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snowflake.sql
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snowflake.sql
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USE ROLE ACCOUNTADMIN;
CREATE OR REPLACE WAREHOUSE RIDESHARE_INGEST;
ALTER WAREHOUSE RIDESHARE_INGEST SET WAREHOUSE_SIZE='MEDIUM';
CREATE OR REPLACE DATABASE RIDESHARE_DEMO;
ALTER SESSION SET TIMEZONE = 'UTC';
CREATE OR REPLACE ROLE RIDESHARE_INGEST;
GRANT ALL ON WAREHOUSE RIDESHARE_INGEST TO ROLE RIDESHARE_INGEST;
GRANT EXECUTE TASK ON account TO ROLE RIDESHARE_INGEST;
GRANT CREATE INTEGRATION ON account TO ROLE RIDESHARE_INGEST;
GRANT CREATE EXTERNAL VOLUME ON account TO ROLE RIDESHARE_INGEST;
GRANT OWNERSHIP ON DATABASE RIDESHARE_DEMO TO ROLE RIDESHARE_INGEST;
GRANT OWNERSHIP ON SCHEMA RIDESHARE_DEMO.PUBLIC TO ROLE RIDESHARE_INGEST;
CREATE OR REPLACE USER RIDESHARE_INGEST PASSWORD='RIDESHARE_INGEST' LOGIN_NAME='RIDESHARE_INGEST' MUST_CHANGE_PASSWORD=FALSE, DISABLED=FALSE, DEFAULT_WAREHOUSE='RIDESHARE_INGEST', DEFAULT_NAMESPACE='RIDESHARE_DEMO.PUBLIC', DEFAULT_ROLE='RIDESHARE_INGEST';
GRANT ROLE RIDESHARE_INGEST TO USER RIDESHARE_INGEST;
-- change to your current logged in user
GRANT ROLE RIDESHARE_INGEST TO USER BHARAT;
ALTER USER RIDESHARE_INGEST SET RSA_PUBLIC_KEY='YOUR-PUBLIC-KEY';
USE ROLE RIDESHARE_INGEST;
USE DATABASE RIDESHARE_DEMO;
-- query kafka connector created tables
SELECT * FROM RIDERS_STAGE;
SELECT * FROM DRIVERS_STAGE;
SELECT * FROM TRIPS_STAGE;
-- deduplicated riders table
CREATE OR REPLACE TABLE RIDERS (
ID VARCHAR(255) NOT NULL,
FIRST_NAME VARCHAR(255),
LAST_NAME VARCHAR(255),
EMAIL VARCHAR(255),
PHONE_NUMBER VARCHAR(50),
DATE_OF_BIRTH TIMESTAMP_NTZ(6),
CREATED_AT TIMESTAMP_NTZ(6),
LOCATION_CITY VARCHAR(255),
LOCATION_LAT FLOAT,
LOCATION_LONG FLOAT,
STATUS VARCHAR(50),
PRIMARY KEY (ID)
);
-- Create a stream on the RIDERS_STAGE table
CREATE OR REPLACE STREAM RIDERS_STREAM ON TABLE RIDERS_STAGE;
-- Create a task to merge changes into the RIDERS table
CREATE OR REPLACE TASK MERGE_RIDERS_TASK
WAREHOUSE = RIDESHARE_INGEST
SCHEDULE = '1 minute'
WHEN
SYSTEM$STREAM_HAS_DATA('RIDERS_STREAM')
AS
MERGE INTO RIDESHARE_DEMO.PUBLIC.RIDERS AS target
USING (
SELECT
ID,
FIRST_NAME,
LAST_NAME,
EMAIL,
PHONE_NUMBER,
TRY_TO_TIMESTAMP_NTZ(DATE_OF_BIRTH) AS DATE_OF_BIRTH,
TRY_TO_TIMESTAMP_NTZ(CREATED_AT) AS CREATED_AT,
LOCATION_CITY,
LOCATION_LAT,
LOCATION_LONG,
STATUS,
ROW_NUMBER() OVER (PARTITION BY ID ORDER BY TRY_TO_TIMESTAMP(CREATED_AT) DESC) AS rn
FROM RIDERS_STREAM
) AS source
ON target.ID = source.ID
WHEN MATCHED AND source.rn = 1 THEN
UPDATE SET
target.FIRST_NAME = source.FIRST_NAME,
target.LAST_NAME = source.LAST_NAME,
target.EMAIL = source.EMAIL,
target.PHONE_NUMBER = source.PHONE_NUMBER,
target.DATE_OF_BIRTH = source.DATE_OF_BIRTH,
target.CREATED_AT = source.CREATED_AT,
target.LOCATION_CITY = source.LOCATION_CITY,
target.LOCATION_LAT = source.LOCATION_LAT,
target.LOCATION_LONG = source.LOCATION_LONG,
target.STATUS = source.STATUS
WHEN NOT MATCHED AND source.rn = 1 THEN
INSERT (ID, FIRST_NAME, LAST_NAME, EMAIL, PHONE_NUMBER, DATE_OF_BIRTH, CREATED_AT, LOCATION_CITY, LOCATION_LAT, LOCATION_LONG, STATUS)
VALUES (source.ID, source.FIRST_NAME, source.LAST_NAME, source.EMAIL, source.PHONE_NUMBER, source.DATE_OF_BIRTH, source.CREATED_AT, source.LOCATION_CITY, source.LOCATION_LAT, source.LOCATION_LONG, source.STATUS);
-- Start the task
ALTER TASK MERGE_RIDERS_TASK RESUME;
-- deduplicated drivers table
CREATE OR REPLACE TABLE DRIVERS (
ID VARCHAR(255) NOT NULL,
FIRST_NAME VARCHAR(255),
LAST_NAME VARCHAR(255),
EMAIL VARCHAR(255),
PHONE_NUMBER VARCHAR(50),
DATE_OF_BIRTH TIMESTAMP_NTZ(6),
CREATED_AT TIMESTAMP_NTZ(6),
LOCATION_CITY VARCHAR(255),
LOCATION_LAT FLOAT,
LOCATION_LONG FLOAT,
STATUS VARCHAR(50),
PRIMARY KEY (ID)
);
-- Create a stream on the DRIVERS_STAGE table
CREATE OR REPLACE STREAM DRIVERS_STREAM ON TABLE DRIVERS_STAGE;
-- Create a task to merge changes into the DRIVERS table
CREATE OR REPLACE TASK MERGE_DRIVERS_TASK
WAREHOUSE = RIDESHARE_INGEST
SCHEDULE = '1 minute'
WHEN
SYSTEM$STREAM_HAS_DATA('DRIVERS_STREAM')
AS
MERGE INTO RIDESHARE_DEMO.PUBLIC.DRIVERS AS target
USING (
SELECT
ID,
FIRST_NAME,
LAST_NAME,
EMAIL,
PHONE_NUMBER,
TRY_TO_TIMESTAMP_NTZ(DATE_OF_BIRTH) AS DATE_OF_BIRTH,
TRY_TO_TIMESTAMP_NTZ(CREATED_AT) AS CREATED_AT,
LOCATION_CITY,
LOCATION_LAT,
LOCATION_LONG,
STATUS,
ROW_NUMBER() OVER (PARTITION BY ID ORDER BY TRY_TO_TIMESTAMP(CREATED_AT) DESC) AS rn
FROM DRIVERS_STREAM
) AS source
ON target.ID = source.ID
WHEN MATCHED AND source.rn = 1 THEN
UPDATE SET
target.FIRST_NAME = source.FIRST_NAME,
target.LAST_NAME = source.LAST_NAME,
target.EMAIL = source.EMAIL,
target.PHONE_NUMBER = source.PHONE_NUMBER,
target.DATE_OF_BIRTH = source.DATE_OF_BIRTH,
target.CREATED_AT = source.CREATED_AT,
target.LOCATION_CITY = source.LOCATION_CITY,
target.LOCATION_LAT = source.LOCATION_LAT,
target.LOCATION_LONG = source.LOCATION_LONG,
target.STATUS = source.STATUS
WHEN NOT MATCHED AND source.rn = 1 THEN
INSERT (ID, FIRST_NAME, LAST_NAME, EMAIL, PHONE_NUMBER, DATE_OF_BIRTH, CREATED_AT, LOCATION_CITY, LOCATION_LAT, LOCATION_LONG, STATUS)
VALUES (source.ID, source.FIRST_NAME, source.LAST_NAME, source.EMAIL, source.PHONE_NUMBER, source.DATE_OF_BIRTH, source.CREATED_AT, source.LOCATION_CITY, source.LOCATION_LAT, source.LOCATION_LONG, source.STATUS);
-- Start the task
ALTER TASK MERGE_DRIVERS_TASK RESUME;
-- deduplicated trips table
CREATE OR REPLACE TABLE TRIPS (
ID VARCHAR(255) NOT NULL,
DRIVER_ID VARCHAR(255),
RIDER_ID VARCHAR(255),
STATUS VARCHAR(50),
REQUEST_TIME TIMESTAMP_NTZ(6),
ACCEPT_TIME TIMESTAMP_NTZ(6),
PICKUP_TIME TIMESTAMP_NTZ(6),
DROPOFF_TIME TIMESTAMP_NTZ(6),
FARE INTEGER,
DISTANCE FLOAT,
PICKUP_LAT FLOAT,
PICKUP_LONG FLOAT,
DROPOFF_LAT FLOAT,
DROPOFF_LONG FLOAT,
CITY VARCHAR(255),
PRIMARY KEY (ID)
);
-- Create a stream on the TRIPS_STAGE table
CREATE OR REPLACE STREAM TRIPS_STREAM ON TABLE TRIPS_STAGE;
-- Create a task to merge changes into the TRIPS table
CREATE OR REPLACE TASK MERGE_TRIPS_TASK
WAREHOUSE = RIDESHARE_INGEST
SCHEDULE = '1 minute'
WHEN
SYSTEM$STREAM_HAS_DATA('TRIPS_STREAM')
AS
MERGE INTO RIDESHARE_DEMO.PUBLIC.TRIPS AS target
USING (
SELECT
ID,
DRIVER_ID,
RIDER_ID,
STATUS,
TRY_TO_TIMESTAMP_NTZ(REQUEST_TIME) AS REQUEST_TIME,
TRY_TO_TIMESTAMP_NTZ(ACCEPT_TIME) AS ACCEPT_TIME,
TRY_TO_TIMESTAMP_NTZ(PICKUP_TIME) AS PICKUP_TIME,
TRY_TO_TIMESTAMP_NTZ(DROPOFF_TIME) AS DROPOFF_TIME,
FARE,
DISTANCE,
PICKUP_LAT,
PICKUP_LONG,
DROPOFF_LAT,
DROPOFF_LONG,
CITY,
ROW_NUMBER() OVER (PARTITION BY ID ORDER BY TRY_TO_TIMESTAMP_NTZ(RECORD_METADATA:CreateTime::STRING) DESC) AS rn
FROM TRIPS_STREAM
) AS source
ON target.ID = source.ID
WHEN MATCHED AND source.rn = 1 THEN
UPDATE SET
target.DRIVER_ID = source.DRIVER_ID,
target.RIDER_ID = source.RIDER_ID,
target.STATUS = source.STATUS,
target.REQUEST_TIME = source.REQUEST_TIME,
target.ACCEPT_TIME = source.ACCEPT_TIME,
target.PICKUP_TIME = source.PICKUP_TIME,
target.DROPOFF_TIME = source.DROPOFF_TIME,
target.FARE = source.FARE,
target.DISTANCE = source.DISTANCE,
target.PICKUP_LAT = source.PICKUP_LAT,
target.PICKUP_LONG = source.PICKUP_LONG,
target.DROPOFF_LAT = source.DROPOFF_LAT,
target.DROPOFF_LONG = source.DROPOFF_LONG,
target.CITY = source.CITY
WHEN NOT MATCHED AND source.rn = 1 THEN
INSERT (ID, DRIVER_ID, RIDER_ID, STATUS, REQUEST_TIME, ACCEPT_TIME, PICKUP_TIME, DROPOFF_TIME, FARE, DISTANCE, PICKUP_LAT, PICKUP_LONG, DROPOFF_LAT, DROPOFF_LONG, CITY)
VALUES (source.ID, source.DRIVER_ID, source.RIDER_ID, source.STATUS, source.REQUEST_TIME, source.ACCEPT_TIME, source.PICKUP_TIME, source.DROPOFF_TIME, source.FARE, source.DISTANCE, source.PICKUP_LAT, source.PICKUP_LONG, source.DROPOFF_LAT, source.DROPOFF_LONG, source.CITY);
-- Start the task
ALTER TASK MERGE_TRIPS_TASK RESUME;
-- verify deduplicated tables
SELECT COUNT(*) FROM RIDERS;
SELECT COUNT(*) FROM DRIVERS;
SELECT COUNT(*) FROM TRIPS;
-- (optional) ingest trips csv from s3
-- follow the instructions here: https://docs.snowflake.com/en/user-guide/data-load-s3
CREATE STORAGE INTEGRATION rideshare_s3_int
TYPE = EXTERNAL_STAGE
STORAGE_PROVIDER = 'S3'
ENABLED = TRUE
STORAGE_AWS_ROLE_ARN = 'arn:aws:iam::'
STORAGE_ALLOWED_LOCATIONS = ('s3://');
USE ROLE ACCOUNTADMIN;
GRANT USAGE ON INTEGRATION rideshare_s3_int TO ROLE RIDESHARE_INGEST;
USE ROLE RIDESHARE_INGEST;
DESC INTEGRATION rideshare_s3_int;
CREATE OR REPLACE STAGE rideshare_s3_stage
STORAGE_INTEGRATION = rideshare_s3_int
URL = 's3://';
SHOW STAGES;
COPY INTO trips
FROM @rideshare_s3_stage
FILES = ( 'trips.csv' );
SELECT COUNT(*) FROM trips;
-- create iceberg volume on s3
-- following the instructions here: https://docs.snowflake.com/en/user-guide/tables-iceberg-configure-external-volume
CREATE OR REPLACE EXTERNAL VOLUME s3_rideshare_iceberg_volume
STORAGE_LOCATIONS = (
(
NAME = 's3_rideshare_iceberg_volume'
STORAGE_PROVIDER = 'S3'
STORAGE_BASE_URL = 's3://'
STORAGE_AWS_ROLE_ARN = 'arn:aws:iam::'
STORAGE_AWS_EXTERNAL_ID = ''
)
);
DESC EXTERNAL VOLUME s3_rideshare_iceberg_volume;
-- create iceberg trips table
CREATE OR REPLACE ICEBERG TABLE trips_ice LIKE trips
CATALOG = 'SNOWFLAKE'
EXTERNAL_VOLUME = 's3_rideshare_iceberg_volume'
BASE_LOCATION = 'iceberg';
-- copy trips into iceberg table
INSERT INTO trips_ice
SELECT * FROM trips;
SELECT COUNT(*) FROM trips_ice;
-- cleanup query to remove any orphaned trips and reset the riders and drivers tables
DELETE FROM RIDERS;
DELETE FROM DRIVERS;
DELETE FROM TRIPS WHERE status != 'completed';
-- sample queries
SELECT 'trips' as entity, status, COUNT(*) as count
FROM trips
GROUP BY status
UNION ALL
SELECT 'riders' as entity, status, COUNT(*) as count
FROM riders
GROUP BY status
UNION ALL
SELECT 'drivers' as entity, status, COUNT(*) as count
FROM drivers
GROUP BY status
ORDER BY entity, status;
-- cleanup demo
USE ROLE ACCOUNTADMIN;
DROP WAREHOUSE IF EXISTS RIDESHARE_INGEST;
DROP USER IF EXISTS RIDESHARE_INGEST;
DROP ROLE IF EXISTS RIDESHARE_INGEST;
DROP DATABASE IF EXISTS RIDESHARE_DEMO;
DROP EXTERNAL VOLUME s3_rideshare_iceberg_volume;