Described in the context of their data offerings, suggesting a focus on standardization.
API Access
Est. Price
~$1,200/yr est.
Update Frequency
Real-time
Pricing Tiers
1
Regions
1
Quality SignalsB
Freshness
Recently enriched
Complete
81%
API
API Available
Product Overview
Market Data Infrastructure$
Offering: High-fidelity, normalized historical and real-time exchange market data delivered via a unified API and proprietary binary format.
Best for: Quantitative researchers and algorithmic traders requiring granular, exchange-level market data for backtesting and execution analysis.
Benefits
- Usage-based pricing model reduces entry barriers
- Proprietary DBN binary format optimizes high-performance data processing
- Standardized schemas across diverse exchange data feeds
- Unified API for both historical and real-time data access
Drawbacks
⚠ Limited to market data · ⚠ lacking broader alternative or fundamental data sets · ⚠ Requires technical proficiency to leverage proprietary binary formats and SDKsProduct Intelligence
Value Score
54
quality per $
Price Position
P7
below avg
Coverage
75
geo × freq × depth
Try-ability
35
ease of trial
Market concentration: 100% (concentrated — few vendors)
Data Depth & Coverage
Data Depth
69
composite
Breadth
55
asset coverage
Temporal
70
history depth
Transparency
50
lineage & sourcing
Research-Ready
100
backtest fitness
Point-in-Time
Yes
Granularity
Tick
Data Lineage
Partial
Backtest-Ready
Yes
History from: 2016
Type: Core Infrastructure
Vertical: Quant Strategies
License: API-Only
MNPI Risk: Low
Asset Classes
EquitiesDerivativesFXCryptoCommodities
Collection Methods
Licensed feed
Universe Composition
ListedETFIndex
Market Cap Coverage
All
Primary Data Sources
Direct exchange feeds
Product Details
Use Cases
Quantitative tradingbacktestingalgorithmic researchmarket microstructure analysisrisk management
Categories
Financial Market DataHistorical Market DataMarket Data InfrastructureReal-time Market Data
Coverage
Global
Delivery
API
Data Sources
financial exchanges
Detected Use Cases
risk management
Pricing Tiers
Vedex estimate
~$1,200/yr est.
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Get an instant price estimate based on your organization profile — seats, usage rights, and contract term.Estimated ~$1,200/yr est.
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Web Authority
Notable9 mentions·3 platforms
LinkedIn
5 × 2 pts+10
Reddit
2 × 3 pts+6
Blogs & Newsletters
2 × 2 pts+4
Evidence5 sources
Reddit
Comprehensive list of API data sources : r/algotrading
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LinkedIn
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Data Dictionary
Expected fields and columns in this data product
About Normalized Market Data
Normalized Market Data is a financial market data data product offered by Databento, available on discovery. Data is updated real-time. API access is available for programmatic integration. Vedex estimates pricing at roughly $1,200/yr (an estimate, not a vendor-published price).
Described in the context of their data offerings, suggesting a focus on standardization.
About Databento
Databento is a data provider & platform vendor based in Boston, MA. Databento is a data-as-a-service platform that provides high-performance, normalized market data for financial institutions and quantitative researchers. By offering a unified API for historical and r...
Related Data Categories
Financial Market DataHistorical Market DataMarket Data InfrastructureReal-time Market Data