├── .dockerignore ├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── cloudbuild_build.yaml ├── cloudbuild_create.yaml ├── cloudrun ├── execute_cloud_run_job.py └── requirements.txt ├── dbt ├── dbt_project.yml ├── models │ ├── customers.sql │ ├── docs.md │ ├── orders.sql │ ├── overview.md │ ├── schema.yml │ └── staging │ │ ├── schema.yml │ │ ├── stg_customers.sql │ │ ├── stg_orders.sql │ │ └── stg_payments.sql ├── profiles.yml └── seeds │ ├── .gitkeep │ ├── raw_customers.csv │ ├── raw_orders.csv │ └── raw_payments.csv ├── poetry.lock └── pyproject.toml /.dockerignore: -------------------------------------------------------------------------------- 1 | dbt/logs 2 | dbt/target 3 | dbt/.user.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | share/python-wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | MANIFEST 28 | 29 | # PyInstaller 30 | # Usually these files are written by a python script from a template 31 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 32 | *.manifest 33 | *.spec 34 | 35 | # Installer logs 36 | pip-log.txt 37 | pip-delete-this-directory.txt 38 | 39 | # Unit test / coverage reports 40 | htmlcov/ 41 | .tox/ 42 | .nox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *.cover 49 | *.py,cover 50 | .hypothesis/ 51 | .pytest_cache/ 52 | cover/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | .pybuilder/ 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | # For a library or package, you might want to ignore these files since the code is 87 | # intended to run in multiple environments; otherwise, check them in: 88 | # .python-version 89 | 90 | # pipenv 91 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 92 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 93 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 94 | # install all needed dependencies. 95 | #Pipfile.lock 96 | 97 | # poetry 98 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. 99 | # This is especially recommended for binary packages to ensure reproducibility, and is more 100 | # commonly ignored for libraries. 101 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control 102 | #poetry.lock 103 | 104 | # pdm 105 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. 106 | #pdm.lock 107 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it 108 | # in version control. 109 | # https://pdm.fming.dev/#use-with-ide 110 | .pdm.toml 111 | 112 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm 113 | __pypackages__/ 114 | 115 | # Celery stuff 116 | celerybeat-schedule 117 | celerybeat.pid 118 | 119 | # SageMath parsed files 120 | *.sage.py 121 | 122 | # Environments 123 | .env 124 | .venv 125 | env/ 126 | venv/ 127 | ENV/ 128 | env.bak/ 129 | venv.bak/ 130 | 131 | # Spyder project settings 132 | .spyderproject 133 | .spyproject 134 | 135 | # Rope project settings 136 | .ropeproject 137 | 138 | # mkdocs documentation 139 | /site 140 | 141 | # mypy 142 | .mypy_cache/ 143 | .dmypy.json 144 | dmypy.json 145 | 146 | # Pyre type checker 147 | .pyre/ 148 | 149 | # pytype static type analyzer 150 | .pytype/ 151 | 152 | # Cython debug symbols 153 | cython_debug/ 154 | 155 | # PyCharm 156 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can 157 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore 158 | # and can be added to the global gitignore or merged into this file. For a more nuclear 159 | # option (not recommended) you can uncomment the following to ignore the entire idea folder. 160 | #.idea/ 161 | 162 | /dbt/.user.yml -------------------------------------------------------------------------------- /Dockerfile: -------------------------------------------------------------------------------- 1 | # Use Python 3.11 as the base image 2 | FROM python:3.11 3 | 4 | # Install Poetry 5 | RUN pip install poetry 6 | 7 | # Create a new user and switch to that user 8 | RUN useradd -m dbtuser 9 | USER dbtuser 10 | 11 | # Set the working directory in the Docker container 12 | WORKDIR /app 13 | 14 | # Copy the project files into the Docker container 15 | COPY --chown=dbtuser:dbtuser . /app 16 | 17 | # Install the project dependencies 18 | RUN poetry install --only main --no-root 19 | 20 | WORKDIR /app/dbt 21 | 22 | # Set the command to run when the Docker container starts 23 | CMD ["poetry", "run", "dbt", "run"] -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2024 Richard Shenghua He 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # dbt-on-cloud-run 2 | 3 | Execute DBT core on Cloud Run Job 4 | 5 | ## Prerequisites 6 | 7 | - Python 3.11+ 8 | - Poetry 9 | - Docker 10 | - Load the seed data under `dbt/seeds` 11 | - Update the following in `dbt/profiles.yml` to match to your environment: 12 | - project: `` 13 | - dataset: `` 14 | 15 | ## How to run locally 16 | 17 | ``` 18 | poetry update 19 | poetry shell 20 | cd dbt 21 | dbt run 22 | ``` 23 | 24 | ## Build 25 | 26 | ``` 27 | gcloud builds submit --config cloudbuild_build.yaml . --substitutions _REPO_NAME=demo 28 | ``` 29 | 30 | ## Create the Cloud Run Job 31 | 32 | > this uses the `deploy` command which manages both create and update 33 | 34 | ``` 35 | gcloud builds submit --config cloudbuild_create.yaml . --substitutions _REPO_NAME=demo 36 | ``` 37 | 38 | ## Trigger execution, including overriding 39 | See [cloudrun/execute_cloud_run_job.py](cloudrun/execute_cloud_run_job.py) -------------------------------------------------------------------------------- /cloudbuild_build.yaml: -------------------------------------------------------------------------------- 1 | substitutions: 2 | _REPO_NAME: '-' 3 | 4 | steps: 5 | - name: 'gcr.io/cloud-builders/docker' 6 | args: [ 'build', '-t', 'europe-west2-docker.pkg.dev/$PROJECT_ID/${_REPO_NAME}/dbt-on-cloud-run', '.' ] 7 | images: [ 'europe-west2-docker.pkg.dev/$PROJECT_ID/${_REPO_NAME}/dbt-on-cloud-run' ] -------------------------------------------------------------------------------- /cloudbuild_create.yaml: -------------------------------------------------------------------------------- 1 | substitutions: 2 | _REPO_NAME: '-' 3 | _REGION: 'europe-west2' 4 | _JOB_NAME: 'dbt-cloud-run-job-demo' 5 | 6 | steps: 7 | - name: 'gcr.io/google.com/cloudsdktool/cloud-sdk' 8 | entrypoint: gcloud 9 | args: 10 | - 'run' 11 | - 'jobs' 12 | - 'deploy' 13 | - '$_JOB_NAME' 14 | - '--image' 15 | - '$_REGION-docker.pkg.dev/$PROJECT_ID/${_REPO_NAME}/dbt-on-cloud-run' 16 | - '--region' 17 | - '$_REGION' 18 | - '--service-account' 19 | - '${_JOB_NAME}@${PROJECT_ID}.iam.gserviceaccount.com' # Service account required BigQuery Data Editor role, and Job Runner role 20 | # Add any additional flags for your Cloud Run job here 21 | -------------------------------------------------------------------------------- /cloudrun/execute_cloud_run_job.py: -------------------------------------------------------------------------------- 1 | import asyncio 2 | 3 | from google.cloud import run_v2 4 | 5 | 6 | def run_job_sync(project_id, location, job_id, override_args): 7 | """ 8 | Runs a job. Sync, waits for the whole cloud run job execution to complete 9 | """ 10 | # Create a client 11 | client = run_v2.JobsClient() 12 | 13 | # Initialize request argument(s) 14 | request = run_v2.RunJobRequest( 15 | name=f"projects/{project_id}/locations/{location}/jobs/{job_id}", 16 | overrides=run_v2.types.RunJobRequest.Overrides( 17 | container_overrides=[ 18 | run_v2.types.RunJobRequest.Overrides.ContainerOverride( 19 | args=override_args 20 | ) 21 | ] 22 | ) 23 | ) 24 | 25 | # Make the request 26 | operation = client.run_job(request=request) 27 | 28 | print("Waiting for operation to complete...") 29 | 30 | response = operation.result() 31 | 32 | # Handle the response 33 | print(response) 34 | 35 | 36 | async def run_job_async(project_id, location, job_id, override_args): 37 | """ 38 | Run a job asynchronously. 39 | """ 40 | # Create a client 41 | client = run_v2.JobsAsyncClient() 42 | 43 | # Initialize request argument(s) 44 | request = run_v2.RunJobRequest( 45 | name=f"projects/{project_id}/locations/{location}/jobs/{job_id}", 46 | overrides=run_v2.types.RunJobRequest.Overrides( 47 | container_overrides=[ 48 | run_v2.types.RunJobRequest.Overrides.ContainerOverride( 49 | args=override_args 50 | ) 51 | ] 52 | ) 53 | ) 54 | 55 | # Make the request 56 | operation = client.run_job(request=request) 57 | 58 | print("Waiting for operation to complete...") 59 | 60 | response = (await operation).result() 61 | 62 | # Handle the response 63 | print(response) 64 | 65 | 66 | # Example usage 67 | project_id = "rocketech-de-pgcp-sandbox" 68 | location = "europe-west2" 69 | job_id = "dbt-cloud-run-job-demo" 70 | 71 | # override to do dbt debug 72 | override_args = ["poetry", "run", "dbt", "debug", "--target", "dev"] 73 | 74 | # Sync submission 75 | run_job_sync(project_id, location, job_id, override_args=override_args) 76 | 77 | # Async submission 78 | override_args = ["poetry", "run", "dbt", "run", "--full-refresh", "--target", "dev"] 79 | asyncio.run(run_job_async(project_id, location, job_id, override_args)) 80 | -------------------------------------------------------------------------------- /cloudrun/requirements.txt: -------------------------------------------------------------------------------- 1 | google-cloud-run==0.10.5 -------------------------------------------------------------------------------- /dbt/dbt_project.yml: -------------------------------------------------------------------------------- 1 | name: 'jaffle_shop' 2 | 3 | config-version: 2 4 | version: '0.1' 5 | 6 | profile: 'jaffle_shop' 7 | 8 | model-paths: ["models"] 9 | seed-paths: ["seeds"] 10 | test-paths: ["tests"] 11 | analysis-paths: ["analysis"] 12 | macro-paths: ["macros"] 13 | 14 | target-path: "target" 15 | clean-targets: 16 | - "target" 17 | - "dbt_modules" 18 | - "logs" 19 | 20 | require-dbt-version: [">=1.0.0", "<2.0.0"] 21 | 22 | seeds: 23 | +docs: 24 | node_color: '#cd7f32' 25 | 26 | models: 27 | jaffle_shop: 28 | materialized: table 29 | staging: 30 | materialized: view 31 | +docs: 32 | node_color: 'silver' 33 | +docs: 34 | node_color: 'gold' 35 | -------------------------------------------------------------------------------- /dbt/models/customers.sql: -------------------------------------------------------------------------------- 1 | with customers as ( 2 | 3 | select * from {{ ref('stg_customers') }} 4 | 5 | ), 6 | 7 | orders as ( 8 | 9 | select * from {{ ref('stg_orders') }} 10 | 11 | ), 12 | 13 | payments as ( 14 | 15 | select * from {{ ref('stg_payments') }} 16 | 17 | ), 18 | 19 | customer_orders as ( 20 | 21 | select 22 | customer_id, 23 | 24 | min(order_date) as first_order, 25 | max(order_date) as most_recent_order, 26 | count(order_id) as number_of_orders 27 | from orders 28 | 29 | group by customer_id 30 | 31 | ), 32 | 33 | customer_payments as ( 34 | 35 | select 36 | orders.customer_id, 37 | sum(amount) as total_amount 38 | 39 | from payments 40 | 41 | left join orders on 42 | payments.order_id = orders.order_id 43 | 44 | group by orders.customer_id 45 | 46 | ), 47 | 48 | final as ( 49 | 50 | select 51 | customers.customer_id, 52 | customers.first_name, 53 | customers.last_name, 54 | customer_orders.first_order, 55 | customer_orders.most_recent_order, 56 | customer_orders.number_of_orders, 57 | customer_payments.total_amount as customer_lifetime_value 58 | 59 | from customers 60 | 61 | left join customer_orders 62 | on customers.customer_id = customer_orders.customer_id 63 | 64 | left join customer_payments 65 | on customers.customer_id = customer_payments.customer_id 66 | 67 | ) 68 | 69 | select * from final 70 | -------------------------------------------------------------------------------- /dbt/models/docs.md: -------------------------------------------------------------------------------- 1 | {% docs orders_status %} 2 | 3 | Orders can be one of the following statuses: 4 | 5 | | status | description | 6 | |----------------|------------------------------------------------------------------------------------------------------------------------| 7 | | placed | The order has been placed but has not yet left the warehouse | 8 | | shipped | The order has ben shipped to the customer and is currently in transit | 9 | | completed | The order has been received by the customer | 10 | | return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse | 11 | | returned | The order has been returned by the customer and received at the warehouse | 12 | 13 | 14 | {% enddocs %} 15 | -------------------------------------------------------------------------------- /dbt/models/orders.sql: -------------------------------------------------------------------------------- 1 | {% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %} 2 | 3 | with orders as ( 4 | 5 | select * from {{ ref('stg_orders') }} 6 | 7 | ), 8 | 9 | payments as ( 10 | 11 | select * from {{ ref('stg_payments') }} 12 | 13 | ), 14 | 15 | order_payments as ( 16 | 17 | select 18 | order_id, 19 | 20 | {% for payment_method in payment_methods -%} 21 | sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount, 22 | {% endfor -%} 23 | 24 | sum(amount) as total_amount 25 | 26 | from payments 27 | 28 | group by order_id 29 | 30 | ), 31 | 32 | final as ( 33 | 34 | select 35 | orders.order_id, 36 | orders.customer_id, 37 | orders.order_date, 38 | orders.status, 39 | 40 | {% for payment_method in payment_methods -%} 41 | 42 | order_payments.{{ payment_method }}_amount, 43 | 44 | {% endfor -%} 45 | 46 | order_payments.total_amount as amount 47 | 48 | from orders 49 | 50 | 51 | left join order_payments 52 | on orders.order_id = order_payments.order_id 53 | 54 | ) 55 | 56 | select * from final 57 | -------------------------------------------------------------------------------- /dbt/models/overview.md: -------------------------------------------------------------------------------- 1 | {% docs __overview__ %} 2 | 3 | ## Data Documentation for Jaffle Shop 4 | 5 | `jaffle_shop` is a fictional ecommerce store. 6 | 7 | This [dbt](https://www.getdbt.com/) project is for testing out code. 8 | 9 | The source code can be found [here](https://github.com/clrcrl/jaffle_shop). 10 | 11 | {% enddocs %} 12 | -------------------------------------------------------------------------------- /dbt/models/schema.yml: -------------------------------------------------------------------------------- 1 | version: 2 2 | 3 | models: 4 | - name: customers 5 | description: This table has basic information about a customer, as well as some derived facts based on a customer's orders 6 | 7 | columns: 8 | - name: customer_id 9 | description: This is a unique identifier for a customer 10 | tests: 11 | - unique 12 | - not_null 13 | 14 | - name: first_name 15 | description: Customer's first name. PII. 16 | 17 | - name: last_name 18 | description: Customer's last name. PII. 19 | 20 | - name: first_order 21 | description: Date (UTC) of a customer's first order 22 | 23 | - name: most_recent_order 24 | description: Date (UTC) of a customer's most recent order 25 | 26 | - name: number_of_orders 27 | description: Count of the number of orders a customer has placed 28 | 29 | - name: total_order_amount 30 | description: Total value (AUD) of a customer's orders 31 | 32 | - name: orders 33 | description: This table has basic information about orders, as well as some derived facts based on payments 34 | 35 | columns: 36 | - name: order_id 37 | tests: 38 | - unique 39 | - not_null 40 | description: This is a unique identifier for an order 41 | 42 | - name: customer_id 43 | description: Foreign key to the customers table 44 | tests: 45 | - not_null 46 | - relationships: 47 | to: ref('customers') 48 | field: customer_id 49 | 50 | - name: order_date 51 | description: Date (UTC) that the order was placed 52 | 53 | - name: status 54 | description: '{{ doc("orders_status") }}' 55 | tests: 56 | - accepted_values: 57 | values: ['placed', 'shipped', 'completed', 'return_pending', 'returned'] 58 | 59 | - name: amount 60 | description: Total amount (AUD) of the order 61 | tests: 62 | - not_null 63 | 64 | - name: credit_card_amount 65 | description: Amount of the order (AUD) paid for by credit card 66 | tests: 67 | - not_null 68 | 69 | - name: coupon_amount 70 | description: Amount of the order (AUD) paid for by coupon 71 | tests: 72 | - not_null 73 | 74 | - name: bank_transfer_amount 75 | description: Amount of the order (AUD) paid for by bank transfer 76 | tests: 77 | - not_null 78 | 79 | - name: gift_card_amount 80 | description: Amount of the order (AUD) paid for by gift card 81 | tests: 82 | - not_null 83 | -------------------------------------------------------------------------------- /dbt/models/staging/schema.yml: -------------------------------------------------------------------------------- 1 | version: 2 2 | 3 | models: 4 | - name: stg_customers 5 | columns: 6 | - name: customer_id 7 | tests: 8 | - unique 9 | - not_null 10 | 11 | - name: stg_orders 12 | columns: 13 | - name: order_id 14 | tests: 15 | - unique 16 | - not_null 17 | - name: status 18 | tests: 19 | - accepted_values: 20 | values: ['placed', 'shipped', 'completed', 'return_pending', 'returned'] 21 | 22 | - name: stg_payments 23 | columns: 24 | - name: payment_id 25 | tests: 26 | - unique 27 | - not_null 28 | - name: payment_method 29 | tests: 30 | - accepted_values: 31 | values: ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] 32 | -------------------------------------------------------------------------------- /dbt/models/staging/stg_customers.sql: -------------------------------------------------------------------------------- 1 | with source as ( 2 | 3 | {#- 4 | Normally we would select from the table here, but we are using seeds to load 5 | our data in this project 6 | #} 7 | select * from {{ ref('raw_customers') }} 8 | 9 | ), 10 | 11 | renamed as ( 12 | 13 | select 14 | id as customer_id, 15 | first_name, 16 | last_name 17 | 18 | from source 19 | 20 | ) 21 | 22 | select * from renamed 23 | -------------------------------------------------------------------------------- /dbt/models/staging/stg_orders.sql: -------------------------------------------------------------------------------- 1 | with source as ( 2 | 3 | {#- 4 | Normally we would select from the table here, but we are using seeds to load 5 | our data in this project 6 | #} 7 | select * from {{ ref('raw_orders') }} 8 | 9 | ), 10 | 11 | renamed as ( 12 | 13 | select 14 | id as order_id, 15 | user_id as customer_id, 16 | order_date, 17 | status 18 | 19 | from source 20 | 21 | ) 22 | 23 | select * from renamed 24 | -------------------------------------------------------------------------------- /dbt/models/staging/stg_payments.sql: -------------------------------------------------------------------------------- 1 | with source as ( 2 | 3 | {#- 4 | Normally we would select from the table here, but we are using seeds to load 5 | our data in this project 6 | #} 7 | select * from {{ ref('raw_payments') }} 8 | 9 | ), 10 | 11 | renamed as ( 12 | 13 | select 14 | id as payment_id, 15 | order_id, 16 | payment_method, 17 | 18 | -- `amount` is currently stored in cents, so we convert it to dollars 19 | amount / 100 as amount 20 | 21 | from source 22 | 23 | ) 24 | 25 | select * from renamed 26 | -------------------------------------------------------------------------------- /dbt/profiles.yml: -------------------------------------------------------------------------------- 1 | jaffle_shop: 2 | 3 | target: dev 4 | outputs: 5 | dev: 6 | type: bigquery 7 | method: oauth 8 | project: rocketech-de-pgcp-sandbox 9 | dataset: dbt_on_cloudrun_demo 10 | threads: 24 11 | -------------------------------------------------------------------------------- /dbt/seeds/.gitkeep: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/richardhe-fundamenta/dbt-on-cloud-run/41c08ecb10fe98c418b8416d92b3ccfc0197b83c/dbt/seeds/.gitkeep -------------------------------------------------------------------------------- /dbt/seeds/raw_customers.csv: -------------------------------------------------------------------------------- 1 | id,first_name,last_name 2 | 1,Michael,P. 3 | 2,Shawn,M. 4 | 3,Kathleen,P. 5 | 4,Jimmy,C. 6 | 5,Katherine,R. 7 | 6,Sarah,R. 8 | 7,Martin,M. 9 | 8,Frank,R. 10 | 9,Jennifer,F. 11 | 10,Henry,W. 12 | 11,Fred,S. 13 | 12,Amy,D. 14 | 13,Kathleen,M. 15 | 14,Steve,F. 16 | 15,Teresa,H. 17 | 16,Amanda,H. 18 | 17,Kimberly,R. 19 | 18,Johnny,K. 20 | 19,Virginia,F. 21 | 20,Anna,A. 22 | 21,Willie,H. 23 | 22,Sean,H. 24 | 23,Mildred,A. 25 | 24,David,G. 26 | 25,Victor,H. 27 | 26,Aaron,R. 28 | 27,Benjamin,B. 29 | 28,Lisa,W. 30 | 29,Benjamin,K. 31 | 30,Christina,W. 32 | 31,Jane,G. 33 | 32,Thomas,O. 34 | 33,Katherine,M. 35 | 34,Jennifer,S. 36 | 35,Sara,T. 37 | 36,Harold,O. 38 | 37,Shirley,J. 39 | 38,Dennis,J. 40 | 39,Louise,W. 41 | 40,Maria,A. 42 | 41,Gloria,C. 43 | 42,Diana,S. 44 | 43,Kelly,N. 45 | 44,Jane,R. 46 | 45,Scott,B. 47 | 46,Norma,C. 48 | 47,Marie,P. 49 | 48,Lillian,C. 50 | 49,Judy,N. 51 | 50,Billy,L. 52 | 51,Howard,R. 53 | 52,Laura,F. 54 | 53,Anne,B. 55 | 54,Rose,M. 56 | 55,Nicholas,R. 57 | 56,Joshua,K. 58 | 57,Paul,W. 59 | 58,Kathryn,K. 60 | 59,Adam,A. 61 | 60,Norma,W. 62 | 61,Timothy,R. 63 | 62,Elizabeth,P. 64 | 63,Edward,G. 65 | 64,David,C. 66 | 65,Brenda,W. 67 | 66,Adam,W. 68 | 67,Michael,H. 69 | 68,Jesse,E. 70 | 69,Janet,P. 71 | 70,Helen,F. 72 | 71,Gerald,C. 73 | 72,Kathryn,O. 74 | 73,Alan,B. 75 | 74,Harry,A. 76 | 75,Andrea,H. 77 | 76,Barbara,W. 78 | 77,Anne,W. 79 | 78,Harry,H. 80 | 79,Jack,R. 81 | 80,Phillip,H. 82 | 81,Shirley,H. 83 | 82,Arthur,D. 84 | 83,Virginia,R. 85 | 84,Christina,R. 86 | 85,Theresa,M. 87 | 86,Jason,C. 88 | 87,Phillip,B. 89 | 88,Adam,T. 90 | 89,Margaret,J. 91 | 90,Paul,P. 92 | 91,Todd,W. 93 | 92,Willie,O. 94 | 93,Frances,R. 95 | 94,Gregory,H. 96 | 95,Lisa,P. 97 | 96,Jacqueline,A. 98 | 97,Shirley,D. 99 | 98,Nicole,M. 100 | 99,Mary,G. 101 | 100,Jean,M. 102 | -------------------------------------------------------------------------------- /dbt/seeds/raw_orders.csv: -------------------------------------------------------------------------------- 1 | id,user_id,order_date,status 2 | 1,1,2018-01-01,returned 3 | 2,3,2018-01-02,completed 4 | 3,94,2018-01-04,completed 5 | 4,50,2018-01-05,completed 6 | 5,64,2018-01-05,completed 7 | 6,54,2018-01-07,completed 8 | 7,88,2018-01-09,completed 9 | 8,2,2018-01-11,returned 10 | 9,53,2018-01-12,completed 11 | 10,7,2018-01-14,completed 12 | 11,99,2018-01-14,completed 13 | 12,59,2018-01-15,completed 14 | 13,84,2018-01-17,completed 15 | 14,40,2018-01-17,returned 16 | 15,25,2018-01-17,completed 17 | 16,39,2018-01-18,completed 18 | 17,71,2018-01-18,completed 19 | 18,64,2018-01-20,returned 20 | 19,54,2018-01-22,completed 21 | 20,20,2018-01-23,completed 22 | 21,71,2018-01-23,completed 23 | 22,86,2018-01-24,completed 24 | 23,22,2018-01-26,return_pending 25 | 24,3,2018-01-27,completed 26 | 25,51,2018-01-28,completed 27 | 26,32,2018-01-28,completed 28 | 27,94,2018-01-29,completed 29 | 28,8,2018-01-29,completed 30 | 29,57,2018-01-31,completed 31 | 30,69,2018-02-02,completed 32 | 31,16,2018-02-02,completed 33 | 32,28,2018-02-04,completed 34 | 33,42,2018-02-04,completed 35 | 34,38,2018-02-06,completed 36 | 35,80,2018-02-08,completed 37 | 36,85,2018-02-10,completed 38 | 37,1,2018-02-10,completed 39 | 38,51,2018-02-10,completed 40 | 39,26,2018-02-11,completed 41 | 40,33,2018-02-13,completed 42 | 41,99,2018-02-14,completed 43 | 42,92,2018-02-16,completed 44 | 43,31,2018-02-17,completed 45 | 44,66,2018-02-17,completed 46 | 45,22,2018-02-17,completed 47 | 46,6,2018-02-19,completed 48 | 47,50,2018-02-20,completed 49 | 48,27,2018-02-21,completed 50 | 49,35,2018-02-21,completed 51 | 50,51,2018-02-23,completed 52 | 51,71,2018-02-24,completed 53 | 52,54,2018-02-25,return_pending 54 | 53,34,2018-02-26,completed 55 | 54,54,2018-02-26,completed 56 | 55,18,2018-02-27,completed 57 | 56,79,2018-02-28,completed 58 | 57,93,2018-03-01,completed 59 | 58,22,2018-03-01,completed 60 | 59,30,2018-03-02,completed 61 | 60,12,2018-03-03,completed 62 | 61,63,2018-03-03,completed 63 | 62,57,2018-03-05,completed 64 | 63,70,2018-03-06,completed 65 | 64,13,2018-03-07,completed 66 | 65,26,2018-03-08,completed 67 | 66,36,2018-03-10,completed 68 | 67,79,2018-03-11,completed 69 | 68,53,2018-03-11,completed 70 | 69,3,2018-03-11,completed 71 | 70,8,2018-03-12,completed 72 | 71,42,2018-03-12,shipped 73 | 72,30,2018-03-14,shipped 74 | 73,19,2018-03-16,completed 75 | 74,9,2018-03-17,shipped 76 | 75,69,2018-03-18,completed 77 | 76,25,2018-03-20,completed 78 | 77,35,2018-03-21,shipped 79 | 78,90,2018-03-23,shipped 80 | 79,52,2018-03-23,shipped 81 | 80,11,2018-03-23,shipped 82 | 81,76,2018-03-23,shipped 83 | 82,46,2018-03-24,shipped 84 | 83,54,2018-03-24,shipped 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