By Chris Lee on Unsplash Hey everyone, Intern here. A few weeks ago, I worked with and to put together “9 Great Tools for Algo Trading”. Rao Hitoshi Yoshi 9 Great Tools for Algo Trading _In the last 5–10 years algorithmic trading, or algo trading, has gained popularity with the individual investor. The…_hackernoon.com Looking at the response to that article, we decided to write a follow up. Whether you’re a financial firm or an individual trader, financial is key for putting together any good strategy. With so many on the market today, many good options get lost in the noise. Here are 11 great financial data vendors. data vendors If your service is featured and is being misrepresented in some form, please reach out to me ASAP (through my medium page, linked at the bottom), and an immediate correction will be made. Vendors for the Individual Investor The following data vendors are those that see their target audience as the individual investor. While they do have larger premium plans for high volume usage, the various user plans and community are structured around the individual investor. (1) Nasdaq Nasdaq Inc, founded in 1971, owns and operates the NASDAQ — currently the second largest exchange in the world (according to market cap). They also acquired several European exchanges after their acquisition of OMX, the former Swedish-Finnish company that owned several Nordic and Baltic exchanges. Nasdaq offers free historical data for personal use. Users have the ability to look up a max of 25 symbols at a time, and then download up to 10 years of historical EOD data in .csv or excel format. Nasdaq also has several products live data streams. These products include data US Equities traded on the NASDAQ as well as the eight foreign exchanges they own. While NASDAQ’s pricier products can run as high as $1200 a month, it’s free historical data, lookup as well as basic API means that it’s within the means for the individual trader. (2) : CME Group The CME Group is a financial market company operating out of Chicago. They formed from the 2007 merger of the Chicago Market Exchange and Since 2010, the CME Group has expanded by buying ownership shares in the S&P Dow Jones Indices, the Kansas City Board of Trade, and the British NEX Group. Currently, the CME Group offers both historical market data, and live data planes. Historical market data is sold for a one-time payment, and is priced based on depth and scope of the data provided. The CME Group also provides the Market Data Platform, which disseminates real time market data. (3) Quandl If you’ve used Zipline for backtesting at some point, you’ve probably used free data from Quandl. Based out of Toronto, Quandl first started as a search engine for financial data sets. As algo trading grew as a field, Quandl started repackaging their search engine of data sets as individual bundles. Quandl offers a bundle with US Equities for free, which is actually the default bundle you ingest on Quantopian’s Zipline backtesting engine. Keep in mind that this bundle has EOD data extending to February 28th, 2018 and only contains US Equities. Other bundles with larger scopes and up-to-date data, are priced for a one time fee. Quandl even serves as a market-place for third parties to sell their bundles. If you’re newer to the field, Quandl’s not a bad place to start. (4) Alpha Vantage AlphaVantage is a community-based data vendor. In the last few years, AlphaVantage have worked hard to foster a developer community, not unlike Quantopian. The community helped build their product, as well as discuss investment strategies and other apps built on AlphaVantage data. AlphaVantage is a generally free resource with APIs available in multiple languages. They provide both real-time data streams and historical market data for backtesting. The API doesn’t have a daily/weekly/monthly limit, but the free subscription does have limited latency. For the serious investor with larger API calls, a premium subscription is best. (5) Intrinio Intrinio was founded in 2012, with the idea of making financial data easy to access. Intrinio actually gears their product towards developers, and is currently the data provider for the backtesting engine QuantRocket. QuantRocket - Automated International Trading with Python and Interactive Brokers _Yet working with IB data can be challenging: incomplete documentation, pacing violations, an event-driven programming…_www.quantrocket.com They currently offer two forms of data — streams and packets. Data streams offer a free trial, and then are subscription based depending on the stream. Packets are bundles of historical data. These bundles can be bought for a one-time payment and are priced based on the width and depth of data coverage. They also offer applications like the Intrinio screener for Excel. (6) Zacks Zacks was founded in 1985 as a quantitative ranking of potential buys based on estimated earnings. That tool Zacks Ranks was the cornerstone of what Zacks would come to offer today. Zacks is more than just a data vendor. It offers both historical and real-time data, as well as a variety of third party applications to use that data. Zacks also features newsletters, advice from industry experts, and a community of developers. For traders who are looking to wet their feet, Zacks may be the place to go. (7) Polygon Polygon is far newer on the data vendor scene, having been founded in 2015. They have a variety of pricing plans based on data coverage as well as latency of connection. Polygon provides real-time quotes and data streams, and have official clients in 10 different languages including Python, C, and Go. In a trend keeping with other data vendors of late, Polygon has done their best to foster a community of developers, which has led to the creation of community clients including Perl, .NET, and Scala. Disclaimer: Polygon is the data vendor of choice for Alpaca (8) EOD Historical Data Stock Price Data, Financial and Stock Market API, Real-Time Currency and Crypto _Cheapest stock historical data and prices on the market. Best End-of-Day Data. More than 30+ stock exchanges and…_eodhistoricaldata.com Quirkily named EOD Historical Data was founded in May of last Year, but has established itself with a combination of accurate data and affordable prices. The Lyon, France based company offers monthly rates that range from as low as $9.99 to a high of $39.99. (9) IEX IEX, which stands for the Investor’s Exchange, was founded by four former employees of the Royal Bank of Canada. Upset by the unfair conditions of today’s stock market, they looked to create an exchange that leveled the playing field for long-term investors. Their story was chronicled in the 2014 Michael Lewis Book . Flash Boys: A Wall Street Revolt Flash Boys: A Wall Street Revolt _1 New York Times Bestseller ― With a new Afterword”Guaranteed to make blood boil.” ―Janet Maslin, New York TimesIn…_www.amazon.com IEX has a significant amount of free data, as well as multiple APIs to access data. The catch is though that all pricing data is the price of that security on IEX. That said, their coverage of securities is second-to-none, as they have information on US equities, fixed income, and ETFs. Find out more on the IEX website . here Business-Facing Vendors The vendors listed in the previous section are geared towards the individual investor, they have premium subscriptions for businesses. These following vendors are specifically geared towards firms, and are out of the price range of the average individual investor. (10) Xignite Xignite was initially founded as a wealth management platform. When the founder Stephane Dubois realized the challenge of obtaining accurate market data, he pivoted Xignite to be come a data vendor. Xignite offers real time data streams, daily quotes, and historical market data. For developers, they offer multiple APIs for historical data. Their products are expensive for the individual investor, and Xignite themselves identify as business facing. Some of their more famous clients include Robinhood, Wealthfront, and StockTwits. (11) Thomson Reuters Thomson Reuters is the merger of mass multimedia Thomson Company and the information group Reuters. Founded in London, Reuters has been providing financial information since 1951. Like Bloomberg, Reuters transitioned into information providing in the late 20th century. Reuter’s provides pricing data for assets in over 200 exchanges for both equities and fixed income. Their software includes not just pricing data, but research and analytical tools, along with a dedicated news stream, and a mobile interface. The full Eikon software costs $22,000 a year, but individual investors can find a stripped down version with just pricing data for $3,600. (12) Bloomberg Bloomberg was founded in 1981 by former New York City mayor Michael Bloomberg. Bloomberg may not have Reuter’s pedigree, but it’s quickly established itself as industry standard. So industry standard that it made an appearance in Season 3 of . The Newsroom Scene taken from Season 3 Episode 01 of the Newsroom on HBO The Bloomberg Terminal packs minute by minute data, trading tools and analytics for over 300 exchanges around the world. For algo traders, the terminal subscription even offers an API to access in multiple languages. But clocking in at $24,000 a year, it’s a hard sell for the individual investor. If you have access, whether through your firm or institution, you can’t get better than Bloomberg. do (13) YCharts YCharts was founded by Ara Anjargolian and Shawn Carpenter as an attempt to compete directly with the Bloomberg Terminal. Founded in 2009, the self proclaimed financial terminal of the web balances a load of data along with a variety of useful tools and integration. They offer Excel integrations and data visualizations of niche metrics, which is in line with their target audience; hedge fund managers and sales representatives. Both groups are accustomed to in-depth research on behalf of their clients. YCharts Professional clocks in at $199/month which is expensive, but only about 10% of the cost of a Bloomberg Terminal. For those interested in a stripped down subscription with only access to the simplest data metrics, YCharts offers a membership at $49/month, which is affordable for most individual investors. I hope this data vendor list was useful. If you liked it, please leave a clap (or fifty, I don’t mind). If you think there are services that I missed leave a comment below! I always appreciate any, and all feedback. by Rao Vinnakota Edit (08/03/18): - Information about Quandl’s data offering was outdated. They no longer offer free EOD Data past February 28th. - CME and Nasdaq were added as Data Vendors, changing the title from 11 to 13. - The list was also re-ordered. Please follow and for fresh posts on Financial Market, Algorithmic Trading, Technology. Alpaca Automation Generation You can find us , if you use twitter. @AlpacaHQ If you’re a hacker and can create something cool that works in the financial market, please check out our project “ ” where we provide simple REST Trading API and real-time market data for free. Commission Free Stock Trading API Brokerage services are provided by Alpaca Securities LLC ( ), member FINRA/SIPC. Alpaca Securities LLC is a wholly-owned subsidiary of AlpacaDB, Inc. alpaca.markets

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