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Posted March 12, 2026 at 11:40 am
The article “Evaluating Market Data APIs: Two Simple Tips” was originally published on Databento blog.
Whether you’re new to using market data APIs or on the search for a new data provider, it can be challenging to determine what a quality API looks like. In our new series, we’ll share our perspective on important factors to consider when evaluating a market data API. In this edition, we cover what we like to call the exchange smell test: when every venue is called an “exchange.”
Exchange smell test
We previously had a customer point out an API he used that had everything either prefixed with “Exg” or suffixed with “Exch.”
This name is inaccurate for several reasons:
Exchange vs. venue: why does this matter?
When an API and its documentation fail the exchange smell test, it’s a hint that the API designers have limited or no institutional trading experience and aren’t prepared to extend the API beyond stock exchanges or a handful of retail trading venues. You’ll most likely spend much of your time as your API provider’s bug hunter, with support engineers who aren’t knowledgeable of any market microstructure.
If you’re writing a financial API, whether it’s for internal or customer use, it’s better to use the term “venue” unless you’re certain you’ll only ever deal with exchanges. This naming convention may seem pedantic, but it’ll creep fast into downstream code, pair programming sessions, research meetings, and trading desk conversations. Before you know it, you’ll start saying things like “FINRA TRF exchange” or “UBS exchange.”
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Please keep in mind that the examples discussed in this material are purely for technical demonstration purposes, and do not constitute trading advice. Also, it is important to remember that placing trades in a paper account is recommended before any live trading.
There is a substantial risk of loss in foreign exchange trading. The settlement date of foreign exchange trades can vary due to time zone differences and bank holidays. When trading across foreign exchange markets, this may necessitate borrowing funds to settle foreign exchange trades. The interest rate on borrowed funds must be considered when computing the cost of trades across multiple markets.
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