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Bigtable online store

docs/reference/online-stores/bigtable.md

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Bigtable online store

Description

The Bigtable online store provides support for materializing feature values into Cloud Bigtable. The data model used to store feature values in Bigtable is described in more detail here.

Getting started

In order to use this online store, you'll need to run pip install 'feast[gcp]'. You can then get started with the command feast init REPO_NAME -t gcp.

Example

{% code title="feature_store.yaml" %}

yaml
project: my_feature_repo
registry: data/registry.db
provider: gcp
online_store:
  type: bigtable
  project_id: my_gcp_project
  instance: my_bigtable_instance

{% endcode %}

The full set of configuration options is available in BigtableOnlineStoreConfig.

Functionality Matrix

The set of functionality supported by online stores is described in detail here. Below is a matrix indicating which functionality is supported by the Bigtable online store.

Bigtable
write feature values to the online storeyes
read feature values from the online storeyes
update infrastructure (e.g. tables) in the online storeyes
teardown infrastructure (e.g. tables) in the online storeyes
generate a plan of infrastructure changesno
support for on-demand transformsyes
readable by Python SDKyes
readable by Javano
readable by Gono
support for entityless feature viewsyes
support for concurrent writing to the same keyyes
support for ttl (time to live) at retrievalno
support for deleting expired datano
collocated by feature viewyes
collocated by feature serviceno
collocated by entity keyyes

To compare this set of functionality against other online stores, please see the full functionality matrix.