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Singer.io tap for extracting data from any REST API

Project description

Build Status

💥 New in 0.2.0: Set record_list_level and record_level, index_key, datetime_key, and timestamp_key with jsonpath.

tap-rest-api

A configurable REST API singer.io tap.

What is it?

tap-rest-api is a Singer tap that produces JSON-formatted data following the Singer spec.

This tap:

  • Pulls JSON records from Rest API
  • Automatically infers the schema and generate JSON-schema and Singer catalog file.
  • Incrementally pulls data based on the input state. (singer.io bookmark specification)

The stdout from this program is intended by consumed by singer.io target program as:

tap-rest-api | target-csv

How to use it

Install:

pip install tap-rest-api

The following example is created using USGS Earthquake Events data.

curl https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime=2014-01-01&endtime=2014-01-02&minmagnitude=1

{
  "type": "FeatureCollection",
  "features": [
    {
      "geometry": {
        "type": "Point",
        "coordinates": [
          -116.7776667,
          33.6633333,
          11.008
        ]
      },
      "type": "Feature",
      "properties": {
        "rms": 0.09,
        "code": "11408890",
        "cdi": null,
        "sources": ",ci,",
        "nst": 39,
        "tz": -480,
        "title": "M 1.3 - 10km SSW of Idyllwild, CA",
        ...
        "mag": 1.29,
        ...
        "place": "10km SSW of Idyllwild, CA",
        "time": 1388620296020,
        "mmi": null
      },
      "id": "ci11408890"
    },
    ...
  ]
}

examples/usgs/sample_records.json

In the following steps, we will atempt to extract properties section of the record type Feature as Singer record.

Step 1: Default spec

Anything defined here can be added to tap configuration file or to the command-line argument:

Step 2: [Optional] Create a custom spec for config file:

If you would like to define more configuration variables, create a spec file. Here is an [example] (https://github.com/anelendata/tap-rest-api/blob/master/examples/usgs/custom_spec.json):

{
    "args": {
        "min_magnitude":
        {
            "type": "integer",
            "default": "0",
            "help": "Filter based on the minimum magnitude."
        }
    }
}

Anything you define here overwrites default_spec.json.

Step 3. Create Config file:

Please note jsonpath specification is supported version 0.2.0 and later only.

Now create a cofnig file. Note the difference between spec file and config file. The role of spec file is to create or alter the config specs, and the role of the config file is to provide the values to the config variables. When a value is not specified in the config file, the default value defined in the spec file is used.

Example:

{
  "url":"https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime={start_datetime}&endtime={end_datetime}&minmagnitude={min_magnitude}&limit={items_per_page}&offset={current_offset}&eventtype=earthquake&orderby=time-asc",
  "record_list_level": "features[*]",
  "timestamp_key": "properties.time",
  "schema": "earthquakes",
  "items_per_page": 100,
  "offset_start": 1,
  "auth_method": "no_auth",
  "min_magnitude": 1
}

Below are some key concepts in the configuration file.

Parametric URL

You can use {<config_varable_name>} notion to insert the value specified at the config to URL.

In addition to the config variables listed in default_spec.json and the custom spec file, the URL also can contain parameters from the following run-time variables:

  • current_offset: Offset by the number of records to skip
  • current_page: The current page if the endpoint supports paging
  • last_update: The last retrieved value of the column specified by index_key, timestamp_key, or datetime_key (See next section)

timestamp_key, datetime_key, index_key

If you want to use timestamp, datetime, index in the parameterized URL or want to use a field in those types as a bookmark, one of either timestamp_key, datetime_key, or index_key must be set to indicate which field in the record corresponds to the data type.

  • timestamp_key: POSIX timestamp
  • datetime_key: ISO 8601 formatted datetime (it can be truncated to date and etc) It works when the character between the date and time components is " " instead of "T".
  • index_key: A sequential index (integer or string)

In USGS example, the individual record contains the top level objects properties and geometry. The timestamp key is time defined under properties, so the config value timestamp_key is set as properties.time, following jsonpath specification.

When you specify timestamp_key, datetime_key, or index_key in the config, you also need to set start_timestamp, start_datetime, or start_index in config or as a command-line argument.

Optionally, you can set end_timestamp, end_datetime, or end_index to indicate so the process stops once such threashold is encounterd, assuming the data is sorted by the field.

For human convenience, start/end_datetime (more human readable) is also looked up when timestamp_key is set but start/end_timestamp is not set.

Record list level and record level

  • record_list_level: Some API wraps a set of records under a property. Others responds a newline separated JSONs. For the former, we need to specify a key so the tap can find the record level. The USGS earthquake response is a single JSON object example. The records are listed under features object. So the config value record_list_level is set as a jsonpath features[*].

  • record_level: Under the individual record, there may be another layer of properties that separates the data and meta data and we may only be interested in the former. If this is the case, we can specify record_level. In USGS example, we can ignore geometry object and output only the content of properties object. Set a jsonpath to record_level config value to achieve this:

{
  "url":"https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime={start_datetime}&endtime={end_datetime}&minmagnitude={min_magnitude}&limit={items_per_page}&offset={current_offset}&eventtype=earthquake&orderby=time-asc",
  "record_list_level": "features[*]",
  "record_level": "properties",
  "timestamp_key": "time",
  "schema": "earthquakes",
  "items_per_page": 100,
  "offset_start": 1,
  "auth_method": "no_auth",
  "min_magnitude": 1
}

Step 4. Create schema and catalog files

$ tap-rest-api custom_spec.json --config config/tap_config.json --schema_dir ./schema --catalog_dir ./catalog --start_datetime="2020-08-06" --infer_schema

The schema and catalog files are created under schema and catalog directories, respectively.

Note:

  • If no customization needed, you can omit the spec file (custom_spec.json)
  • start_dateime and end_datetime are copied to start_timestamp and end_timestamp.
  • end_timestamp and end_datetime are automatically set as UTC now if not present in the config file or command-line argument.

Step 5. Run the tap

$ tap-rest-api ./custom_spec.json --config config/tap_config.json --start_datetime="2020-08-06" --catalog ./catalog/earthquakes.json

Authentication

The example above does not require login. tap-rest-api currently supports basic auth. If this is needed add something like:

{
  "auth_method": "basic",
  "username": "my_username",
  "password": "my_password",
  ...
}

Or add those at the commands line:

tap-rest-api config/custom_spec.json --config config/tap_config.json --schema_dir ./config/schema --catalog ./config/catalog/some_catalog.json --start_datetime="2020-08-06" --username my_username --password my_password --auth_method basic

Custom http-headers

In addition to the authentication method, you can specify the http header in config file:

Example:

...
"http_headers":
    {
      "User-Agent": "Mozilla/5.0 (Macintosh; scitylana.singer.io) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/50.0.2661.102 Safari/537.36",
      "Content-type": "application/json",
      "Authorization": "Bearer <some-key>"
    },
...

Here is the default value:

{
  "User-Agent": "Mozilla/5.0 (Macintosh; scitylana.singer.io) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/50.0.2661.102 Safari/537.36",
  "Content-type": "application/json"
}

When you define http_headers config value, the default value is nullified. So you should redefine "User-Agent" and "Content-type" when you need them.

State

This tap emits state. The command also takes a state file input with --state <file-name> option. The tap itself does not output a state file. It anticipate the target program or a downstream process to fianlize the state safetly and produce a state file.

Raw output mode

If you want to use this tap outside Singer framework, set --raw in the commandline argument. Then the process write out the records as newline-separated JSON.

A use case for this mode is when you expect the schema to change or inconsistent and you rather want to extract and clean up post-loading. (Example)

About this project

This project is developed by ANELEN and friends. Please check out the ANELEN's open innovation philosophy and other projects

ANELEN

Copyright © 2020~ Anelen Co., LLC

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