The tap-databricks extractor pulls data from Databricks that can then be sent to a destination using a loader.
Getting Started
Prerequisites
If you haven't already, follow the initial steps of the Getting Started guide:
Installation and configuration
-
Add the tap-databricks extractor to your
project using
:meltano add -
Configure the tap-databricks
settings using
:meltano config -
Test that extractor settings are valid using
:meltano config
meltano add tap-databricksmeltano config tap-databricks set --interactivemeltano config tap-databricks testNext steps
Follow the remaining steps of the Getting Started guide:
If you run into any issues, learn how to get help.
Capabilities
The current capabilities for
tap-databricks
may have been automatically set when originally added to the Hub. Please review the
capabilities when using this extractor. If you find they are out of date, please
consider updating them by making a pull request to the YAML file that defines the
capabilities for this extractor.
This plugin has the following capabilities:
- about
- activate-version
- catalog
- discover
- schema-flattening
- state
- stream-maps
- structured-logging
You can
override these capabilities or specify additional ones
in your meltano.yml by adding the capabilities key.
Settings
The
tap-databricks settings that are known to Meltano are documented below. To quickly
find the setting you're looking for, click on any setting name from the list:
access_tokencatalogclient_idclient_secretflattening_max_key_lengthflattening_separatorhttp_pathschemaserver_hostnameuse_singer_decimal
Expand To Show SDK Settings
You can also list these settings using
with the meltano configlist
subcommand:
meltano config tap-databricks list
You can
override these settings or specify additional ones
in your meltano.yml by adding the settings key.
Please consider adding any settings you have defined locally to this definition on MeltanoHub by making a pull request to the YAML file that defines the settings for this plugin.
Access Token (access_token)
-
Environment variable:
TAP_DATABRICKS_ACCESS_TOKEN
Databricks personal access token
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set access_token [value]Catalog (catalog)
-
Environment variable:
TAP_DATABRICKS_CATALOG
Unity Catalog catalog to extract from
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set catalog [value]Client ID (client_id)
-
Environment variable:
TAP_DATABRICKS_CLIENT_ID
Service principal Client ID (M2M auth)
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set client_id [value]Client Secret (client_secret)
-
Environment variable:
TAP_DATABRICKS_CLIENT_SECRET
Service principal OAuth secret (M2M auth)
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set client_secret [value]Max Key Length (flattening_max_key_length)
-
Environment variable:
TAP_DATABRICKS_FLATTENING_MAX_KEY_LENGTH
The maximum length of a flattened key.
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set flattening_max_key_length [value]Flattening Separator (flattening_separator)
-
Environment variable:
TAP_DATABRICKS_FLATTENING_SEPARATOR
The separator to use when flattening keys.
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set flattening_separator [value]HTTP Path (http_path)
-
Environment variable:
TAP_DATABRICKS_HTTP_PATH
SQL Warehouse / cluster HTTP path, e.g. /sql/1.0/warehouses/abc123
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set http_path [value]Schema (schema)
-
Environment variable:
TAP_DATABRICKS_SCHEMA
Optional schema to scope extraction; if omitted, all schemas in the catalog are discovered
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set schema [value]Server Hostname (server_hostname)
-
Environment variable:
TAP_DATABRICKS_SERVER_HOSTNAME
Workspace hostname, e.g. dbc-xxxx.cloud.databricks.com (no https://)
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set server_hostname [value]Use Singer Decimal (use_singer_decimal)
-
Environment variable:
TAP_DATABRICKS_USE_SINGER_DECIMAL
Whether to use use strings with x-singer.decimal format for decimals in the discovered schema. This is useful to avoid precision loss when working with large numbers.
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set use_singer_decimal [value]Expand To Show SDK Settings
Faker Locale (faker_config.locale)
-
Environment variable:
TAP_DATABRICKS_FAKER_CONFIG_LOCALE
One or more LCID locale strings to produce localized output for: https://faker.readthedocs.io/en/master/#localization
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set faker_config locale [value]Faker Seed (faker_config.seed)
-
Environment variable:
TAP_DATABRICKS_FAKER_CONFIG_SEED
Value to seed the Faker generator for deterministic output: https://faker.readthedocs.io/en/master/#seeding-the-generator
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set faker_config seed [value]Enable Schema Flattening (flattening_enabled)
-
Environment variable:
TAP_DATABRICKS_FLATTENING_ENABLED
'True' to enable schema flattening and automatically expand nested properties.
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set flattening_enabled [value]Max Flattening Depth (flattening_max_depth)
-
Environment variable:
TAP_DATABRICKS_FLATTENING_MAX_DEPTH
The max depth to flatten schemas.
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set flattening_max_depth [value]User Stream Map Configuration (stream_map_config)
-
Environment variable:
TAP_DATABRICKS_STREAM_MAP_CONFIG
User-defined config values to be used within map expressions.
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set stream_map_config [value]Stream Maps (stream_maps)
-
Environment variable:
TAP_DATABRICKS_STREAM_MAPS
Config object for stream maps capability. For more information check out Stream Maps.
Configure this setting directly using the following Meltano command:
meltano config tap-databricks set stream_maps [value]Something missing?
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Edit it on GitHub!Looking for help?
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