End To End Data Engineering Project Using Snowflake

https://youtu.be/qDmqE89DSQQ

Introduction

Dive into the world of one day international (ODI) cricket data with my latest data engineering project, where we’ve built a comprehensive end to end data engineering solution using Snowflake. This video covers everything from design considerations to the intricacies of data flow and database layer/table architecture and this article will have the access to sample JSON data file as well as SQL Scripts used in the project.

Design Considerations:

Data Engineering Projects are beyond writing SQL Scripts, and this complete end to end data engineering project will help you to learn about the key decisions made in designing the data modelling and the overall project architecture.

Data Flow

This video tutorial will help you to learn from data loading and curation to transformation into Snowflake, understand the seamless flow of information. We’ll break down the steps involved in ensuring data quality, integrity, and how Snowflake enhances the efficiency of this process.

Once you complete this end to end real time snowflake based data engineering project (ETL/ELT), you would be able answer of following questions

1. How to load data from location machine to Snowflake stage location.(Small JSON files as well as many JSON files at on go).
2. How to load delta data set from local machine to internal stages?
3. How to use $ notation to query stage file?
4. How to run copy command to load JSON files into tables?
5. How to design different layers & fact/dimension tables?
6. How to automate data flow using task and task tree?
7. How to build quick dashboard using Snowsight?

One Day International (ODI) Cricket Event JSON File

Following is a sample JSON file. Following file is not a complete JSON file as actual JSON file is too big and if you would like to access handful of sample files, click this link. To get lot of file JSON file for your complete analysis, join my Facebook private group that has all more JSON files available.

{
  "meta": {
    "data_version": "1.1.0",
    "created": "2023-10-26",
    "revision": 1
  },
  "info": {
    "balls_per_over": 6,
    "city": "Lucknow",
    "dates": [
      "2023-10-12"
    ],
    "event": {
      "name": "ICC Cricket World Cup",
      "match_number": 10
    },
    "gender": "male",
    "match_type": "ODI",
    "match_type_number": 4667,
    "officials": {
      "match_referees": [
        "J Srinath"
      ],
      "reserve_umpires": [
        "CM Brown"
      ],
      "tv_umpires": [
        "RA Kettleborough"
      ],
      "umpires": [
        "JS Wilson",
        "RK Illingworth"
      ]
    },
    "outcome": {
      "winner": "South Africa",
      "by": {
        "runs": 134
      }
    },
    "overs": 50,
    "player_of_match": [
      "Q de Kock"
    ],
    "players": {
      "South Africa": [
        "Q de Kock",
        "T Bavuma",
        "HE van der Dussen",
        "AK Markram",
        "H Klaasen",
        "DA Miller",
        "M Jansen",
        "K Rabada",
        "KA Maharaj",
        "L Ngidi",
        "T Shamsi"
      ],
      "Australia": [
        "MR Marsh",
        "DA Warner",
        "SPD Smith",
        "M Labuschagne",
        "JP Inglis",
        "GJ Maxwell",
        "MP Stoinis",
        "MA Starc",
        "PJ Cummins",
        "A Zampa",
        "JR Hazlewood"
      ]
    },
    "registry": {
      "people": {
        "A Zampa": "14f96089",
        "AK Markram": "6a26221c",
        "CM Brown": "448f4f1c",
        "DA Miller": "d67d5f00",
        "DA Warner": "dcce6f09",
        "GJ Maxwell": "b681e71e",
        "H Klaasen": "235c2bb6",
        "HE van der Dussen": "9948e262",
        "J Srinath": "bad31fac",
        "JP Inglis": "989889ff",
        "JR Hazlewood": "03806cf8",
        "JS Wilson": "d7f3b72f",
        "K Rabada": "e62dd25d",
        "KA Maharaj": "0b60eb09",
        "L Ngidi": "f834dcfc",
        "M Jansen": "81c36ee9",
        "M Labuschagne": "fa433be6",
        "MA Starc": "3fb19989",
        "MP Stoinis": "d9273ee7",
        "MR Marsh": "3d8feaf8",
        "PJ Cummins": "ded9240e",
        "Q de Kock": "372455c4",
        "RA Kettleborough": "4017868f",
        "RK Illingworth": "20672246",
        "SA Abbott": "1a2676c5",
        "SPD Smith": "30a45b23",
        "T Bavuma": "9ffd1ac1",
        "T Shamsi": "a03bba42"
      }
    },
    "season": "2023/24",
    "team_type": "international",
    "teams": [
      "South Africa",
      "Australia"
    ],
    "toss": {
      "decision": "field",
      "winner": "Australia"
    },
    "venue": "Bharat Ratna Shri Atal Bihari Vajpayee Ekana Cricket Stadium, Lucknow"
  },
  "innings": [
    {
      "team": "South Africa",
      "overs": [
        {
          "over": 0,
          "deliveries": [
            {
              "batter": "Q de Kock",
              "bowler": "MA Starc",
              "non_striker": "T Bavuma",
              "runs": {
                "batter": 0,
                "extras": 0,
                "total": 0
              }
            },
            {
              "batter": "Q de Kock",
              "bowler": "MA Starc",
              "non_striker": "T Bavuma",
              "runs": {
                "batter": 1,
                "extras": 0,
                "total": 1
              }
            },
            {
              "batter": "T Bavuma",
              "bowler": "MA Starc",
              "non_striker": "Q de Kock",
              "runs": {
                "batter": 0,
                "extras": 0,
                "total": 0
              }
            },
            {
              "batter": "T Bavuma",
              "bowler": "MA Starc",
              "non_striker": "Q de Kock",
              "runs": {
                "batter": 1,
                "extras": 0,
                "total": 1
              }
            },
            {
              "batter": "Q de Kock",
              "bowler": "MA Starc",
              "non_striker": "T Bavuma",
              "runs": {
                "batter": 1,
                "extras": 0,
                "total": 1
              }
            },
            {
              "batter": "T Bavuma",
              "bowler": "MA Starc",
              "non_striker": "Q de Kock",
              "runs": {
                "batter": 1,
                "extras": 0,
                "total": 1
              }
            }
          ]
        }
      ],
      "powerplays": [
        {
          "from": 0.1,
          "to": 9.6,
          "type": "mandatory"
        },
        {
          "from": 10.1,
          "to": 39.6,
          "type": "mandatory"
        },
        {
          "from": 40.1,
          "to": 49.6,
          "type": "mandatory"
        }
      ]
    },
    {
      "team": "Australia",
      "overs": [
        {
          "over": 0,
          "deliveries": [
            {
              "batter": "MR Marsh",
              "bowler": "L Ngidi",
              "non_striker": "DA Warner",
              "runs": {
                "batter": 0,
                "extras": 0,
                "total": 0
              }
            },
            {
              "batter": "MR Marsh",
              "bowler": "L Ngidi",
              "non_striker": "DA Warner",
              "runs": {
                "batter": 1,
                "extras": 0,
                "total": 1
              }
            },
            {
              "batter": "DA Warner",
              "bowler": "L Ngidi",
              "non_striker": "MR Marsh",
              "runs": {
                "batter": 2,
                "extras": 0,
                "total": 2
              }
            },
            {
              "batter": "DA Warner",
              "bowler": "L Ngidi",
              "non_striker": "MR Marsh",
              "runs": {
                "batter": 0,
                "extras": 0,
                "total": 0
              }
            },
            {
              "batter": "DA Warner",
              "bowler": "L Ngidi",
              "non_striker": "MR Marsh",
              "runs": {
                "batter": 0,
                "extras": 0,
                "total": 0
              }
            },
            {
              "batter": "DA Warner",
              "bowler": "L Ngidi",
              "non_striker": "MR Marsh",
              "runs": {
                "batter": 0,
                "extras": 0,
                "total": 0
              }
            }
          ]
        }
      ],
      "powerplays": [
        {
          "from": 0.1,
          "to": 9.6,
          "type": "mandatory"
        },
        {
          "from": 10.1,
          "to": 39.6,
          "type": "mandatory"
        },
        {
          "from": 40.1,
          "to": 40.5,
          "type": "mandatory"
        }
      ],
      "target": {
        "overs": 50,
        "runs": 312
      }
    }
  ]
}

SQL Scripts

Creating Database & Schema

create database cricket;
create schema land;
create schema raw;
create schema clean;
create schema consumption;

Stage & File Format SQL Scripts

 
-- json file format
create or replace file format my_json_format
 type = json
 null_if = ('\\n', 'null', '')
    strip_outer_array = true
    comment = 'Json File Format with outer stip array flag true'; 

-- creating an internal stage
create or replace stage my_stg; 

-- lets list the internal stage
list @my_stg;

-- check if data is being loaded or not
list @my_stg/cricket/json/;

-- quick check if data is coming correctly or not
select 
        t.$1:meta::variant as meta, 
        t.$1:info::variant as info, 
        t.$1:innings::array as innings, 
        metadata$filename as file_name,
        metadata$file_row_number int,
        metadata$file_content_key text,
        metadata$file_last_modified stg_modified_ts
     from  @my_stg/cricket/json/1000855.json.gz (file_format => 'my_json_format') t;

Raw Layer Schema SQL Scripts

-- lets create a table inside the raw layer
create or replace transient table cricket.raw.match_raw_tbl (
    meta object not null,
    info variant not null,
    innings ARRAY not null,
    stg_file_name text not null,
    stg_file_row_number int not null,
    stg_file_hashkey text not null,
    stg_modified_ts timestamp not null
)
comment = 'This is raw table to store all the json data file with root elements extracted'
;

-- we have total 2411 JSON files.
copy into cricket.raw.match_raw_tbl from 
    (
    select 
        t.$1:meta::object as meta, 
        t.$1:info::variant as info, 
        t.$1:innings::array as innings, 
        --
        metadata$filename,
        metadata$file_row_number,
        metadata$file_content_key,
        metadata$file_last_modified
    from @cricket.land.my_stg/cricket/json (file_format => 'cricket.land.my_json_format') t
    )
    on_error = continue;

-- lets execute the count
select count(*) from cricket.raw.match_raw_tbl; 

-- lets run top 10 records.
select * from cricket.raw.match_raw_tbl limit 10;

Clean Layer Schema SQL Scripts

Match Clean Table

create or replace transient table cricket.clean.match_detail_clean as
select
    info:match_type_number::int as match_type_number, 
    info:event.name::text as event_name,
    case
    when 
        info:event.match_number::text is not null then info:event.match_number::text
    when 
        info:event.stage::text is not null then info:event.stage::text
    else
        'NA'
    end as match_stage,   
    info:dates[0]::date as event_date,
    date_part('year',info:dates[0]::date) as event_year,
    date_part('month',info:dates[0]::date) as event_month,
    date_part('day',info:dates[0]::date) as event_day,
    info:match_type::text as match_type,
    info:season::text as season,
    info:team_type::text as team_type,
    info:overs::text as overs,
    info:city::text as city,
    info:venue::text as venue, 
    info:gender::text as gender,
    info:teams[0]::text as first_team,
    info:teams[1]::text as second_team,
    case 
        when info:outcome.winner is not null then 'Result Declared'
        when info:outcome.result = 'tie' then 'Tie'
        when info:outcome.result = 'no result' then 'No Result'
        else info:outcome.result
    end as matach_result,
    case 
        when info:outcome.winner is not null then info:outcome.winner
        else 'NA'
    end as winner,   

    info:toss.winner::text as toss_winner,
    initcap(info:toss.decision::text) as toss_decision,
    --
    stg_file_name ,
    stg_file_row_number,
    stg_file_hashkey,
    stg_modified_ts
    from 
    cricket.raw.match_raw_tbl;

Player Clean Table

create or replace table player_clean_tbl as 
select 
    rcm.info:match_type_number::int as match_type_number, 
    p.path::text as country,
    team.value:: text as player_name,
    stg_file_name ,
    stg_file_row_number,
    stg_file_hashkey,
    stg_modified_ts
from cricket.raw.match_raw_tbl rcm,
lateral flatten (input => rcm.info:players) p,
lateral flatten (input => p.value) team;

Delivery Clean Table

create or replace table delivery_clean_tbl as
select 
    m.info:match_type_number::int as match_type_number, 
    i.value:team::text as country,
    o.value:over::int as over,
    d.value:bowler::text as bowler,
    d.value:batter::text as batter,
    d.value:non_striker::text as non_striker,
    d.value:runs.batter::text as runs,
    d.value:runs.extras::text as extras,
    d.value:runs.total::text as total,
    w.value:player_out::text as player_out,
    w.value:kind::text as player_out_kind,
    w.value:fielders::variant as player_out_fielders,
    m.stg_file_name ,
    m.stg_file_row_number,
    m.stg_file_hashkey,
    m.stg_modified_ts
from raw_cricket_match rcm,
lateral flatten (input => rcm.innings) i,
lateral flatten (input => i.value:overs) o,
lateral flatten (input => o.value:deliveries) d,
lateral flatten (input => d.value:wickets, outer => True) w;

Clean Layer Constraints SQL Scripts

alter table cricket.clean.delivery_clean_tbl
modify column match_type_number set not null;

alter table cricket.clean.delivery_clean_tbl
modify column team_name set not null;

alter table cricket.clean.delivery_clean_tbl
modify column over set not null;

alter table cricket.clean.delivery_clean_tbl
modify column bowler set not null;

alter table cricket.clean.delivery_clean_tbl
modify column batter set not null;

alter table cricket.clean.delivery_clean_tbl
modify column non_striker set not null;

-- fk relationship
alter table cricket.clean.delivery_clean_tbl
add constraint fk_delivery_match_id
foreign key (match_type_number)
references cricket.clean.match_detail_clean (match_type_number);

Fact & Dimension Table SQL Scripts

Date Dimension

create or replace table date_dim (
    date_id int primary key autoincrement,
    full_dt date,
    day int,
    month int,
    year int,
    quarter int,
    dayofweek int,
    dayofmonth int,
    dayofyear int,
    dayofweekname varchar(3), -- to store day names (e.g., "Mon")
    isweekend boolean -- to indicate if it's a weekend (True/False Sat/Sun both falls under weekend)
);

Referee Dimension

create or replace table referee_dim (
    referee_id int primary key autoincrement,
    referee_name text not null,
    referee_type text not null
);

Team & Player Dimension

create or replace table team_dim (
    team_id int primary key autoincrement,
    team_name text not null
);

-- player..
create or replace table player_dim (
    player_id int primary key autoincrement,
    team_id int not null,
    player_name text not null
);

alter table cricket.consumption.player_dim
add constraint fk_team_player_id
foreign key (team_id)
references cricket.consumption.team_dim (team_id);

Venue Dimension

create or replace table venue_dim (
    venue_id int primary key autoincrement,
    venue_name text not null,
    city text not null,
    state text,
    country text,
    continent text,
    end_Names text,
    capacity number,
    pitch text,
    flood_light boolean,
    established_dt date,
    playing_area text,
    other_sports text,
    curator text,
    lattitude number(10,6),
    longitude number(10,6)
);

Match Dimension

create or replace table match_type_dim (
    match_type_id int primary key autoincrement,
    match_type text not null
);

Match Fact Table DDL Scripts

CREATE or replace TABLE match_fact (
    match_id INT PRIMARY KEY,
    date_id INT NOT NULL,
    referee_id INT NOT NULL,
    team_a_id INT NOT NULL,
    team_b_id INT NOT NULL,
    match_type_id INT NOT NULL,
    venue_id INT NOT NULL,
    total_overs number(3),
    balls_per_over number(1),

    overs_played_by_team_a number(2),
    bowls_played_by_team_a number(3),
    extra_bowls_played_by_team_a number(3),
    extra_runs_scored_by_team_a number(3),
    fours_by_team_a number(3),
    sixes_by_team_a number(3),
    total_score_by_team_a number(3),
    wicket_lost_by_team_a number(2),

    overs_played_by_team_b number(2),
    bowls_played_by_team_b number(3),
    extra_bowls_played_by_team_b number(3),
    extra_runs_scored_by_team_b number(3),
    fours_by_team_b number(3),
    sixes_by_team_b number(3),
    total_score_by_team_b number(3),
    wicket_lost_by_team_b number(2),

    toss_winner_team_id int not null, 
    toss_decision text not null, 
    match_result text not null, 
    winner_team_id int not null,

    CONSTRAINT fk_date FOREIGN KEY (date_id) REFERENCES date_dim (date_id),
    CONSTRAINT fk_referee FOREIGN KEY (referee_id) REFERENCES referee_dim (referee_id),
    CONSTRAINT fk_team1 FOREIGN KEY (team_a_id) REFERENCES team_dim (team_id),
    CONSTRAINT fk_team2 FOREIGN KEY (team_b_id) REFERENCES team_dim (team_id),
    CONSTRAINT fk_match_type FOREIGN KEY (match_type_id) REFERENCES match_type_dim (match_type_id),
    CONSTRAINT fk_venue FOREIGN KEY (venue_id) REFERENCES venue_dim (venue_id),

    CONSTRAINT fk_toss_winner_team FOREIGN KEY (toss_winner_team_id) REFERENCES team_dim (team_id),
    CONSTRAINT fk_winner_team FOREIGN KEY (winner_team_id) REFERENCES team_dim (team_id)
);

Date Dim Data Population Script

CREATE or replace transient TABLE cricket.consumption.date_rnage01 (Date DATE);
insert into cricket.consumption.date_rnage01 (date) values 
('2000-01-01'), ('2000-01-02'), ('2000-01-03'), ('2000-01-04'), ('2000-01-05'), ('2000-01-06'), ('2000-01-07'), ('2000-01-08'), ('2000-01-09'), ('2000-01-10'), ('2000-01-11'), ('2000-01-12'), ('2000-01-13'), ('2000-01-14'), ('2000-01-15'), ('2000-01-16'), ('2000-01-17'), ('2000-01-18'), ('2000-01-19'), ('2000-01-20'), ('2000-01-21'), ('2000-01-22'), ('2000-01-23'), ('2000-01-24'), ('2000-01-25'), ('2000-01-26'), ('2000-01-27'), ('2000-01-28'), ('2000-01-29'), ('2000-01-30'), ('2000-01-31'), ('2000-02-01'), ('2000-02-02'), ('2000-02-03'), ('2000-02-04'), ('2000-02-05'), ('2000-02-06'), ('2000-02-07'), ('2000-02-08'), ('2000-02-09'), ('2000-02-10'), ('2000-02-11'), ('2000-02-12'), ('2000-02-13'), ('2000-02-14'), ('2000-02-15'), ('2000-02-16'), ('2000-02-17'), ('2000-02-18'), ('2000-02-19'), ('2000-02-20'), ('2000-02-21'), ('2000-02-22'), ('2000-02-23'), ('2000-02-24'), ('2000-02-25'), ('2000-02-26'), ('2000-02-27'), ('2000-02-28'), ('2000-02-29'), ('2000-03-01'), ('2000-03-02'), ('2000-03-03'), ('2000-03-04'), ('2000-03-05'), ('2000-03-06'), ('2000-03-07'), ('2000-03-08'), ('2000-03-09'), ('2000-03-10'), ('2000-03-11'), ('2000-03-12'), ('2000-03-13'), ('2000-03-14'), ('2000-03-15'), ('2000-03-16'), ('2000-03-17'), ('2000-03-18'), ('2000-03-19'), ('2000-03-20'), ('2000-03-21'), ('2000-03-22'), ('2000-03-23'), ('2000-03-24'), ('2000-03-25'), ('2000-03-26'), ('2000-03-27'), ('2000-03-28'), ('2000-03-29'), ('2000-03-30'), ('2000-03-31'), ('2000-04-01'), ('2000-04-02'), ('2000-04-03'), ('2000-04-04'), ('2000-04-05'), ('2000-04-06'), ('2000-04-07'), ('2000-04-08'), ('2000-04-09'), ('2000-04-10'), ('2000-04-11'), ('2000-04-12'), ('2000-04-13'), ('2000-04-14'), ('2000-04-15'), ('2000-04-16'), ('2000-04-17'), ('2000-04-18'), ('2000-04-19'), ('2000-04-20'), ('2000-04-21'), ('2000-04-22'), ('2000-04-23'), ('2000-04-24'), ('2000-04-25'), ('2000-04-26'), ('2000-04-27'), ('2000-04-28'), ('2000-04-29'), ('2000-04-30'), ('2000-05-01'), ('2000-05-02'), ('2000-05-03'), ('2000-05-04'), ('2000-05-05'), ('2000-05-06'), ('2000-05-07'), ('2000-05-08'), ('2000-05-09'), ('2000-05-10'), ('2000-05-11'), ('2000-05-12'), ('2000-05-13'), ('2000-05-14'), ('2000-05-15'), ('2000-05-16'), ('2000-05-17'), ('2000-05-18'), ('2000-05-19'), ('2000-05-20'), ('2000-05-21'), ('2000-05-22'), ('2000-05-23'), ('2000-05-24'), ('2000-05-25'), ('2000-05-26'), ('2000-05-27'), ('2000-05-28'), ('2000-05-29'), ('2000-05-30'), ('2000-05-31'), ('2000-06-01'), ('2000-06-02'), ('2000-06-03'), ('2000-06-04'), ('2000-06-05'), ('2000-06-06'), ('2000-06-07'), ('2000-06-08'), ('2000-06-09'), ('2000-06-10'), ('2000-06-11'), ('2000-06-12'), ('2000-06-13'), ('2000-06-14'), ('2000-06-15'), ('2000-06-16'), ('2000-06-17'), ('2000-06-18'), ('2000-06-19'), ('2000-06-20'), ('2000-06-21'), ('2000-06-22'), ('2000-06-23'), ('2000-06-24'), ('2000-06-25'), ('2000-06-26'), ('2000-06-27'), ('2000-06-28'), ('2000-06-29'), ('2000-06-30'), ('2000-07-01'), ('2000-07-02'), ('2000-07-03'), ('2000-07-04'), ('2000-07-05'), ('2000-07-06'), ('2000-07-07'), ('2000-07-08'), ('2000-07-09'), ('2000-07-10'), ('2000-07-11'), ('2000-07-12'), ('2000-07-13'), ('2000-07-14'), ('2000-07-15'), ('2000-07-16'), ('2000-07-17'), ('2000-07-18'), ('2000-07-19'), ('2000-07-20'), ('2000-07-21'), ('2000-07-22'), ('2000-07-23'), ('2000-07-24'), ('2000-07-25'), ('2000-07-26'), ('2000-07-27'), ('2000-07-28'), ('2000-07-29'), ('2000-07-30'), ('2000-07-31'), ('2000-08-01'), ('2000-08-02'), ('2000-08-03'), ('2000-08-04'), ('2000-08-05'), ('2000-08-06'), ('2000-08-07'), ('2000-08-08'), ('2000-08-09'), ('2000-08-10'), ('2000-08-11'), ('2000-08-12'), ('2000-08-13'), ('2000-08-14'), ('2000-08-15'), ('2000-08-16'), ('2000-08-17'), ('2000-08-18'), ('2000-08-19'), ('2000-08-20'), ('2000-08-21'), ('2000-08-22'), ('2000-08-23'), ('2000-08-24'), ('2000-08-25'), ('2000-08-26'), ('2000-08-27'), ('2000-08-28'), ('2000-08-29'), ('2000-08-30'), ('2000-08-31'), ('2000-09-01'), ('2000-09-02'), ('2000-09-03'), ('2000-09-04'), 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('2022-03-28'), ('2022-03-29'), ('2022-03-30'), ('2022-03-31'), ('2022-04-01'), ('2022-04-02'), ('2022-04-03'), ('2022-04-04'), ('2022-04-05'), ('2022-04-06'), ('2022-04-07'), ('2022-04-08'), ('2022-04-09'), ('2022-04-10'), ('2022-04-11'), ('2022-04-12'), ('2022-04-13'), ('2022-04-14'), ('2022-04-15'), ('2022-04-16'), ('2022-04-17'), ('2022-04-18'), ('2022-04-19'), ('2022-04-20'), ('2022-04-21'), ('2022-04-22'), ('2022-04-23'), ('2022-04-24'), ('2022-04-25'), ('2022-04-26'), ('2022-04-27'), ('2022-04-28'), ('2022-04-29'), ('2022-04-30'), ('2022-05-01'), ('2022-05-02'), ('2022-05-03'), ('2022-05-04'), ('2022-05-05'), ('2022-05-06'), ('2022-05-07'), ('2022-05-08'), ('2022-05-09'), ('2022-05-10'), ('2022-05-11'), ('2022-05-12'), ('2022-05-13'), ('2022-05-14'), ('2022-05-15'), ('2022-05-16'), ('2022-05-17'), ('2022-05-18'), ('2022-05-19'), ('2022-05-20'), ('2022-05-21'), ('2022-05-22'), ('2022-05-23'), ('2022-05-24'), ('2022-05-25'), ('2022-05-26'), ('2022-05-27'), ('2022-05-28'), ('2022-05-29'), ('2022-05-30'), ('2022-05-31'), ('2022-06-01'), ('2022-06-02'), ('2022-06-03'), ('2022-06-04'), ('2022-06-05'), ('2022-06-06'), ('2022-06-07'), ('2022-06-08'), ('2022-06-09'), ('2022-06-10'), ('2022-06-11'), ('2022-06-12'), ('2022-06-13'), ('2022-06-14'), ('2022-06-15'), ('2022-06-16'), ('2022-06-17'), ('2022-06-18'), ('2022-06-19'), ('2022-06-20'), ('2022-06-21'), ('2022-06-22'), ('2022-06-23'), ('2022-06-24'), ('2022-06-25'), ('2022-06-26'), ('2022-06-27'), ('2022-06-28'), ('2022-06-29'), ('2022-06-30'), ('2022-07-01'), ('2022-07-02'), ('2022-07-03'), ('2022-07-04'), ('2022-07-05'), ('2022-07-06'), ('2022-07-07'), ('2022-07-08'), ('2022-07-09'), ('2022-07-10'), ('2022-07-11'), ('2022-07-12'), ('2022-07-13'), ('2022-07-14'), ('2022-07-15'), ('2022-07-16'), ('2022-07-17'), ('2022-07-18'), ('2022-07-19'), ('2022-07-20'), ('2022-07-21'), ('2022-07-22'), ('2022-07-23'), ('2022-07-24'), ('2022-07-25'), ('2022-07-26'), ('2022-07-27'), ('2022-07-28'), ('2022-07-29'), ('2022-07-30'), ('2022-07-31'), ('2022-08-01'), ('2022-08-02'), ('2022-08-03'), ('2022-08-04'), ('2022-08-05'), ('2022-08-06'), ('2022-08-07'), ('2022-08-08'), ('2022-08-09'), ('2022-08-10'), ('2022-08-11'), ('2022-08-12'), ('2022-08-13'), ('2022-08-14'), ('2022-08-15'), ('2022-08-16'), ('2022-08-17'), ('2022-08-18'), ('2022-08-19'), ('2022-08-20'), ('2022-08-21'), ('2022-08-22'), ('2022-08-23'), ('2022-08-24'), ('2022-08-25'), ('2022-08-26'), ('2022-08-27'), ('2022-08-28'), ('2022-08-29'), ('2022-08-30'), ('2022-08-31'), ('2022-09-01'), ('2022-09-02'), ('2022-09-03'), ('2022-09-04'), ('2022-09-05'), ('2022-09-06'), ('2022-09-07'), ('2022-09-08'), ('2022-09-09'), ('2022-09-10'), ('2022-09-11'), ('2022-09-12'), ('2022-09-13'), ('2022-09-14'), ('2022-09-15'), ('2022-09-16'), ('2022-09-17'), ('2022-09-18'), ('2022-09-19'), ('2022-09-20'), ('2022-09-21'), ('2022-09-22'), ('2022-09-23'), ('2022-09-24'), ('2022-09-25'), ('2022-09-26'), ('2022-09-27'), ('2022-09-28'), ('2022-09-29'), ('2022-09-30'), ('2022-10-01'), ('2022-10-02'), ('2022-10-03'), ('2022-10-04'), ('2022-10-05'), ('2022-10-06'), ('2022-10-07'), ('2022-10-08'), ('2022-10-09'), ('2022-10-10'), ('2022-10-11'), ('2022-10-12'), ('2022-10-13'), ('2022-10-14'), ('2022-10-15'), ('2022-10-16'), ('2022-10-17'), ('2022-10-18'), ('2022-10-19'), ('2022-10-20'), ('2022-10-21'), ('2022-10-22'), ('2022-10-23'), ('2022-10-24'), ('2022-10-25'), ('2022-10-26'), ('2022-10-27'), ('2022-10-28'), ('2022-10-29'), ('2022-10-30'), ('2022-10-31'), ('2022-11-01'), ('2022-11-02'), ('2022-11-03'), ('2022-11-04'), ('2022-11-05'), ('2022-11-06'), ('2022-11-07'), ('2022-11-08'), ('2022-11-09'), ('2022-11-10'), ('2022-11-11'), ('2022-11-12'), ('2022-11-13'), ('2022-11-14'), ('2022-11-15'), ('2022-11-16'), ('2022-11-17'), ('2022-11-18'), ('2022-11-19'), ('2022-11-20'), ('2022-11-21'), ('2022-11-22'), ('2022-11-23'), ('2022-11-24'), ('2022-11-25'), ('2022-11-26'), ('2022-11-27'), ('2022-11-28'), ('2022-11-29'), ('2022-11-30'), ('2022-12-01'), ('2022-12-02'), ('2022-12-03'), ('2022-12-04'), ('2022-12-05'), ('2022-12-06'), ('2022-12-07'), ('2022-12-08'), ('2022-12-09'), ('2022-12-10'), ('2022-12-11'), ('2022-12-12'), ('2022-12-13'), ('2022-12-14'), ('2022-12-15'), ('2022-12-16'), ('2022-12-17'), ('2022-12-18'), ('2022-12-19'), ('2022-12-20'), ('2022-12-21'), ('2022-12-22'), ('2022-12-23'), ('2022-12-24'), ('2022-12-25'), ('2022-12-26'), ('2022-12-27'), ('2022-12-28'), ('2022-12-29'), ('2022-12-30'), ('2022-12-31'), ('2023-01-01'), ('2023-01-02'), ('2023-01-03'), ('2023-01-04'), ('2023-01-05'), ('2023-01-06'), ('2023-01-07'), ('2023-01-08'), ('2023-01-09'), ('2023-01-10'), ('2023-01-11'), ('2023-01-12'), ('2023-01-13'), ('2023-01-14'), ('2023-01-15'), ('2023-01-16'), ('2023-01-17'), ('2023-01-18'), ('2023-01-19'), ('2023-01-20'), ('2023-01-21'), ('2023-01-22'), ('2023-01-23'), ('2023-01-24'), ('2023-01-25'), ('2023-01-26'), ('2023-01-27'), ('2023-01-28'), ('2023-01-29'), ('2023-01-30'), ('2023-01-31'), ('2023-02-01'), ('2023-02-02'), ('2023-02-03'), ('2023-02-04'), ('2023-02-05'), ('2023-02-06'), ('2023-02-07'), ('2023-02-08'), ('2023-02-09'), ('2023-02-10'), ('2023-02-11'), ('2023-02-12'), ('2023-02-13'), ('2023-02-14'), ('2023-02-15'), ('2023-02-16'), ('2023-02-17'), ('2023-02-18'), ('2023-02-19'), ('2023-02-20'), ('2023-02-21'), ('2023-02-22'), ('2023-02-23'), ('2023-02-24'), ('2023-02-25'), ('2023-02-26'), ('2023-02-27'), ('2023-02-28'), ('2023-03-01'), ('2023-03-02'), ('2023-03-03'), ('2023-03-04'), ('2023-03-05'), ('2023-03-06'), ('2023-03-07'), ('2023-03-08'), ('2023-03-09'), ('2023-03-10'), ('2023-03-11'), ('2023-03-12'), ('2023-03-13'), ('2023-03-14'), ('2023-03-15'), ('2023-03-16'), ('2023-03-17'), ('2023-03-18'), ('2023-03-19'), ('2023-03-20'), ('2023-03-21'), ('2023-03-22'), ('2023-03-23'), ('2023-03-24'), ('2023-03-25'), ('2023-03-26'), ('2023-03-27'), ('2023-03-28'), ('2023-03-29'), ('2023-03-30'), ('2023-03-31'), ('2023-04-01'), ('2023-04-02'), ('2023-04-03'), ('2023-04-04'), ('2023-04-05'), ('2023-04-06'), ('2023-04-07'), ('2023-04-08'), ('2023-04-09'), ('2023-04-10'), ('2023-04-11'), ('2023-04-12'), ('2023-04-13'), ('2023-04-14'), ('2023-04-15'), ('2023-04-16'), ('2023-04-17'), ('2023-04-18'), ('2023-04-19'), ('2023-04-20'), ('2023-04-21'), ('2023-04-22'), ('2023-04-23'), ('2023-04-24'), ('2023-04-25'), ('2023-04-26'), ('2023-04-27'), ('2023-04-28'), ('2023-04-29'), ('2023-04-30'), ('2023-05-01'), ('2023-05-02'), ('2023-05-03'), ('2023-05-04'), ('2023-05-05'), ('2023-05-06'), ('2023-05-07'), ('2023-05-08'), ('2023-05-09'), ('2023-05-10'), ('2023-05-11'), ('2023-05-12'), ('2023-05-13'), ('2023-05-14'), ('2023-05-15'), ('2023-05-16'), ('2023-05-17'), ('2023-05-18'), ('2023-05-19'), ('2023-05-20'), ('2023-05-21'), ('2023-05-22'), ('2023-05-23'), ('2023-05-24'), ('2023-05-25'), ('2023-05-26'), ('2023-05-27'), ('2023-05-28'), ('2023-05-29'), ('2023-05-30'), ('2023-05-31'), ('2023-06-01'), ('2023-06-02'), ('2023-06-03'), ('2023-06-04'), ('2023-06-05'), ('2023-06-06'), ('2023-06-07'), ('2023-06-08'), ('2023-06-09'), ('2023-06-10'), ('2023-06-11'), ('2023-06-12'), ('2023-06-13'), ('2023-06-14'), ('2023-06-15'), ('2023-06-16'), ('2023-06-17'), ('2023-06-18'), ('2023-06-19'), ('2023-06-20'), ('2023-06-21'), ('2023-06-22'), ('2023-06-23'), ('2023-06-24'), ('2023-06-25'), ('2023-06-26'), ('2023-06-27'), ('2023-06-28'), ('2023-06-29'), ('2023-06-30'), ('2023-07-01'), ('2023-07-02'), ('2023-07-03'), ('2023-07-04'), ('2023-07-05'), ('2023-07-06'), ('2023-07-07'), ('2023-07-08'), ('2023-07-09'), ('2023-07-10'), ('2023-07-11'), ('2023-07-12'), ('2023-07-13'), ('2023-07-14'), ('2023-07-15'), ('2023-07-16'), ('2023-07-17'), ('2023-07-18'), ('2023-07-19'), ('2023-07-20'), ('2023-07-21'), ('2023-07-22'), ('2023-07-23'), ('2023-07-24'), ('2023-07-25'), ('2023-07-26'), ('2023-07-27'), ('2023-07-28'), ('2023-07-29'), ('2023-07-30'), ('2023-07-31'), ('2023-08-01'), ('2023-08-02'), ('2023-08-03'), ('2023-08-04'), ('2023-08-05'), ('2023-08-06'), ('2023-08-07'), ('2023-08-08'), ('2023-08-09'), ('2023-08-10'), ('2023-08-11'), ('2023-08-12'), ('2023-08-13'), ('2023-08-14'), ('2023-08-15'), ('2023-08-16'), ('2023-08-17'), ('2023-08-18'), ('2023-08-19'), ('2023-08-20'), ('2023-08-21'), ('2023-08-22'), ('2023-08-23'), ('2023-08-24'), ('2023-08-25'), ('2023-08-26'), ('2023-08-27'), ('2023-08-28'), ('2023-08-29'), ('2023-08-30'), ('2023-08-31'), ('2023-09-01'), ('2023-09-02'), ('2023-09-03'), ('2023-09-04'), ('2023-09-05'), ('2023-09-06'), ('2023-09-07'), ('2023-09-08'), ('2023-09-09'), ('2023-09-10'), ('2023-09-11'), ('2023-09-12'), ('2023-09-13'), ('2023-09-14'), ('2023-09-15'), ('2023-09-16'), ('2023-09-17'), ('2023-09-18'), ('2023-09-19'), ('2023-09-20'), ('2023-09-21'), ('2023-09-22'), ('2023-09-23'), ('2023-09-24'), ('2023-09-25'), ('2023-09-26'), ('2023-09-27'), ('2023-09-28'), ('2023-09-29'), ('2023-09-30'), ('2023-10-01'), ('2023-10-02'), ('2023-10-03'), ('2023-10-04'), ('2023-10-05'), ('2023-10-06'), ('2023-10-07'), ('2023-10-08'), ('2023-10-09'), ('2023-10-10'), ('2023-10-11'), ('2023-10-12'), ('2023-10-13'), ('2023-10-14'), ('2023-10-15'), ('2023-10-16'), ('2023-10-17'), ('2023-10-18'), ('2023-10-19'), ('2023-10-20'), ('2023-10-21'), ('2023-10-22'), ('2023-10-23'), ('2023-10-24'), ('2023-10-25'), ('2023-10-26'), ('2023-10-27'), ('2023-10-28'), ('2023-10-29'), ('2023-10-30'), ('2023-10-31'), ('2023-11-01'), ('2023-11-02'), ('2023-11-03'), ('2023-11-04'), ('2023-11-05'), ('2023-11-06'), ('2023-11-07'), ('2023-11-08'), ('2023-11-09'), ('2023-11-10'), ('2023-11-11'), ('2023-11-12'), ('2023-11-13'), ('2023-11-14'), ('2023-11-15'), ('2023-11-16'), ('2023-11-17'), ('2023-11-18'), ('2023-11-19'), ('2023-11-20'), ('2023-11-21'), ('2023-11-22'), ('2023-11-23'), ('2023-11-24'), ('2023-11-25'), ('2023-11-26'), ('2023-11-27'), ('2023-11-28'), ('2023-11-29'), ('2023-11-30'), ('2023-12-01'), ('2023-12-02'), ('2023-12-03'), ('2023-12-04'), ('2023-12-05'), ('2023-12-06'), ('2023-12-07'), ('2023-12-08'), ('2023-12-09'), ('2023-12-10'), ('2023-12-11'), ('2023-12-12'), ('2023-12-13'), ('2023-12-14'), ('2023-12-15'), ('2023-12-16'), ('2023-12-17'), ('2023-12-18'), ('2023-12-19'), ('2023-12-20'), ('2023-12-21'), ('2023-12-22'), ('2023-12-23'), ('2023-12-24'), ('2023-12-25'), ('2023-12-26'), ('2023-12-27'), ('2023-12-28'), ('2023-12-29'), ('2023-12-30'), ('2023-12-31');


INSERT INTO cricket.consumption.date_dim (Date_ID, Full_Dt, Day, Month, Year, Quarter, DayOfWeek, DayOfMonth, DayOfYear, DayOfWeekName, IsWeekend)
SELECT
    ROW_NUMBER() OVER (ORDER BY Date) AS DateID,
    Date AS FullDate,
    EXTRACT(DAY FROM Date) AS Day,
    EXTRACT(MONTH FROM Date) AS Month,
    EXTRACT(YEAR FROM Date) AS Year,
    CASE WHEN EXTRACT(QUARTER FROM Date) IN (1, 2, 3, 4) THEN EXTRACT(QUARTER FROM Date) END AS Quarter,
    DAYOFWEEKISO(Date) AS DayOfWeek,
    EXTRACT(DAY FROM Date) AS DayOfMonth,
    DAYOFYEAR(Date) AS DayOfYear,
    DAYNAME(Date) AS DayOfWeekName,
    CASE When DAYNAME(Date) IN ('Sat', 'Sun') THEN 1 ELSE 0 END AS IsWeekend
FROM cricket.consumption.date_rnage01;


select * from cricket.consumption.date_dim;

Fact Table Data Population Script

insert into cricket.consumption.match_fact 
select 
    m.match_type_number as match_id,
    dd.date_id as date_id,
    0 as referee_id,
    ftd.team_id as first_team_id,
    std.team_id as second_team_id,
    mtd.match_type_id as match_type_id,
    vd.venue_id as venue_id,
    50 as total_overs,
    6 as balls_per_overs,
    max(case when d.team_name = m.first_team then  d.over else 0 end ) as OVERS_PLAYED_BY_TEAM_A,
    sum(case when d.team_name = m.first_team then  1 else 0 end ) as balls_PLAYED_BY_TEAM_A,
    sum(case when d.team_name = m.first_team then  d.extras else 0 end ) as extra_balls_PLAYED_BY_TEAM_A,
    sum(case when d.team_name = m.first_team then  d.extra_runs else 0 end ) as extra_runs_scored_BY_TEAM_A,
    0 fours_by_team_a,
    0 sixes_by_team_a,
    (sum(case when d.team_name = m.first_team then  d.runs else 0 end ) + sum(case when d.team_name = m.first_team then  d.extra_runs else 0 end ) ) as total_runs_scored_BY_TEAM_A,
    sum(case when d.team_name = m.first_team and player_out is not null then  1 else 0 end ) as wicket_lost_by_team_a,    
    
    max(case when d.team_name = m.second_team then  d.over else 0 end ) as OVERS_PLAYED_BY_TEAM_B,
    sum(case when d.team_name = m.second_team then  1 else 0 end ) as balls_PLAYED_BY_TEAM_B,
    sum(case when d.team_name = m.second_team then  d.extras else 0 end ) as extra_balls_PLAYED_BY_TEAM_B,
    sum(case when d.team_name = m.second_team then  d.extra_runs else 0 end ) as extra_runs_scored_BY_TEAM_B,
    0 fours_by_team_b,
    0 sixes_by_team_b,
    (sum(case when d.team_name = m.second_team then  d.runs else 0 end ) + sum(case when d.team_name = m.second_team then  d.extra_runs else 0 end ) ) as total_runs_scored_BY_TEAM_B,
    sum(case when d.team_name = m.second_team and player_out is not null then  1 else 0 end ) as wicket_lost_by_team_b,
    tw.team_id as toss_winner_team_id,
    m.toss_decision as toss_decision,
    m.matach_result as matach_result,
    mw.team_id as winner_team_id
     
from 
    cricket.clean.match_detail_clean m
    join date_dim dd on m.event_date = dd.full_dt
    join team_dim ftd on m.first_team = ftd.team_name 
    join team_dim std on m.second_team = std.team_name 
    join match_type_dim mtd on m.match_type = mtd.match_type
    join venue_dim vd on m.venue = vd.venue_name and m.city = vd.city
    join cricket.clean.delivery_clean_tbl d  on d.match_type_number = m.match_type_number 
    join team_dim tw on m.toss_winner = tw.team_name 
    join team_dim mw on m.winner= mw.team_name 
    --where m.match_type_number = 4686
    group by
        m.match_type_number,
        date_id,
        referee_id,
        first_team_id,
        second_team_id,
        match_type_id,
        venue_id,
        total_overs,
        toss_winner_team_id,
        toss_decision,
        matach_result,
        winner_team_id
        ;

Delivery Fact Table Scripts

CREATE or replace TABLE delivery_fact (
    match_id INT ,
    team_id INT,
    bowler_id INT,
    batter_id INT,
    non_striker_id INT,
    over INT,
    runs INT,
    extra_runs INT,
    extra_type VARCHAR(255),
    player_out VARCHAR(255),
    player_out_kind VARCHAR(255),

    CONSTRAINT fk_del_match_id FOREIGN KEY (match_id) REFERENCES match_fact (match_id),
    CONSTRAINT fk_del_team FOREIGN KEY (team_id) REFERENCES team_dim (team_id),
    CONSTRAINT fk_bowler FOREIGN KEY (bowler_id) REFERENCES player_dim (player_id),
    CONSTRAINT fk_batter FOREIGN KEY (batter_id) REFERENCES player_dim (player_id),
    CONSTRAINT fk_stricker FOREIGN KEY (non_striker_id) REFERENCES player_dim (player_id)
);

-- insert record
insert into delivery_fact
select 
    d.match_type_number as match_id,
    td.team_id,
    bpd.player_id as bower_id, 
    spd.player_id batter_id, 
    nspd.player_id as non_stricker_id,
    d.over,
    d.runs,
    case when d.extra_runs is null then 0 else d.extra_runs end as extra_runs,
    case when d.extra_type is null then 'None' else d.extra_type end as extra_type,
    case when d.player_out is null then 'None' else d.player_out end as player_out,
    case when d.player_out_kind is null then 'None' else d.player_out_kind end as player_out_kind
from 
    cricket.clean.delivery_clean_tbl d
    join team_dim td on d.team_name = td.team_name
    join player_dim bpd on d.bowler = bpd.player_name
    join player_dim spd on d.batter = spd.player_name
    join player_dim nspd on d.non_striker = nspd.player_name;

-- 2000 matches * 600 balls per match = 1,200,000