Market by order (MBO)

Market by order (MBO) provides every order book event across every price level, keyed by its order ID. This allows you to determine the queue position of each order and provides the highest level of granularity available.

MBO data includes all trades, fills, adds, cancels, modifies (or replaces), book clear events, and, depending on the venue and dataset, other special order events. It is often called "L3 data".

Databento groups this under full order book (L3).

Fields (mbo)

Field
Type
Description
ts_recv
uint64_t
The capture-server-received timestamp expressed as the number of nanoseconds since the UNIX epoch. See ts_recv.
ts_event
uint64_t
The matching-engine-received timestamp expressed as the number of nanoseconds since the UNIX epoch. See ts_event.
rtype
uint8_t
A sentinel value indicating the record type. Always 160 in the MBO schema. See Rtype.
publisher_id
uint16_t
The publisher ID assigned by Databento, which denotes the dataset and venue. See Publishers.
instrument_id
uint32_t
The numeric instrument ID. See Instrument identifiers.
action
char
The event action. Can be Add, Cancel, Modify, cleaR book, Trade, Fill, or None. See Action.
side
char
The side that initiates the event. Can be Ask for a sell order (or sell aggressor in a trade), Bid for a buy order (or buy aggressor in a trade), or None where no side is specified. See Side.
price
int64_t
The order price where every 1 unit corresponds to 1e-9, i.e. 1/1,000,000,000 or 0.000000001. See Prices.
size
uint32_t
The order quantity.
channel_id
uint8_t
The channel ID assigned by Databento as an incrementing integer starting at zero.
order_id
uint64_t
The order ID assigned by the venue.
flags
uint8_t
A bit field indicating event end, message characteristics, and data quality. See Flags.
ts_in_delta
int32_t
The matching-engine-sending timestamp expressed as the number of nanoseconds before ts_recv. See ts_in_delta.
sequence
uint32_t
The message sequence number assigned at the venue.

Snapshots

For the convenience of managing state and recovery, Databento provides a synthetic snapshot of the order book at the start of each UTC day in our historical MBO data and periodic book snapshots in our real-time MBO data. The mechanics of these snapshots are detailed here.

See also

Learn more about the different action types and how to manage order state with respect to each action from our State management of resting orders tutorial.

Also learn how to construct a limit order book from MBO data from our limit order book construction tutorial.

MBO data normalization differs slightly from one venue or dataset to another. Edge cases and differences are documented separately for each venue in the Venues and datasets section.