideal for those looking for a free API for building a stock portfolio tracker. - Source: dev.to / over 1 year ago
  • Webflow Crypto Market Data Ticker
    I'd suggest Twelve Data for the financial data feed, if you have a budget for this: https://twelvedata.com/. Source: over 2 years ago
  • Where can I find a free source of historical S&P500 index data at hourly intervals?
    You can use https://twelvedata.com/ they offer an API and their free plan allows 800 credits a day so over a number of days you could get what you need. Source: about 4 years ago
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What are some alternatives?

When comparing Apify Python SDK and Twelve Data, you can also consider the following products

Apify - Apify is a web scraping and automation platform that can turn any website into an API.

Alpha Vantage - Alpha Vantage offers free APIs in JSON and CSV formats for realtime and historical stock and forex data, digital/crypto currency data and over 50 technical indicators.

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

Polygon.io - Polygon.io offers streaming realtime data for stocks/equities, ETFs, Indecies and Forex/Currencies including crypto currencies. Our Real-Time Stock Data APIs help you build the future on fintech.

Scraper API - Scale Data Collection with a Simple API.

Financial Modeling Prep - Access all stocks discounted cash flow statements, market price, stock markets news, and learn more about Financial Modeling. Learn M&A, LBO, DCF, Comps, and Financial Statement Modeling thought concrete examples