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DBT Tutorial: Incremental Model | Updates, Appends, Merge 

Anirvan Decodes
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🚀 Welcome to Anirvan Decodes! 🚀
her is your ultimate guide on Incremental Models in dbt!
🎓 In this tutorial, we'll dive into the powerful world of incremental models, covering techniques to efficiently handle data changes. Whether you're a seasoned data engineer or just diving into dbt, this video is your roadmap to mastering incremental models.
What You'll Learn:
Update Operation: Explore how to seamlessly update existing records in your dataset.
Append Strategy: Learn the art of adding new data to your existing model without reloading everything.
Merge Technique: Uncover the power of the merge operation for efficient updates and insertions.
🔁 Share this Knowledge:
Help others level up their dbt game by sharing this video with your network. Knowledge grows when it's shared! 🚀
SQL Statements
-- CREATE A RAW TABLE
CREATE or replace TABLE raw.employee_details (
id INT,
name VARCHAR(255),
position VARCHAR(255),
department VARCHAR(255),
salary INT,
received_at TIMESTAMP
);
-- INSERT INTO TABLE
INSERT INTO raw.employee_details (id, name, position, department, salary, received_at)
VALUES
(201, 'Alex Johnson', 'Marketing Specialist', 'Marketing', 62000, '2024-02-03 08:45:00'),
(202, 'Brooke Williams', 'Sales Representative', 'Sales', 72000, '2024-02-03 09:15:00'),
(203, 'Chris Lee', 'Software Engineer', 'Engineering', 81000, '2024-02-03 09:45:00'),
(204, 'Dana Smith', 'HR Manager', 'Human Resources', 92000, '2024-02-03 10:30:00'),
(205, 'Emma Brown', 'Financial Analyst', 'Finance', 76000, '2024-02-03 11:00:00'),
(206, 'Frank White', 'Data Scientist', 'Data Science', 87000, '2024-02-03 11:30:00'),
(207, 'Grace Miller', 'Operations Manager', 'Operations', 97000, '2024-02-03 12:15:00'),
(208, 'Harry Davis', 'UX/UI Designer', 'Design', 72000, '2024-02-03 12:45:00'),
(209, 'Isabel Taylor', 'Customer Support Rep', 'Support', 56000, '2024-02-03 13:30:00'),
(210, 'Jack Anderson', 'Product Manager', 'Product', 91000, '2024-02-03 14:00:00');
select * from raw.employee_details;
select * from DBT_TUTORIAL.STAGING.STG__EMPLOYEE_DETAILS
-- INSERT TWO NEW ROWS
INSERT INTO raw.employee_details (id, name, position, department, salary, received_at)
VALUES
(211, 'Alex Johnson', 'Marketing Specialist', 'Marketing', 62000, '2024-02-04 08:45:00'),
(212, 'Brooke Williams', 'Sales Representative', 'Sales', 72000, '2024-02-05 09:15:00');
--HOW TO DO UPDATES
INSERT INTO raw.employee_details (id, name, position, department, salary, received_at)
VALUES
(201, 'Alex Johnson', 'Senior Marketing Specialist', 'Marketing', 62000, '2024-02-06 08:45:00'),
(202, 'Brooke Williams', 'Senior Sales Representative', 'Sales', 72000, '2024-02-07 09:15:00');
select * from DBT_TUTORIAL.STAGING.STG__EMPLOYEE_DETAILS
truncate table raw.employee_details;
select * from raw.employee_details order by id;
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#dbtIncremental
#dbtUpdateOperation
#dbtAppendStrategy
#dbtMergeTechnique
#DataEngineeringTutorial
#DataWarehouseOptimization
#EfficientDataProcessing
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#DataModeling
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21 авг 2024

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Комментарии : 14   
@sandeshbidave565
@sandeshbidave565 2 дня назад
How to achieve incremental insert in dbt without allowing duplicates base on specific columns?
@vidmichL
@vidmichL 5 месяцев назад
cool thanks
@anirvandecodes
@anirvandecodes 5 месяцев назад
No problem!
@syedronaldo4758
@syedronaldo4758 6 месяцев назад
So we can use: 'table' -- for truncate and load 'incremental' -- for append or insert 'incremental' with 'unique_key' -- for upsert or merge.... Is the above statement is right?
@anirvandecodes
@anirvandecodes 5 месяцев назад
Yes that is correct, keep watching
@hemalathabuddula7923
@hemalathabuddula7923 Месяц назад
Hiii
@anirvandecodes
@anirvandecodes Месяц назад
hello
@SaiSharanKondugari
@SaiSharanKondugari 4 месяца назад
Hey Anirvan, Thanks for clearly explaining. I am currently learding dbt and I came across this question whether we can keep multiple where conditions in incremental load
@anirvandecodes
@anirvandecodes 4 месяца назад
Yes, definitely. think it as a sql query with which you are filtering out the data.
@SaiSharanKondugari
@SaiSharanKondugari 4 месяца назад
@@anirvandecodes Hello Anirvan, any code snippet or any format suggestion from your end??
@jeseenajamal6495
@jeseenajamal6495 2 месяца назад
Can you please share the dbt models as well
@anirvandecodes
@anirvandecodes 2 месяца назад
sorry i lost the model file
@user-ck3oi4nb8i
@user-ck3oi4nb8i 5 месяцев назад
Hello, i have a question how to do insert update and delete based on column other than a date. I am loading from Excel into postgres and generating a hashed column, every time a new record, or updated record a new hash key is generated for that column. I am trying to do an incremental update. Here is the select stmnt SELECT id, "name", alternate_name, description, email, website, tax_status, tax_id, year_incorporated, legal_status, logo, uri, parent_organization_id, hashed_value FROM organization; My CDC is based on hashed_column. Lets say name is changed in excel, when i load the data into postgres i get a new hashed key for the hashed_value column and similarly for a new record. How do i do my incremental load? any suggestion
@anirvandecodes
@anirvandecodes 5 месяцев назад
that concept is called as change data feed , you need to first find out the records which have changed , There are different techniques , like in sql you can do SELECT * FROM table1 EXCEPT SELECT * FROM table2 to find what rows have changes then only insert those records.
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