Redis Streams

Introduction to Redis streams

A Redis stream is a data structure that acts like an append-only log but also implements several operations to overcome some of the limits of a typical append-only log. These include random access in O(1) time and complex consumption strategies, such as consumer groups. You can use streams to record and simultaneously syndicate events in real time. Examples of Redis stream use cases include:

  • Event sourcing (e.g., tracking user actions, clicks, etc.)
  • Sensor monitoring (e.g., readings from devices in the field)
  • Notifications (e.g., storing a record of each user's notifications in a separate stream)

Redis generates a unique ID for each stream entry. You can use these IDs to retrieve their associated entries later or to read and process all subsequent entries in the stream. Note that because these IDs are related to time, the ones shown here may vary and will be different from the IDs you see in your own Redis instance.

Redis streams support several trimming strategies (to prevent streams from growing unbounded) and more than one consumption strategy (see XREAD, XREADGROUP, and XRANGE).

Basic commands

  • XADD adds a new entry to a stream.
  • XREAD reads one or more entries, starting at a given position and moving forward in time.
  • XRANGE returns a range of entries between two supplied entry IDs.
  • XLEN returns the length of a stream.

See the complete list of stream commands.


  • When our racers pass a checkpoint, we add a stream entry for each racer that includes the racer's name, speed, position, and location ID:

  • Read two stream entries starting at ID 1692632086370-0:

  • Read up to 100 new stream entries, starting at the end of the stream, and block for up to 300 ms if no entries are being written:


Adding an entry to a stream is O(1). Accessing any single entry is O(n), where n is the length of the ID. Since stream IDs are typically short and of a fixed length, this effectively reduces to a constant time lookup. For details on why, note that streams are implemented as radix trees.

Simply put, Redis streams provide highly efficient inserts and reads. See each command's time complexity for the details.

Streams basics

Streams are an append-only data structure. The fundamental write command, called XADD, appends a new entry to the specified stream.

Each stream entry consists of one or more field-value pairs, somewhat like a dictionary or a Redis hash: