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Singer.io target for extracting data

Project description

target-avro

This is a Singer target that reads JSON-formatted data following the Singer spec.

Features

  • Output Avro files for Singer streams
  • Output to cloud storages like Google Cloud Storage and Amazon S3, etc are supported powered by smart_open.

Install

pip install target-avro

Usage

# simple
cat <<EOF | target-avro -c sample_config.json
{"type":"STATE","value": {}}
{"key_properties":["id"],"schema":{"properties":{"assignee":{"properties":{},"type":["null","object"]},"created_at":{"format":"date-time","type":["null","string"]},"id":{"type":["null","integer"]},"labels":{"items":{"properties":{"id":{"type":["null","integer"]},"name":{"type":["null","string"]}},"type":"object"},"type":["null","array"]},"locked":{"type":["null","boolean"]},"pull_request":{"properties":{"url":{"type":["null","string"]}},"type":["null","object"]},"title":{"type":"string"}},"selected":true,"type":["null","object"]},"stream":"issues","type":"SCHEMA"}
{"type": "RECORD", "stream": "issues", "record": {"created_at":"2020-11-24T23:49:24.000000Z","id":12,"labels":[{"id":238,"name":"ABCDEFGHIJKLMNOPQRSTUV"}],"locked":true,"pull_request":{"url":"https://api.github.com/repos/sample/issues/pulls/999999"},"title":"ABCDEFGHIJKLMNOPQRSTUVWXY"}, "time_extracted": "2021-03-25T12:53:51.817781Z"}
{"type": "STATE", "value": {"bookmarks": {"singer-io/singer-python": {"issues": {"since": "2020-11-24T23:49:24.000000Z"}}}}}
EOF

# complex
cat ./tests/data/github.jsonl | target-avro -c sample_config.json

Configuration

The fields available to be specified in the config file are specified here.

Field Type Default Details
prefix ["string"] N/A The output uri prefix. See smart_open for information about valid values and credentials.
disable_collection ["boolean", "null"] false Include true in your config to disable Singer Usage Logging.
logging_level ["string", "null"] "INFO" The level for logging. Set to DEBUG to get things like HTTP requests executed, JSON and Avro schemas, etc. See Python's Logger Levels for information about valid values.

Known Limitations

  • Requires a JSON Schema for every stream.
  • Only string, string with date-time format, integer, number, boolean, object, and array types with or without null are supported. Arrays can have any of the other types listed, including objects as types within items.
    • Example of JSON Schema types that work
      • ['number']
      • ['string']
      • ['string', 'null']
    • Exmaple of JSON Schema types that DO NOT work
      • ['string', 'integer']
      • ['integer', 'number']
      • ['any']
      • ['null']
  • JSON Schema combinations such as anyOf and oneOf are not supported.
  • JSON Schema $ref is not supported.

Usage Logging

Singer.io requires official taps and targets to collect anonymous usage data. This data is only used in aggregate to report on individual tap/targets, as well as the Singer community at-large. IP addresses are recorded to detect unique tap/targets users but not shared with third-parties.

To disable anonymous data collection set disable_collection to true in the configuration JSON file.


Copyright © 2021 Kageboushi

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