Bid-Ask Spread Percent

Definition

Spread, one of the most common measures of liquidity and transaction costs, is the difference between the price that buyers are bidding at and the price that sellers are asking for. A large spread indicates disagreement between market participants on price and lends to inefficiencies in the market.

Name	MetricID	Unit	Interval
Liquidity Bid/Ask Spread Percentage, 1 Min	liquidity_bid_ask_spread_percent_1m	Dimensionless	1m
Liquidity Bid/Ask Spread Percentage, 1 Hour	liquidity_bid_ask_spread_percent_1h	Dimensionless	1h
Liquidity Bid/Ask Spread Percentage, 1 Day	liquidity_bid_ask_spread_percent_1d	Dimensionless	1d

Details

Spread is normally calculated using the prices listed at the top of the book— that is, comparing the highest bidding price and the lowest asking price. There are many variations on spread in the literature, such as an effective spread that only uses market candle data and taking into account a degree of orderbook depth. However, here we stick to the classical formulation of spread.

Spread, the difference between the quote asset’s ask and bid price, can be presented raw or as a percentage of a reference price. Typically this reference price is the midpoint between the bid and asking price. Here we represent it as a percentage of the mid price.

We offer the bid-ask spread over 1m, 1h, and 1d intervals. Each of these metrics represents the average bid-ask spread over the interval of time.

API Endpoints

Liquidity bid-ask spread metrics can be accessed using the following endpoints:

• timeseries/market-metrics

Market metrics

Returns metrics for specified markets. Results are ordered by tuple (market, time). To fetch the next page of results use next_page_url JSON response field.

GEThttps://api.coinmetrics.io/v4/timeseries/market-metrics

Authorization

api_key

Query parameters

Response

200400401403414

Time series of market metrics.

Body

application/json

data*any

next_page_tokenNextPageToken (string)

Token of the next page results for a given request.

next_page_urlNextPageUrl (string)

URL of the next page results for a given request.

Response

200400401403

{
  "next_page_token": "text",
  "next_page_url": "text"
}

Shell

curl --compressed "https://api.coinmetrics.io/v4/timeseries/market-metrics?markets=coinbase-btc-usd-spot&metrics=liquidity_bid_ask_spread_percent_1h&frequency=1h&limit_per_market=1&api_key=<your_key>"

Python

import requests
response = requests.get('https://api.coinmetrics.io/v4/timeseries/market-metrics?markets=coinbase-btc-usd-spot&metrics=liquidity_bid_ask_spread_percent_1h&frequency=1h&limit_per_market=1&api_key=<your_key>').json()
print(response)

Python Client

from coinmetrics.api_client import CoinMetricsClient

api_key = "<API_KEY>"
client = CoinMetricsClient(api_key)

print(
    client.get_market_metrics(
        markets=["coinbase-btc-usd-spot"], metrics=['liquidity_bid_ask_spread_percent_1h'], frequency='1h', limit_per_market=1
    ).to_dataframe()
)

Examples

A sample of the daily bid-ask spread for the coinbase-btc-usd-spot market is shown below:

{
  "data": [
    {
      "market": "coinbase-btc-usd-spot",
      "time": "2023-04-30T00:00:00.000000000Z",
      "liquidity_bid_ask_spread_percent_1d": "0.00581714797972098"
    },
    {
      "market": "coinbase-btc-usd-spot",
      "time": "2023-05-01T00:00:00.000000000Z",
      "liquidity_bid_ask_spread_percent_1d": "0.007762221844825188"
    },
    {
      "market": "coinbase-btc-usd-spot",
      "time": "2023-05-02T00:00:00.000000000Z",
      "liquidity_bid_ask_spread_percent_1d": "0.007638642427878028"
    },
    {
      "market": "coinbase-btc-usd-spot",
      "time": "2023-05-03T00:00:00.000000000Z",
      "liquidity_bid_ask_spread_percent_1d": "0.008122796665005141"
    },
    {
      "market": "coinbase-btc-usd-spot",
      "time": "2023-05-04T00:00:00.000000000Z",
      "liquidity_bid_ask_spread_percent_1d": "0.007612002413638571"
    }
  ]
}

• market: The IDs of the market.\

• time: The time in ISO 8601 date-time format.\

• liquidity_bid_ask_spread_percent_1d: The daily average spread between the bid-ask price, represented as a percentage of the mid price.

Frequenty Asked Questions

What units are the bid-ask spread metrics in?

The values are in percent units. For example, if the value is 0.0076, it should be interpreted as 0.0076%.

Release History

• Release Version. Market Data Feed v2.8 on May 2023.