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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8"/>
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="description"
content="Chapter 20 of Python Zero to Hero: learn to connect to relational databases with sqlite3, use SQLAlchemy Core & ORM, and manage migrations."/>
<meta name="keywords"
content="Python, sqlite3, SQL, SQLAlchemy, ORM, database, CRUD, alembic, schema, sessions"/>
<meta name="author" content="Luca Bocaletto"/>
<title>Chapter 20 – Database Access & ORMs | Python Zero to Hero</title>
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<header class="my-4">
<h1 class="display-6">Chapter 20: Database Access & ORMs</h1>
<p class="text-muted">
Connect to relational databases with built-in sqlite3, explore SQLAlchemy Core & ORM, and manage schema migrations.
</p>
<a href="src/chapter20.py" download
class="btn btn-outline-primary btn-sm btn-py">
Download <code>chapter20.py</code>
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<hr>
</header>
<!-- Objectives -->
<section id="objectives" class="mb-5">
<h2>Objectives</h2>
<ul>
<li>Use <code>sqlite3</code> to open connections, execute queries & transactions.</li>
<li>Perform CRUD operations with raw SQL.</li>
<li>Define tables & run queries using SQLAlchemy Core.</li>
<li>Map Python classes to tables via SQLAlchemy ORM.</li>
<li>Configure and run Alembic migrations.</li>
</ul>
</section>
<!-- 1. sqlite3 Basics -->
<section id="sqlite3" class="mb-5">
<h2>1. sqlite3 Basics</h2>
<pre><code class="python">import sqlite3
# connect (creates file if needed)
conn = sqlite3.connect('app.db')
cur = conn.cursor()
# create table
cur.execute('''
CREATE TABLE IF NOT EXISTS users (
id INTEGER PRIMARY KEY,
name TEXT NOT NULL,
email TEXT UNIQUE
)
''')
conn.commit()
# insert and query
cur.execute("INSERT INTO users (name,email) VALUES (?,?)",
("Alice","alice@example.com"))
conn.commit()
cur.execute("SELECT id,name FROM users")
print(cur.fetchall())
# cleanup
cur.close()
conn.close()</code></pre>
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<section id="transactions" class="mb-5">
<h2>2. Transactions & Context Managers</h2>
<pre><code class="python">from sqlite3 import connect
# context manager on connection commits or rolls back
with connect('app.db') as conn:
cur = conn.cursor()
cur.execute("UPDATE users SET name=? WHERE id=?",
("Alice Smith", 1))
# connection closed automatically</code></pre>
<p>Exceptions inside the <code>with</code> block trigger rollback.</p>
</section>
<!-- 3. SQLAlchemy Core -->
<section id="core" class="mb-5">
<h2>3. SQLAlchemy Core</h2>
<pre><code class="python">from sqlalchemy import (
create_engine, MetaData, Table, Column, Integer, String, select
)
engine = create_engine('sqlite:///app.db', echo=True)
metadata = MetaData()
users = Table(
'users', metadata,
Column('id', Integer, primary_key=True),
Column('name', String),
Column('email', String, unique=True)
)
metadata.create_all(engine)
# insert and select
with engine.connect() as conn:
conn.execute(users.insert(), [
{"name":"Bob","email":"bob@example.com"}
])
result = conn.execute(select(users)).fetchall()
print(result)</code></pre>
</section>
<!-- 4. SQLAlchemy ORM -->
<section id="orm" class="mb-5">
<h2>4. SQLAlchemy ORM</h2>
<pre><code class="python">from sqlalchemy.orm import (
declarative_base, sessionmaker
)
from sqlalchemy import Column, Integer, String, create_engine
Base = declarative_base()
engine = create_engine('sqlite:///app.db', echo=False)
Session = sessionmaker(bind=engine)
class User(Base):
__tablename__ = 'users'
id = Column(Integer, primary_key=True)
name = Column(String, nullable=False)
email = Column(String, unique=True)
Base.metadata.create_all(engine)
# CRUD using Session
session = Session()
new_user = User(name="Carol", email="carol@example.com")
session.add(new_user)
session.commit()
users = session.query(User).filter_by(name="Carol").all()
print(users)
session.close()</code></pre>
</section>
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<section id="alembic" class="mb-5">
<h2>5. Alembic Migrations</h2>
<pre><code class="bash"># install alembic
pip install alembic
# initialize
alembic init migrations
# edit alembic.ini to point to sqlite:///app.db,
# then auto-generate a migration
alembic revision --autogenerate -m "create users table"
# apply migration
alembic upgrade head</code></pre>
<p>Use migrations to evolve schema safely over time.</p>
</section>
<!-- Exercises -->
<section id="exercises" class="mb-5">
<h2>Exercises</h2>
<ol>
<li>Write a script to insert, update & delete records in sqlite3 and print results.</li>
<li>Recreate the same operations using SQLAlchemy Core.</li>
<li>Define a <code>Product</code> ORM model and query by price range.</li>
<li>Create a new Alembic revision to add a "created_at" timestamp column.</li>
</ol>
</section>
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