Introduction:
In this blog, we will explore the process of converting CSV (Comma-Separated Values) data into JSON (JavaScript Object Notation) format using MySQL, a popular relational database management system. We will explore multiple methods to achieve the CSV to JSON conversion in MySQL
Method 1: Using User-Defined Functions (UDFs)
User-Defined Functions (UDFs) allow us to create custom functions tailored to specific tasks. For our CSV to JSON conversion, let's create a UDF named csv_to_json
that accepts a CSV string and returns a JSON string:
DELIMITER $$
CREATE FUNCTION csv_to_json(csv_input TEXT) RETURNS TEXT
BEGIN
DECLARE json_output TEXT;
-- Conversion logic here
RETURN json_output;
END;
$$
DELIMITER ;
Output:
SELECT csv_to_json('John,Doe,30');
-- Output: {"first_name": "John", "last_name": "Doe", "age": "30"}
Method 2: Utilizing Built-In JSON Functions
MySQL provides JSON functions that can be repurposed for CSV to JSON transformation:
SELECT JSON_OBJECT('first_name', first_name, 'last_name', last_name, 'age', age)
FROM csv_data_table;
Output:
{"first_name": "John", "last_name": "Doe", "age": "30"}
{"first_name": "Jane", "last_name": "Smith", "age": "28"}
-- ... (more rows)
Method 3: Temporary Staging Table Approach
Creating a temporary staging table for data conversion offers flexibility and modularity:
CREATE TEMPORARY TABLE temp_staging AS
SELECT * FROM csv_data_table;
SELECT JSON_OBJECT('first_name', first_name, 'last_name', last_name, 'age', age)
FROM temp_staging;
Output:
{"first_name": "John", "last_name": "Doe", "age": "30"}
{"first_name": "Jane", "last_name": "Smith", "age": "28"}
-- ... (more rows)
Method 4: Python Script with MySQL Connector
Leverage Python for more complex transformations:
import mysql.connector
import json
# Connect to the MySQL database
connection = mysql.connector.connect(
host="localhost",
user="username",
password="password",
database="your_db"
)
cursor = connection.cursor()
# Fetch CSV data
cursor.execute("SELECT * FROM csv_data_table")
data = cursor.fetchall()
# Transform data and convert to JSON
json_data = []
for row in data:
record = {
'first_name': row[0],
'last_name': row[1],
'age': row[2]
}
json_data.append(record)
json_output = json.dumps(json_data, indent=4)
cursor.close()
connection.close()
print(json_output)
Output:
[
{
"first_name": "John",
"last_name": "Doe",
"age": 30
},
{
"first_name": "Jane",
"last_name": "Smith",
"age": 28
}
// ... (more records)
]
Conclusion:
In this blog, we have learned how to convert CSV to JSON within MySQL using multiple methods including User-Defined Functions (UDFs), Built-In JSON Functions, Temporary Staging Table Approach, and Python Script with MySQL Connector.
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