tap-looker

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

This tap:

• Pulls raw data from the Looker v4.0 API

• Extracts the following endpoint streams:

  • color_collections
  • connections
  • content_metadata
  • content_metadata_access
  • dashboards
    • dashboard_elements
    • dashboard_filters
    • dashboard_layouts
  • datagroups
  • folders
  • groups
  • integration_hubs
  • integrations
  • lookml_dashboards
  • lookml_models
    • models
    • explores
  • looks
  • projects
    • git_branches
    • project_files
  • queries
    • merge_queries
    • query_history (POST)
  • roles
    • model_sets
    • permission_sets
    • permissions
    • role_groups
  • scheduled_plans
    • for dashboards
    • for lookml_dashboards
    • for looks
  • themes
  • user_attributes
    • user_attribute_group_value
  • user_login_lockouts
  • users
    • user_attribute_values
    • user_sessions
  • versions
  • workspaces

• All endpoints replicate FULL_TABLE (ALL records, every time). Currently, the Looker API does not support paginating, sorting, filtering, or providing audit fields (like created/modified datetimes).

• Primary Key field(s): Almost all endpoint have an id primary key

  • lookml_models, models, git_branches use a combination key of name and project_name
  • git_branches use a combination key of name and project_id
  • project_files use id and project_id
  • connections use name
  • user_attribute_values use user_id and user_attribute_id
  • group_attribute_values use group_id and attribute_value_id

• Transformations: Remove can nodes; IDs to string; fix JSON validation errors (datatypes)

• ALL JSON schema generated from Looker API Swagger Definitions

Quick Start

1. Install

   Clone this repository, and then install using setup.py. We recommend using a virtualenv:

   > virtualenv -p python3 venv
   > source venv/bin/activate
   > python setup.py install
   OR
   > cd .../tap-looker
   > pip install .

2. Dependent libraries The following dependent libraries were installed.

   > pip install singer-python
   > pip install singer-tools
   > pip install target-stitch
   > pip install target-json
   

   • singer-tools
   • target-stitch

3. Create your tap's config.json file.

   • subdomain is the eading part of Looker URL before .looker.com; https://bytecode.looker.com
   • client_id and client_secret are your API3 Keys, which may be generated and provided by a Looker Admin.
   • domain is usually looker.com, unless you have your own white-labeled URL.
   • api_port is usually 19999, unless you are hosting Looker internally and are using a different port for the API.
   • start_data is not currently used. The Looker API does not provide audit dates or allow query filtering, sorting, and paging.
   • user_agent is used to identify yourself in the API logs.

   {
       "subdomain": "YOUR_SUBDOMAIN",
       "client_id": "YOUR_LOOKER_CLIENT_ID",
       "client_secret": "YOUR_LOOKER_CLIENT_SECRET",
       "domain": "looker.com",
       "api_port": "19999",
       "start_date": "2019-01-01T00:00:00Z",
       "user_agent": "tap-looker <api_user_email@your_company.com>"
   }

4. Run the Tap in Discovery Mode This creates a catalog.json for selecting objects/fields to integrate:

   tap-looker --config config.json --discover > catalog.json

   See the Singer docs on discovery mode here.

5. Run the Tap in Sync Mode (with catalog) and write out to state file

   For Sync mode:

   > tap-looker --config tap_config.json --catalog catalog.json > state.json
   > tail -1 state.json > state.json.tmp && mv state.json.tmp state.json

   To load to json files to verify outputs:

   > tap-looker --config tap_config.json --catalog catalog.json | target-json > state.json
   > tail -1 state.json > state.json.tmp && mv state.json.tmp state.json

   To pseudo-load to Stitch Import API with dry run:

   > tap-looker --config tap_config.json --catalog catalog.json | target-stitch --config target_config.json --dry-run > state.json
   > tail -1 state.json > state.json.tmp && mv state.json.tmp state.json

6. Test the Tap

   While developing the looker tap, the following utilities were run in accordance with Singer.io best practices: Pylint to improve code quality:

   > pylint tap_looker -d missing-docstring -d logging-format-interpolation -d too-many-locals -d too-many-arguments

   Pylint test resulted in the following score:

   Your code has been rated at 9.73/10

   To check the tap and verify working:

   > tap-looker --config tap_config.json --catalog catalog.json | singer-check-tap > state.json
   > tail -1 state.json > state.json.tmp && mv state.json.tmp state.json

   Check tap resulted in the following:

   The output is valid.
   It contained 3000 messages for 41 streams.
   
       155 schema messages
     2795 record messages
       50 state messages
   
   Details by stream:
   +-----------------------------+---------+---------+
   | stream                      | records | schemas |
   +-----------------------------+---------+---------+
   | datagroups                  | 19      | 1       |
   | lookml_dashboards           | 2       | 1       |
   | scheduled_plans             | 2       | 4       |
   | users                       | 62      | 1       |
   | user_attribute_values       | 1302    | 1       |
   | user_sessions               | 26      | 1       |
   | integration_hubs            | 1       | 1       |
   | workspaces                  | 2       | 1       |
   | integrations                | 24      | 1       |
   | themes                      | 2       | 1       |
   | roles                       | 8       | 1       |
   | role_groups                 | 3       | 1       |
   | dashboards                  | 44      | 1       |
   | dashboard_filters           | 20      | 1       |
   | content_metadata            | 183     | 5       |
   | dashboard_elements          | 131     | 1       |
   | merge_queries               | 1       | 44      |
   | queries                     | 155     | 46      |
   | dashboard_layouts           | 44      | 1       |
   | projects                    | 13      | 1       |
   | git_branches                | 166     | 1       |
   | project_files               | 151     | 1       |
   | user_attributes             | 17      | 1       |
   | user_attribute_group_values | 2       | 1       |
   | lookml_models               | 18      | 1       |
   | models                      | 18      | 1       |
   | explores                    | 25      | 18      |
   | looks                       | 69      | 1       |
   | color_collections           | 15      | 1       |
   | permissions                 | 40      | 1       |
   | permission_sets             | 9       | 1       |
   | content_metadata_access     | 106     | 3       |
   | model_sets                  | 9       | 1       |
   | versions                    | 1       | 1       |
   | user_login_lockouts         | 0       | 1       |
   | groups                      | 9       | 1       |
   | groups_in_group             | 10      | 1       |
   | connections                 | 14      | 1       |
   | folders                     | 35      | 1       |
   +-----------------------------+---------+---------+
   

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