├── .gitignore ├── README.md ├── aux ├── __init__.py ├── aux.py └── query.py ├── datalake └── landing │ ├── movies │ ├── movies_2021_4_26_16_18_40.json │ ├── movies_2021_4_26_16_20_36.json │ ├── movies_2021_4_26_16_20_53.json │ ├── movies_2021_4_26_16_25_23.json │ ├── movies_2021_5_18_12_48_29.json │ ├── movies_2021_5_18_12_48_40.json │ ├── movies_2021_5_18_12_48_47.json │ ├── movies_2021_5_18_12_48_53.json │ ├── movies_2021_5_18_12_48_59.json │ ├── movies_2021_5_18_12_49_11.json │ ├── movies_2021_5_18_12_49_17.json │ ├── movies_2021_5_18_12_49_26.json │ ├── movies_2021_5_18_12_49_31.json │ ├── movies_2021_5_18_12_49_37.json │ ├── movies_2021_5_18_12_49_46.json │ ├── movies_2021_5_18_12_49_5.json │ ├── movies_2021_5_18_12_49_53.json │ ├── movies_2021_5_18_12_50_22.json │ ├── movies_2021_5_18_12_56_34.json │ ├── movies_2021_5_18_12_56_40.json │ ├── movies_2021_5_18_12_57_15.json │ ├── movies_2021_5_18_12_57_20.json │ ├── movies_2021_5_18_12_57_51.json │ ├── movies_2021_5_18_12_58_0.json │ ├── movies_2021_5_18_12_58_43.json │ ├── movies_2021_5_18_12_58_48.json │ ├── movies_2021_5_18_13_21_49.json │ ├── movies_2021_5_18_13_3_28.json │ ├── movies_2021_5_18_13_55_44.json │ ├── movies_2021_5_18_13_55_52.json │ ├── movies_2021_5_18_13_55_58.json │ ├── movies_2021_5_18_13_56_14.json │ ├── movies_2021_5_18_13_56_21.json │ ├── movies_2021_5_18_13_56_26.json │ ├── movies_2021_5_18_13_56_3.json │ ├── movies_2021_5_18_13_56_32.json │ ├── movies_2021_5_18_13_56_37.json │ ├── movies_2021_5_18_13_56_43.json │ ├── movies_2021_5_18_13_56_48.json │ ├── movies_2021_5_18_13_56_54.json │ ├── movies_2021_5_18_13_56_9.json │ ├── movies_2021_5_18_13_7_15.json │ ├── movies_2021_5_18_13_7_30.json │ ├── movies_2021_5_18_13_7_36.json │ ├── movies_2021_5_18_15_36_53.json │ ├── movies_2021_5_18_15_37_1.json │ ├── movies_2021_5_18_16_37_58.json │ ├── movies_2021_5_18_16_38_16.json │ ├── movies_2021_5_18_16_38_9.json │ ├── movies_2021_5_18_16_42_38.json │ ├── movies_2021_5_18_16_42_44.json │ ├── movies_2021_5_18_16_42_49.json │ ├── movies_2021_5_18_16_42_55.json │ ├── movies_2021_5_18_16_43_0.json │ ├── movies_2021_5_18_16_43_6.json │ ├── movies_2021_5_19_11_33_10.json │ ├── movies_2021_5_19_11_33_23.json │ └── movies_2021_5_19_11_33_38.json │ ├── subscription │ ├── subscription_2021_4_26_16_25_48.json │ ├── subscription_2021_4_26_16_27_9.json │ ├── subscription_2021_4_26_16_28_7.json │ ├── subscription_2021_4_26_16_29_19.json │ ├── subscription_2021_5_18_15_36_29.json │ ├── subscription_2021_5_18_15_37_22.json │ ├── subscription_2021_5_19_11_33_11.json │ └── subscription_2021_5_19_11_33_47.json │ ├── user │ ├── user_2021_4_26_16_25_33.json │ ├── user_2021_4_26_16_26_54.json │ ├── user_2021_4_26_16_27_53.json │ ├── user_2021_4_26_16_29_5.json │ ├── user_2021_5_18_15_36_13.json │ ├── user_2021_5_18_15_37_8.json │ ├── user_2021_5_19_11_32_56.json │ └── user_2021_5_19_11_33_33.json │ └── vehicle │ ├── vehicle_2021_4_26_16_25_39.json │ ├── vehicle_2021_4_26_16_27_0.json │ ├── vehicle_2021_4_26_16_27_59.json │ ├── vehicle_2021_4_26_16_29_11.json │ ├── vehicle_2021_5_18_15_36_19.json │ ├── vehicle_2021_5_18_15_37_13.json │ ├── vehicle_2021_5_19_11_33_2.json │ └── vehicle_2021_5_19_11_33_38.json ├── main.py ├── requirements.txt └── src ├── __init__.py ├── bronze.py ├── gold.py └── silver.py /.gitignore: -------------------------------------------------------------------------------- 1 | # Env 2 | .env.local 3 | venv/ 4 | 5 | # Python 6 | __pycache__ 7 | 8 | # Data Directory 9 | /datalake/bronze/ 10 | /datalake/silver/ 11 | /datalake/gold/ -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 |

2 | 3 | Project logo 4 |

5 | 6 |

Delta lake is an open-source project that enables building a Lakehouse architecture on top of existing storage systems such as S3, ADLS, GCS, and HDFS.

7 | 8 |
9 | 10 | [![Status](https://img.shields.io/badge/status-active-success.svg)]() 11 | - Create Virtual Environment 12 | ```sh 13 | python -m venv venv 14 | ``` 15 | - Load Virtual Environment 16 | ```sh 17 | source venv/bin/activate 18 | ``` 19 | - Install Dependencies 20 | ```sh 21 | brew install openjdk@11 22 | pip install -r requirements.txt 23 | ``` 24 | - Execute Main Job 25 | ```sh 26 | python main.py 27 | ``` -------------------------------------------------------------------------------- /aux/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/carlosbtech/deltalake-architecture/f0e72a547fd3c3e0999fab08384285ac14b8d432/aux/__init__.py -------------------------------------------------------------------------------- /aux/aux.py: -------------------------------------------------------------------------------- 1 | from pyspark.sql import SparkSession 2 | from pyspark.sql import DataFrame 3 | 4 | def create_spark_session(app_name: str) -> SparkSession: 5 | '''[Create or get a SparkSession] 6 | 7 | Args: 8 | app_name (str): [Name of the Spark application] 9 | 10 | Returns: 11 | SparkSession: [A SparkSession object] 12 | ''' 13 | spark = ( 14 | SparkSession.builder 15 | .appName(app_name) 16 | .config('spark.jars.packages', 'io.delta:delta-core_2.12:2.3.0') 17 | .config('spark.sql.extensions', 'io.delta.sql.DeltaSparkSessionExtension') 18 | .config('spark.sql.catalog.spark_catalog', 'org.apache.spark.sql.delta.catalog.DeltaCatalog') 19 | .getOrCreate() 20 | ) 21 | 22 | spark.sparkContext.setLogLevel('ERROR') 23 | 24 | return spark 25 | 26 | 27 | def read_data(spark: SparkSession, path: str, format: str) -> DataFrame: 28 | '''[Read data from the given path] 29 | 30 | Args: 31 | spark (SparkSession): [SparkSession object] 32 | path (str): [data location path] 33 | format (str): [file format] 34 | 35 | Returns: 36 | DataFrame: [Dataframe with data] 37 | ''' 38 | df = ( 39 | spark.read 40 | .format(format) 41 | .option('inferSchema', 'true') 42 | .option('header', 'true') 43 | .load(path) 44 | ) 45 | 46 | return df 47 | 48 | 49 | def write_data(df: DataFrame, path: str, write_mode: str) -> None: 50 | '''[Write data to the given path] 51 | 52 | Args: 53 | df (DataFrame): [Dataframe with data] 54 | path (str): [data location path] 55 | write_mode (str): [append, overwrite] 56 | ''' 57 | ( 58 | df.write 59 | .mode(write_mode) 60 | .format('delta') 61 | .save(path) 62 | ) -------------------------------------------------------------------------------- /aux/query.py: -------------------------------------------------------------------------------- 1 | SILVER_QUERY = ''' 2 | SELECT 3 | CONCAT(vu.first_name, ' ', vu.last_name) AS full_name, 4 | vu.email AS email_user, 5 | CASE 6 | WHEN vu.gender IS NULL THEN 'N/D' 7 | ELSE vu.gender 8 | END AS gender_user, 9 | vu.username, 10 | vu.date_of_birth, 11 | vv.car_type, 12 | vv.color, 13 | vs.payment_method, 14 | vs.status, 15 | vv.dt_current_timestamp 16 | FROM 17 | user AS vu 18 | INNER JOIN 19 | vehicle AS vv 20 | ON 21 | vu.user_id = vv.user_id 22 | LEFT JOIN 23 | subscription AS vs 24 | ON 25 | vu.user_id = vs.user_id 26 | ''' 27 | 28 | GOLD_QUERY = ''' 29 | SELECT 30 | full_name, 31 | email_user, 32 | FLOOR(DATEDIFF(NOW(), date_of_birth) / 365.25) AS age, 33 | CASE 34 | WHEN FLOOR(DATEDIFF(NOW(), date_of_birth) / 365.25) <= 21 THEN 'young' 35 | WHEN FLOOR(DATEDIFF(NOW(), date_of_birth) / 365.25) <= 51 THEN 'adult' 36 | ELSE 'elder' 37 | END AS age_category, 38 | CASE 39 | WHEN payment_method IS NULL THEN 'Payment not made' 40 | ELSE payment_method 41 | END AS payment_method, 42 | CASE 43 | WHEN status IS NULL THEN 'N/D' 44 | ELSE status 45 | END AS status 46 | FROM 47 | vw_user_payment 48 | WHERE 49 | status IN ('Blocked', 'Pending'); 50 | ''' -------------------------------------------------------------------------------- /datalake/landing/subscription/subscription_2021_4_26_16_25_48.json: 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advance","user_id":2740,"dt_current_timestamp":1621424028778},{"id":3007,"uid":"ad035b8f-c153-40f5-8f9c-c730102dc74c","plan":"Diamond","status":"Pending","payment_method":"Money transfer","subscription_term":"Biennal","payment_term":"Annual","user_id":7618,"dt_current_timestamp":1621424028778},{"id":4418,"uid":"1eefa1c3-c882-4571-b99e-e54974f66722","plan":"Basic","status":"Pending","payment_method":"Credit card","subscription_term":"Quinquennal","payment_term":"Annual","user_id":6775,"dt_current_timestamp":1621424028778}] -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- 1 | from src.bronze import data_transfer_landing_to_bronze as dtlb 2 | from src.silver import data_process_bronze_to_silver as dpbts 3 | from src.gold import data_process_silver_to_gold as dpstg 4 | 5 | if __name__ == '__main__': 6 | dtlb() 7 | dpbts() 8 | dpstg() -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | py4j==0.10.9.5 2 | pyspark==3.3.2 3 | delta-spark==2.3.0 4 | -------------------------------------------------------------------------------- /src/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/carlosbtech/deltalake-architecture/f0e72a547fd3c3e0999fab08384285ac14b8d432/src/__init__.py -------------------------------------------------------------------------------- /src/bronze.py: -------------------------------------------------------------------------------- 1 | from aux import aux 2 | 3 | def data_transfer_landing_to_bronze(): 4 | spark = aux.create_spark_session('bronze') 5 | 6 | tables = ['vehicle', 'subscription', 'movies' , 'user'] 7 | 8 | for table in tables: 9 | data = f'datalake/landing/{table}/*.json' 10 | 11 | df = aux.read_data(spark, data, 'json') 12 | 13 | delta_processing_store_zone = f'datalake/bronze/{table}_bronze' 14 | aux.write_data(df, delta_processing_store_zone, 'append') 15 | 16 | spark.stop() -------------------------------------------------------------------------------- /src/gold.py: -------------------------------------------------------------------------------- 1 | from aux import aux 2 | from aux.query import GOLD_QUERY 3 | 4 | def data_process_silver_to_gold(): 5 | spark = aux.create_spark_session('gold') 6 | 7 | data_path = 'datalake/silver/dataset_user_payments_silver' 8 | df_user_payment = aux.read_data(spark, data_path, 'delta') 9 | df_user_payment.createOrReplaceTempView('vw_user_payment') 10 | 11 | dataset = spark.sql(GOLD_QUERY) 12 | delta_gold_store_zone = 'datalake/gold/dataset_user_payments_gold/' 13 | aux.write_data(dataset, delta_gold_store_zone, 'overwrite') 14 | 15 | spark.stop() -------------------------------------------------------------------------------- /src/silver.py: -------------------------------------------------------------------------------- 1 | from aux import aux 2 | from aux.query import SILVER_QUERY 3 | 4 | def data_process_bronze_to_silver(): 5 | spark = aux.create_spark_session('silver') 6 | 7 | tables = ['vehicle', 'subscription', 'movies' , 'user', 'payments'] 8 | 9 | for table in tables: 10 | data_path = f'datalake/bronze/{table}_bronze' 11 | df = aux.read_data(spark, data_path, 'delta') 12 | df.createOrReplaceTempView(table) 13 | 14 | df = spark.sql(SILVER_QUERY) 15 | delta_processing_store_zone = 'datalake/silver/dataset_user_payments_silver' 16 | aux.write_data(df, delta_processing_store_zone, 'append') 17 | 18 | spark.stop() 19 | --------------------------------------------------------------------------------