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Python Code Samples

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16 matches
Files & data easy

Create an In-Memory SQLite Table and Query It in Python

This code creates an in-memory SQLite database, defines an employees table, inserts sample rows, and runs a filtered query with sorted results.

sqlite in-memory database
Python
import sqlite3

conn = sqlite3.connect(":memory:")
cursor = conn.cursor()

cursor.execute("""
    CREATE TABLE employees (
        id INTEGER PRIMARY KEY,
        name TEXT NOT NULL,
        department TEXT NOT NULL,
        salary REAL
    )
""")

employees = [
    (1, "Alice", "Engineering", 95000),
    (2, "Bob", "…
11 0 Open
Files & data easy

Export SQLite Query Results to CSV in Python

Connects to a SQLite database, runs a query, and writes the result rows and column headers to a CSV file using the standard library.

sqlite csv export
Python
import sqlite3
import csv

def export_query_to_csv(db_path, query, csv_path):
    conn = sqlite3.connect(db_path)
    cursor = conn.cursor()
    cursor.execute(query)

    rows = cursor.fetchall()
    column_names = [description[0] for description in cursor.description]

    with open(csv_path, 'w', newline='', encodi…
17 0 Open
Files & data easy

How to Bulk Insert Rows into SQLite in Python

Insert many rows into an SQLite table in one call with cursor.executemany, then verify them with a SELECT query.

sqlite bulk-insert database
Python
import sqlite3

# Create an in-memory database and a table
conn = sqlite3.connect(":memory:")
cursor = conn.cursor()
cursor.execute("CREATE TABLE products (name TEXT, price REAL, quantity INTEGER)")

# Data to insert in bulk
products = [
    ("Laptop", 999.99, 5),
    ("Mouse", 19.99, 50),
    ("Keyboard", 49.99, 30),…
13 0 Open
Files & data easy

Parameterize SQL queries in Python to prevent SQL injection

Safely fetch users from a SQLite database using parameterized queries to prevent SQL injection attacks.

sqlite3 sql injection parameterized query
Python
import sqlite3

def get_users_by_name(name):
    """Fetch users safely using parameterized query."""
    conn = sqlite3.connect(':memory:')
    cursor = conn.cursor()
    
    # Create sample table and data
    cursor.execute('CREATE TABLE users (id INTEGER, name TEXT)')
    cursor.executemany('INSERT INTO users (name…
15 0 Open
Files & data easy

Read SQLite database with sqlite3 module in Python

Connect to a SQLite database and query rows with the standard library sqlite3 module, returning results as dictionaries.

sqlite database stdlib
Python
import sqlite3
from pathlib import Path

# Create an in-memory database and a sample table
connection = sqlite3.connect(":memory:")
cursor = connection.cursor()

cursor.execute("""
CREATE TABLE employees (
    id INTEGER PRIMARY KEY,
    name TEXT NOT NULL,
    department TEXT NOT NULL,
    salary REAL
)
""")

# Inser…
17 0 Open
Automation & scripting easy

How to Backup an SQLite Database with a Timestamp in Python

Backs up an SQLite database file to a timestamped copy using the sqlite3 backup API.

sqlite backup automation
Python
import sqlite3
import shutil
from datetime import datetime
from pathlib import Path

def backup_database(db_path: str, backup_dir: str = "backups") -> Path:
    db = Path(db_path)
    backup_folder = Path(backup_dir)
    backup_folder.mkdir(exist_ok=True)
    
    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
 …
13 0 Open
Automation & scripting easy

Restore sqlite from latest backup file in Python

This script finds the most recently modified backup file in a directory and restores it to the main database path, then verifies the restored data.

sqlite backup file-io
Python
import sqlite3
import glob
import os
import shutil

def restore_latest_backup(db_path, backup_dir):
    backups = sorted(glob.glob(os.path.join(backup_dir, "*.db")), key=os.path.getmtime)
    if not backups:
        raise FileNotFoundError("No backup files found")
    latest = backups[-1]
    shutil.copy2(latest, db_p…
14 0 Open
Data pipelines & processing easy

How to Implement Incremental Load with Watermark by updated_at in Python

Load only new or changed rows into SQLite by comparing an updated_at timestamp against a stored watermark, returning counts and the new watermark.

incremental-load watermark sqlite
Python
import sqlite3
from datetime import datetime, timedelta


def watermark_incremental_load(db_path, table_name, last_watermark, source_data):
    """Load only rows with updated_at greater than the last watermark."""
    conn = sqlite3.connect(db_path)
    cursor = conn.cursor()

    # Create table if it doesn't exist
  …
12 0 Open
Observability & SRE easy

How to Create a Deep Health Check Database in Python

Setup a SQLite-backed health check database, insert mock data with response times and statuses, and generate a report ordered by most recent check.

sqlite health-check database
Python
import sqlite3
from datetime import datetime, timedelta
from pathlib import Path

DB_PATH = Path("deep_health_check.db")


def setup_database():
    conn = sqlite3.connect(DB_PATH)
    cursor = conn.cursor()
    cursor.execute("""
        CREATE TABLE IF NOT EXISTS health_checks (
            id INTEGER PRIMARY KEY AU…
13 0 Open
Microservices patterns easy

How to Demonstrate the Shared Database Antipattern in Python

This code simulates a shared database where multiple services write and read the same SQLite table, illustrating tight coupling and its pitfalls.

microservices database antipatterns
Python
import sqlite3
from pathlib import Path

def create_shared_db(db_path: Path) -> None:
    """Mock demonstrating the shared database antipattern where multiple
    services access the same database, causing tight coupling."""
    conn = sqlite3.connect(db_path)
    cur = conn.cursor()
    cur.execute("""
        CREATE…
13 0 Open
Big data & Spark easy

How to select specific columns in Python with SQLite

A reusable function that connects to a SQLite database and returns only the requested columns from a given table.

sqlite sql database
Python
import sqlite3

def select_pruned_columns(db_path, table, columns):
    with sqlite3.connect(db_path) as conn:
        cursor = conn.cursor()
        col_list = ", ".join(columns)
        query = f"SELECT {col_list} FROM {table}"
        return cursor.execute(query).fetchall()

if __name__ == "__main__":
    conn = sq…
15 0 Open
Database scaling & optimization easy

Database indexing and query timing optimization in Python

Create SQLite indexes and time query performance to measure speedup for large table lookups in Python.

sqlite indexing query optimization
Python
import sqlite3
import time


def time_query(db_path, query, params=()):
    conn = sqlite3.connect(db_path)
    conn.execute("PRAGMA journal_mode = WAL")
    start = time.perf_counter()
    result = conn.execute(query, params).fetchall()
    elapsed = time.perf_counter() - start
    conn.close()
    return result, ela…
14 0 Open
Database scaling & optimization easy

How to Avoid SELECT * and Mock SQL Column Queries in Python

Mock a SQLite cursor to verify that queries specify explicit columns instead of using SELECT *.

sqlite mock testing
Python
import sqlite3
from unittest.mock import Mock, patch


def get_user_emails(connection):
    """Fetch only the required columns instead of SELECT *."""
    cursor = connection.cursor()
    cursor.execute("SELECT email FROM users")
    return [row[0] for row in cursor.fetchall()]


def test_get_user_emails_specific_colu…
13 0 Open
Database scaling & optimization easy

How to Create a Database Helper Class for Beginners in Python

Build a beginner-friendly SQLite helper class with indexing and batch inserts to optimize database queries in Python.

sqlite database indexing
Python
import sqlite3


class DatabaseHelper:
    def __init__(self, db_path):
        self.connection = sqlite3.connect(db_path)
        self.cursor = self.connection.cursor()

    def create_table_with_index(self, table_name, columns, indexed_column):
        columns_sql = ", ".join(f"{name} {dtype}" for name, dtype in col…
13 0 Open
Database scaling & optimization easy

How to Insert a Mock Route Record Using SQLite in Python

This code creates an in-memory SQLite table for routes and inserts a mock route record, returning the inserted row for verification.

sqlite database insert
Python
import sqlite3
from datetime import datetime

def insert_mock_record(db_path=":memory:"):
    conn = sqlite3.connect(db_path)
    cursor = conn.cursor()
    cursor.execute("""
        CREATE TABLE IF NOT EXISTS routes (
            id INTEGER PRIMARY KEY AUTOINCREMENT,
            origin TEXT NOT NULL,
            des…
14 0 Open
Database scaling & optimization easy

How to Optimize SQLite Database Performance in Python

A Python helper that creates an index, enables WAL mode, and tunes synchronous settings to optimize SQLite database performance.

sqlite database optimization
Python
import sqlite3

DATABASE_PATH = "beginners.db"
UNOPTIMIZED_TABLE_SCHEMA = """
CREATE TABLE IF NOT EXISTS users (
    id INTEGER PRIMARY KEY,
    name TEXT NOT NULL,
    email TEXT NOT NULL
)
"""


def optimize_database(db_path: str = DATABASE_PATH) -> dict:
    with sqlite3.connect(db_path) as connection:
        curs…
14 0 Open

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