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Version: 0.10.5

File Based Lineage

Certified

This plugin pulls lineage metadata from a yaml-formatted file. An example of one such file is located in the examples directory here.

CLI based Ingestion

Install the Plugin

pip install 'acryl-datahub[datahub-lineage-file]'

Starter Recipe

Check out the following recipe to get started with ingestion! See below for full configuration options.

For general pointers on writing and running a recipe, see our main recipe guide.

source:
type: datahub-lineage-file
config:
# Coordinates
file: /path/to/file_lineage.yml
# Whether we want to query datahub-gms for upstream data
preserve_upstream: False

sink:
# sink configs

Config Details

Note that a . is used to denote nested fields in the YAML recipe.

FieldDescription
file 
string
File path or URL to lineage file to ingest.
preserve_upstream
boolean
Whether we want to query datahub-gms for upstream data. False means it will hard replace upstream data for a given entity. True means it will query the backend for existing upstreams and include it in the ingestion run
Default: True

Lineage File Format

The lineage source file should be a .yml file with the following top-level keys:

version: the version of lineage file config the config conforms to. Currently, the only version released is 1.

lineage: the top level key of the lineage file containing a list of EntityNodeConfig objects

EntityNodeConfig:

  • entity: EntityConfig object
  • upstream: (optional) list of child EntityNodeConfig objects
  • fineGrainedLineages: (optional) list of FineGrainedLineageConfig objects

EntityConfig:

  • name: identifier of the entity. Typically name or guid, as used in constructing entity urn.
  • type: type of the entity (only dataset is supported as of now)
  • env: the environment of this entity. Should match the values in the table here
  • platform: a valid platform like kafka, snowflake, etc..
  • platform_instance: optional string specifying the platform instance of this entity

For example if dataset URN is urn:li:dataset:(urn:li:dataPlatform:redshift,userdb.public.customer_table,DEV) then EntityConfig will look like:

name : userdb.public.customer_table
type: dataset
env: DEV
platform: redshift

FineGrainedLineageConfig:

  • upstreamType: type of upstream entity in a fine-grained lineage; default = "FIELD_SET"
  • upstreams: (optional) list of upstream schema field urns
  • downstreamType: type of downstream entity in a fine-grained lineage; default = "FIELD_SET"
  • downstreams: (optional) list of downstream schema field urns
  • transformOperation: (optional) transform operation applied to the upstream entities to produce the downstream field(s)
  • confidenceScore: (optional) the confidence in this lineage between 0 (low confidence) and 1 (high confidence); default = 1.0

FineGrainedLineageConfig can be used to display fine grained lineage, also referred to as column-level lineage, for custom sources.

You can also view an example lineage file checked in here

Code Coordinates

  • Class Name: datahub.ingestion.source.metadata.lineage.LineageFileSource
  • Browse on GitHub

Questions

If you've got any questions on configuring ingestion for File Based Lineage, feel free to ping us on our Slack.