Market data for your _

Ignite curiosity and cultivate genius with real-time market data, immersive tutorials, example projects, and intuitive, easy-to-use APIs.

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Rows of Data
0 Trillion+
Tickers
0 Million+
API Access
Unlimited
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Intuitive & easy to use

Data for virtually any use case

Create visualizations, build models, integrate into stock market simulators, or create your own to gain a deeper understanding of financial markets.
Research & analysis
Build financial models, study market trends, and broaden research with real-time prices and historical financial data.
Software applications
Easily integrate data into stock market simulators, back testers, and other educational software applications.
Data visualization
Create powerful visualizations and dashboards with charting software to gain a deeper understanding of the financial markets.

Create lessons that pay dividends

Massive for educators

Ensure students' success
Ensure success with extensive documentation, sample projects, and a customer support team ready to answer your questions.
Incorporate real-time data
Incorporate real-time data and hands-on projects using industry-standard technology into your curriculum.
Access student discounts
Access discounts for Educators and Universities or contact us about opportunities for account sponsorship.
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Spark ideas that will move markets

Massive for students

Get unique experience
Get experience with the tools used by investors, brokerages, and major tech companies.
Access discounts
Access student discounts, or contact us about opportunities for account sponsorship.
Power your next big idea
Power your projects, research, and next big idea, spend classroom time creating, not integrating.

Power innovative curriculums

Massive for universities

Easy onboarding
Easily onboard entire classes at a time. With our simple setup and no-fuss administration, professors can focus on teaching.
Innovative curriculums
Excite your students with hands-on, real-world projects that forge the path to the FinTech of tomorrow.
Stay compliant
We are your partner to navigate the complicated world of exchange approvals, education discounts, and compliance.
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What will you build?

Discover the power of a market data platform that breaks down barriers and levels the playing field.

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"We believe there is a compelling opportunity for scientists and engineers to leverage their proficiency in mathematics combined with artificial intelligence and data science tools to drive value creation within businesses and ultimately democratize wealth creation. The partnership with Massive has been a critical and enabling component of this vision."

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Jefferey Varner
Professor
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"I have used Forex and Crypto real-time market data from Massive over the last two semesters in classes for Engineering and Computer Sciences graduate students at NYU. I teach Programming for Business Intelligence and Data Engineering. Both are initial courses in AI/ML for graduate students."

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Carlos J. De Oliveira
Adjunct Faculty

Frequently asked questions

Can't find the answer you're looking for? Check out our knowledge base or contact our team.
  • Title
    Does Massive offer pre-market and after-hours data?
    FAQ Category

    FAQ

    Stocks Category

    Stocks

    Description
    Yes. Every extended-hours trade and quote is published, from 04:00 to 20:00 Eastern. There is no session parameter, so you select a session with timestamps, and expect far fewer aggregate bars outside regular hours because many extended-hours trades are odd lots that cannot set a price.
  • Title
    How do you read an options symbol?
    FAQ Category

    FAQ

    How To Category

    How To

    Options Category

    Options

    Description
    A Massive options ticker is four parts joined together: O: then the underlying, the expiry as YYMMDD, C or P, and the strike in thousandths padded to eight digits. So O:SPY260918C00650000 is a SPY call expiring 18 September 2026 at a strike of 650.
  • Title
    How can I tell whether a specific trade updated the OHLCV aggregate bar?
    Aggregates Category

    Aggregates

    FAQ Category

    FAQ

    Stocks Category

    Stocks

    Description
    Take the conditions array from the trade and look each code up on the conditions endpoint. Its update_rules field says whether that condition updates the high and low, the open and close, and the volume of a regular-hours minute bar or a daily bar.
  • Title
    How do I get started with Flat Files and S3 on Massive?
    FAQ Category

    FAQ

    How To Category

    How To

    Description
    Take your S3 keys from the dashboard and point any S3 client at https://files.massive.com with the bucket flatfiles. Flat files are on paid plans only, and a 403 does not say why: the file may be outside your plan or its history, not yet published, or blocked by unsigned agreements.
  • Title
    Where does Massive's options data come from?
    FAQ Category

    FAQ

    Options Category

    Options

    Sources Category

    Sources

    Description
    From OPRA, the consolidated feed that every US options exchange reports to. That is 20 exchanges on one tape, so the coverage is the whole US options market rather than a selection of exchanges.