Platforms and brokers9 min read

Databento Review: Is This Trading Data Platform Legit?

Databento review: CME and US equities market data, plan prices checked on 10 Oct 2026, schemas, history depth, APIs and running a live feed on a VPS.

By QuantVPS Team

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Databento Review: Is This Trading Data Platform Legit?

Databento is a legitimate market data vendor used by more than 3,000 firms and startups, offering real-time and historical data from over 45 exchanges like NASDAQ, NYSE, and CME. It features direct exchange feeds, low-latency APIs, and usage-based pricing or subscriptions from $199 a month (checked on 10 Oct 2026). Futures traders often run its CME feed on a Databento VPS so the live client stays connected around the clock. Compare futures tick-data providers by coverage and format before assuming another feed supplies the same data as Databento.

Key Points:

  • Databento: Direct exchange feeds, nanosecond timestamps, and $125 in free credits for new users.

Databento homepage, October 2026

What Databento Offers

Databento provides real-time and historical market data for CME futures and options, U.S. equities, U.S. equity options and other venues. Its Databento US Equities dataset covers 15 exchanges and 30 Alternative Trading Systems (ATSs) and more than 20,000 stock and ETF symbols. This includes major venues like NASDAQ, NYSE, and Cboe, ensuring a comprehensive market overview.

What sets Databento apart is its use of direct exchange feeds. Instead of relying on Securities Information Processors (SIPs), the platform sources data directly from exchanges, resulting in full order book depth, auction imbalance data, and ultra-low latency. Databento processes data with an impressive 6.1-microsecond normalization latency and maintains 99.99% uptime.

CME Futures Data (GLBX.MDP3)

For futures traders, Databento's key dataset is CME Globex MDP 3.0 (GLBX.MDP3), which covers every futures and options contract on CME, CBOT, NYMEX and COMEX. It has more than 650,000 symbols and history back to 6 June 2010, captured at CME's Aurora data center with an FPGA-based network card and hardware timestamps.

Schemas include MBO (full order book), MBP-1 and MBP-10, TBBO, trades, BBO-1s and BBO-1m, OHLCV bars from 1 second to 1 day, plus definitions, statistics and status. Real-time data is included with any CME subscription, and historical data is billed by usage (from $0.50 per GB) or included in a plan.

Databento CME plans (checked on 10 Oct 2026):

CME plan Monthly price Live data History included
Usage-based Pay as you go, historical from $0.50 per GB No (historical only) Pay per download; 16+ years available
Standard $199, monthly subscription Yes, no license fees 16+ years of L0 (OHLCV, definitions, statistics, status), 12 months of L1, 1 month of L2 and L3
Plus $1,750 plus license fees, annual contract Enhanced live data 16+ years of L1, 1 month of L2 and L3
Unlimited $4,500 plus license fees, annual contract Enhanced live data 16+ years in all schemas

Databento quotes 90th percentile latency to your application of 590 microseconds over the internet, or 42 microseconds over a cross-connect. Running your Databento client and strategy on a CME VPS in Chicago, 0.52ms from CME, keeps the live feed connected through the whole Globex session.

Uptime

99.999% uptime. Built for 24/7 trading reliability.

Your VPS runs in Tier IV datacenters with redundant power and network, monitored 24/7 on site.

See the uptime SLA
A dot-matrix heatmap resolves into the 99.999% uptime SLA figure. An illustration, not live status.

Data Schemas and Granularity

Databento supports a variety of data schemas, such as Market by Order (MBO) for reconstructing the full order book, Market by Price (MBP) for aggregated depth, as well as trades data, OHLCV bars, and imbalance information. All of this comes with nanosecond-level timestamps. The platform’s API can replay every U.S. equities trade, quote, and order at speeds of up to 19.2 million ticks per second, making it ideal for high-intensity backtesting. Additionally, Databento provides corporate actions data, including splits, dividends, and merger details.

This comprehensive data offering is paired with flexible pricing options, making it accessible to a range of users.

Pricing Structure and Value Proposition

Databento addresses a key industry challenge: high exchange license fees. Its Standard plans include live data with no license fees. This is particularly appealing to smaller trading firms and individual quantitative traders who previously found institutional-grade data out of reach.

Databento's May 2026 pricing update, effective 22 June 2026, set the CME Standard plan at $199 a month and raised the Databento US Equities Unlimited plan to $4,000 a month. Databento US Equities plans (checked on 10 Oct 2026):

US Equities plan Monthly price What is included
Usage-based Pay as you go Historical data only; 8+ years available
Standard $199, monthly subscription Live data with no license fees; 8+ years of L0, 1 year of L1, 1 month of L2 and L3
Plus $1,500 plus license fees, annual contract Enhanced live data; 8+ years of L1
Unlimited $4,000 plus license fees, annual contract 8+ years in all schemas

New users get $125 in free credits for historical data, which expire 6 months after signup.

"With Databento, I can get anything I want in 5 minutes. The data quality, flexible formats, and competitive pricing policy have set Databento apart."

  • Nikita Ostroverkhov, Algo Trading, MA Investments

Integration Capabilities

Databento offers a developer-friendly experience with client libraries for Python, C++, and Rust. For other programming languages, users can utilize the HTTP API for historical and reference data or the Raw API for live feeds. The Live API also supports intraday replay, allowing traders to request data from a specific start time within the last 24 hours, which is invaluable for backtesting and refining strategies.

Both the live and historical APIs use the same schemas, datasets, and symbology, ensuring a transition from research to production - which, for most independent quants, means a strategy running on an algo trading VPS with a Databento live feed.

Business Credibility and Market Position

Databento’s reputation is bolstered by its strong client base and investor backing. The platform serves over 3,000 leading firms and high-growth startups and has raised more than $27 million in funding, reflecting confidence in its technology and business model.

Professionals in the industry have praised Databento’s approach. Michael Tung of Belvedere Trading remarked, "Databento's advanced technology and highly customizable market data offerings are going to be a game changer for a wide variety of market data users across the ever-evolving financial industry."

"Finally a vendor that knows what they are doing because [...] they occupied the same seat as their target customers."

  • Paul Aston, Founder, Tixall Global Advisors, LLC

Databento’s technical strengths further solidify its position. With 90th percentile latency of 590 microseconds over the internet and the capability to normalize 16 petabytes of market data, the platform is built for serious quantitative trading operations.

For traders needing Level 2 or Level 3 data, Databento offers feeds like Nasdaq TotalView-ITCH, which provides granular order book details essential for advanced trading strategies. Whether it’s brokerage firms seeking indicative best bid and offer (BBO) data or hedge funds requiring full market depth reconstruction, Databento caters to a diverse range of use cases.

Strengths and Weaknesses

Below, we break down Databento's key strengths and limitations.

Databento's Key Strengths

High-Quality Market Data
Databento provides top-tier market data directly from exchanges, spanning over 45 exchanges, including 15 U.S. stock exchanges and 30 ATSs. By using direct proprietary feeds instead of traditional SIPs, Databento ensures accurate trade signs, odd lot quotations, full order book visibility, auction imbalance data, and reduced latency.
Rick Zhan, VP of Quant Research at a quant hedge fund managing $50 billion+, shared his experience:

"The documentation is awesome. It's easy to read, clean, and modern."

Flexible and Transparent Pricing
Databento offers both pay-as-you-go and subscription options, catering to different user needs. New users also benefit from $125 in free credits. Its Standard plans include live data with no exchange license fees, which keeps entry costs down for individual traders.

Developer-Focused Features
With a self-service onboarding process and APIs for Python, C++, and Rust, Databento empowers traders to quickly access the data they need without hassle. Nikita Ostroverkhov from MA Investments highlighted this advantage:

"With Databento, I can get anything I want in 5 minutes. The data quality, flexible formats, and competitive pricing policy have set Databento apart."

Order flow

Built for scalpers. Heatmaps on dedicated resources.

Order-flow heatmaps and DOM ladders run on dedicated CPU, memory and NVMe, so your charts keep responding during volatility.

See the dedicated hardware
Order flow through a news release: resting bids and offers paint in as a heatmap beside the DOM ladder, then a burst of buys takes the offer wall. Illustrative; prices are decorative.

Databento's Limitations

Inconsistent Data at Times
There can be occasional mismatches between official exchange statistics and data derived from electronic trading sessions. These discrepancies may affect backtesting accuracy. Additionally, slight variations in timestamp publication times can introduce biases, requiring careful handling.

Feed Timing Issues
Delays in certain feeds, such as the Nasdaq TotalView-ITCH feed's B-side lagging behind the A-side, can create timing inconsistencies. Traders need to implement logic to handle delayed packets and maintain reliable operations.

Limited Coverage in Credit Markets
While Databento excels in equities, its coverage of the credit market is less comprehensive. Alex Reyfman commented on this gap:

"Portfolio and risk management in equities are ahead of credit, largely due to the availability of high-quality data. In equities, firms can access clean, reliable market data from providers like Databento. In credit, that's not the case."

Final Assessment

Databento is a legitimate, well-established data vendor, and it suits traders who write their own code. It is not a charting platform or a broker, so you still need a platform to trade on and a machine to run your client.

Databento shines for data-heavy operations. With access to over 45 exchanges and 15+ years of historical data, it’s a powerhouse for quantitative research, backtesting, and firms that demand deep market insights. Its nanosecond timestamps and direct proprietary feeds are especially valuable for high-frequency traders who rely on precision. The platform’s flexible, usage-based pricing model, plus $125 in free credits for new users, makes it a practical option for smaller traders or firms looking to test strategies before scaling up.

Databento delivers data through its own APIs and client libraries, not as a ready-made feed inside platforms like NinjaTrader, MetaTrader or TradeStation. The usual setup is your own Databento client and strategy code running together on a VPS, so the live feed stays connected while you are away.

For algorithmic traders, Databento’s extensive data coverage supports the development of sophisticated strategies. Brett Harrison, founder of Architect, highlights its value:

"I've worked with many third-party financial data providers over the years - Reuters, Activ, Bloomberg, Exegy, Redline, Quanthouse, Quincy - but Databento is the first market data provider I have ever seen that is truly an 'as-a-service' solution for professional-grade market data."

Databento’s pricing structure adapts to individual traders with lower costs for light use, scaling up for data-intensive operations.

This approach ensures performance across the entire trading workflow, from research to execution.

FAQs

What sets Databento's market data apart from traditional providers?

Databento simplifies the process of working with market data by providing standardized schemas and consistent data formats. This approach eliminates much of the hassle typically encountered with traditional providers, allowing users to easily integrate and analyze various data types.

The platform is also built with flexibility and reliability in mind, making it a perfect fit for quantitative traders, backtesters, and developers of automated trading systems. By streamlining access to high-quality market data, Databento helps users save time and overcome technical challenges.

How does Databento's pricing model support smaller trading firms and individual traders?

Databento’s pay-as-you-go pricing model offers a practical and cost-conscious solution, especially for smaller trading firms and individual traders. Instead of demanding a hefty upfront payment, this model lets users pay only for the data they actually use, helping them keep expenses under control.

This setup works particularly well for those who are new to trading or working with limited budgets. It ensures access to reliable market data without straining financial resources. Plus, as your trading activities expand, you can adjust your data usage without worrying about restrictive contracts or inflated costs.

Does Databento support different programming languages for traders with varying technical skills?

Databento is built to cater to traders with varying levels of technical know-how. With support for several programming languages via its Raw API, HTTP API, and client libraries, it provides the tools needed to integrate its data into any workflow. Databento ensures compatibility with your preferred coding language.

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