SQL LOAD DATA / BULK INSERT β High-Speed Data Import Guide
Introduction β Why Use LOAD DATA or BULK INSERT?
Manually inserting data row-by-row using INSERT statements is fine for small jobs. But when you’re dealing with large datasets, such as CSVs or flat files with millions of rows, you need high-performance options like LOAD DATA (MySQL) or BULK INSERT (SQL Server).
These commands allow you to load data in bulk directly into a SQL tableβsaving time, reducing load, and improving efficiency.
In this guide, youβll learn:
- How to use
LOAD DATAin MySQL - How to use
BULK INSERTin SQL Server - Format requirements and file structure
- Best practices and performance tips
1. LOAD DATA INFILE in MySQL
LOAD DATA INFILE '/path/to/file.csv'
INTO TABLE employees
FIELDS TERMINATED BY ','
ENCLOSED BY '"'
LINES TERMINATED BY '\n'
IGNORE 1 ROWS;
Explanation:
INTO TABLE employees: Target tableFIELDS TERMINATED BY ',': CSV delimiterENCLOSED BY '"': Handles quoted stringsIGNORE 1 ROWS: Skips the header row
Tip: File path must be accessible to the database server and local file permissions must allow reading.
2. BULK INSERT in SQL Server
BULK INSERT employees
FROM 'C:\data\employees.csv'
WITH (
FIELDTERMINATOR = ',',
ROWTERMINATOR = '\n',
FIRSTROW = 2
);
Explanation:
BULK INSERT: Loads data into a SQL Server tableFIRSTROW = 2: Starts from second row (skip header)FIELDTERMINATOR/ROWTERMINATOR: Specify delimiters
Note: You may need to enable Ad Hoc Distributed Queries or configure BULKADMIN permissions.
3. File Format Expectations
| Requirement | MySQL (LOAD DATA) | SQL Server (BULK INSERT) |
|---|---|---|
| File type | .csv, .txt, tab-separated | .csv, .txt, fixed or delimited |
| Header skip option | IGNORE n ROWS | FIRSTROW = n |
| Delimiter control | FIELDS TERMINATED BY | FIELDTERMINATOR |
| Quoted strings | ENCLOSED BY '"' | Handled with FORMATFILE or defaults |
4. Real-World Use Case β Employee Import
CSV File Example (employees.csv)
id,name,position,salary
1,John Doe,Manager,75000
2,Jane Smith,Developer,65000
SQL Server
BULK INSERT employees
FROM 'C:\import\employees.csv'
WITH (
FIELDTERMINATOR = ',',
ROWTERMINATOR = '\n',
FIRSTROW = 2
);
MySQL
LOAD DATA INFILE '/import/employees.csv'
INTO TABLE employees
FIELDS TERMINATED BY ','
LINES TERMINATED BY '\n'
IGNORE 1 ROWS;
5. Performance Tips for Bulk Loading
| Best Practice | Avoid This |
|---|---|
| Disable indexes before loading | Loading into indexed tables (slow) |
Use IGNORE or REPLACE options (MySQL) | Allowing duplicate key errors |
| Use batch commits or minimal logging | Logging every row change (SQL Server) |
| Clean and validate CSV format before load | Loading malformed data files |
| Use staging tables for validation | Writing directly to production tables |
6. Security Considerations
- MySQL may disable
LOAD DATA LOCALby default for security reasons. - SQL Server may restrict bulk inserts without proper permissions (
BULKADMINrole). - File paths must be accessible to the database service (local or remote execution may vary).
7. LOAD vs INSERT β Performance Comparison
| Method | Speed | Use Case |
|---|---|---|
INSERT INTO | Slow | Small sets, manual inserts |
LOAD DATA INFILE | Very Fast | Large CSV/file-based imports |
BULK INSERT | Very Fast | SQL Server-specific bulk loading |
Summary β Recap & Next Steps
Using LOAD DATA and BULK INSERT dramatically improves performance when importing large datasets. These tools are essential for ETL pipelines, initial data loads, and batch data migration.
Key Takeaways:
LOAD DATA(MySQL) andBULK INSERT(SQL Server) are optimized for importing files.- Specify field and row delimiters carefully.
- Always validate data files and permissions before loading.
Real-World Relevance:
Used in data warehousing, reporting systems, and legacy migrations to move data at scale without heavy scripting.
FAQ β SQL LOAD DATA / BULK INSERT
Can I skip the header row in CSV during import?
Yes:
- MySQL:
IGNORE 1 ROWS - SQL Server:
FIRSTROW = 2
What permissions do I need for BULK INSERT?
You must be in the BULKADMIN role or have appropriate file access permissions in SQL Server.
Whatβs the difference between LOAD DATA and INSERT INTO ... SELECT?
LOAD DATA reads from files, while INSERT INTO ... SELECT copies between tables.
Does LOAD DATA INFILE work remotely?
Only if LOCAL is enabled (LOAD DATA LOCAL INFILE), and client/server both support it.
How can I prevent duplicate rows?
Use:
IGNOREto skip duplicatesREPLACEto overwrite duplicates (MySQL)
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