Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
The Ultimate Python Database Toolkit: SQLAlchem...
Search
Kod.io Linz
March 01, 2014
Programming
320
1
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
The Ultimate Python Database Toolkit: SQLAlchemy - Muhammet Sena Aydın
Kod.io Linz
March 01, 2014
More Decks by Kod.io Linz
See All by Kod.io Linz
Kod.io Linz closing notes - Floor Drees
kodio_linz
0
200
Make yours and other people's life easier! Do support! - Mike Adolphs
kodio_linz
0
150
Objective-C for Rubyists - Mikael Konutgan
kodio_linz
0
180
How to become a better developer - Markus Prinz
kodio_linz
1
140
10 things I didn’t know about HTML, CSS, and JavaScript - Mathias Bynens
kodio_linz
5
360
Docker; The Shipping - Andreas Tiefenthaler
kodio_linz
1
170
How to Get More Women in Tech in 5 Steps - Anika Lindtner
kodio_linz
0
710
RubyMotion’s Secret Sauce - Joshua Ballenco
kodio_linz
0
320
Fly, you tools - Piotr Szotkowski
kodio_linz
1
290
Other Decks in Programming
See All in Programming
DynamoDBの基礎を振り返りながらベクトル検索機能を理解する
musan
3
260
ソフトウェアエンジニアにとっての生成AI - 特性を知って使い倒す / generative ai for software enginner
kishida
7
2.3k
20260828_品質と開発生産性を両立させる、AI時代のE2Eテストの考え方
magicpod
0
140
AWS DevOps Agentで インシデント対応をAIに任せたい
honmarkhunt
5
1.1k
typoなんかねぇよ
raspython3
0
660
コンパウンドプロダクト開発のためのローカルプロセスマネージャー再発明 #layerxgo
izumin5210
0
630
型解析で実現する Go の言語内 DSL / Conference に Go! タイムテーブルの歩き方 for Gophers
mazrean
0
130
AWS Step Functions 大規模並列の壁を越える / jaws-sonic-2026-niigata-step-functions
kasacchiful
PRO
0
350
【DroidKaigi 2026】「アクセシビリティを利用するとき、 アクセシビリティもまたこちらを利用している」 〜マルウェアによる攻撃と防衛について〜
halunoyo
0
360
Kiroで創り、AgentCoreで繋ぐ!AWSで実践する「AI-DLC」から「AIエージェント統合」までの最新地図
licux
2
310
Deep dive into the select statement (GopherCon UK)
jespino
0
170
MySQLとPostgreSQLって何が違うの?
akagami
PRO
0
160
Featured
See All Featured
Jamie Indigo - Trashchat’s Guide to Black Boxes: Technical SEO Tactics for LLMs
techseoconnect
PRO
0
660
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
333
23k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
12
1.3k
Intergalactic Javascript Robots from Outer Space
tanoku
273
27k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
287
14k
How to optimise 3,500 product descriptions for ecommerce in one day using ChatGPT
katarinadahlin
PRO
2
3.8k
Neural Spatial Audio Processing for Sound Field Analysis and Control
skoyamalab
0
460
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
davidcarrasco
0
240
Digital Ethics as a Driver of Design Innovation
axbom
PRO
1
410
Paper Plane
katiecoart
PRO
2
53k
Measuring & Analyzing Core Web Vitals
bluesmoon
9
990
The Cult of Friendly URLs
andyhume
79
7k
Transcript
SQLAlchemy SQLAlchemy The Python SQL Toolkit and Object Relational Mapper
SQLAlchemy SQLAlchemy Muhammet S. AYDIN Python Developer @ Metglobal @mengukagan
SQLAlchemy SQLAlchemy • No ORM Required • Mature • High
Performing • Non-opinionated • Unit of Work • Function based query construction • Modular
SQLAlchemy SQLAlchemy • Seperation of mapping & classes • Eager
loading & caching related objects • Inheritance mapping • Raw SQL
SQLAlchemy SQLAlchemy Drivers: PostgreSQL MySQL MSSQL SQLite Sybase Drizzle Firebird
Oracle
SQLAlchemy SQLAlchemy Core Engine Connection Dialect MetaData Table Column
SQLAlchemy SQLAlchemy Core Engine Starting point for SQLAlchemy app. Home
base for the database and it's API.
SQLAlchemy SQLAlchemy Core Connection Provides functionality for a wrapped DB-API
connection. Executes SQL statements. Not thread-safe.
SQLAlchemy SQLAlchemy Core Dialect Defnes the behavior of a specifc
database and DB-API combination. Query generation, execution, result handling, anything that differs from other dbs is handled in Dialect.
SQLAlchemy SQLAlchemy Core MetaData Binds to an Engine or Connection.
Holds the Table and Column metadata in itself.
SQLAlchemy SQLAlchemy Core Table Represents a table in the database.
Stored in the MetaData.
SQLAlchemy SQLAlchemy Core Column Represents a column in a database
table.
SQLAlchemy SQLAlchemy Core Creating an engine:
SQLAlchemy SQLAlchemy Core Creating tables Register the Table with MetaData.
Defne your columns. Call metadata.create_all(engine) or table.create(engine)
SQLAlchemy SQLAlchemy Core Creating tables
SQLAlchemy SQLAlchemy Core More on Columns Columns have some important
parameters. index=bool, nullable=bool, unique=bool, primary_key=bool, default=callable/scalar, onupdate=callable/scalar, autoincrement=bool
SQLAlchemy SQLAlchemy Core Column Types Integer, BigInteger, String, Unicode, UnicodeText,
Date, DateTime, Boolean, Text, Time and All of the SQL std types.
SQLAlchemy SQLAlchemy Core Insert insert = countries_table.insert().values( code='TR', name='Turkey') conn.execute(insert)
SQLAlchemy SQLAlchemy Core Select select([countries_table]) select([ct.c.code, ct.c.name]) select([ct.c.code.label('c')])
SQLAlchemy SQLAlchemy Core Select select([ct]).where(ct.c.region == 'Europe & Central Asia')
select([ct]).where(or_(ct.c.region.ilike('%euro pe%', ct.c.region.ilike('%asia%')))
SQLAlchemy SQLAlchemy Core Select A Little Bit Fancy select([func.count(ct.c.id).label('count'), ct.c.region]).group_by(ct.c.region).order_by('
count DESC') SELECT count(countries.id) AS count, countries.region FROM countries GROUP BY countries.region ORDER BY count DESC
SQLAlchemy SQLAlchemy Core Update ct.update().where(ct.c.id == 1).values(name='Turkey', code='TUR')
SQLAlchemy SQLAlchemy Core Cooler Update case_list = [(pt.c.id == photo_id,
index+1) for index, photo_id in enumerate(order_list)] pt.update().values(photo_order=case(case_list)) UPDATE photos SET photo_order=CASE WHEN (photos.id = :id_1) THEN :param_1 WHEN (photos.id = :id_2) THEN :param_2 END
SQLAlchemy SQLAlchemy Core Delete ct.delete().where(ct.c.id_in([60,71,80,97]))
SQLAlchemy SQLAlchemy Core Joins select([ct.c.name, dt.c.data]).select_from(ct.join(dt)).where(ct.c .code == 'TRY')
SQLAlchemy SQLAlchemy Core Joins select([ct.c.name, dt.c.data]).select_from(join(ct, dt, ct.c.id == dt.c.country_id)).where(ct.c.code
== 'TRY')
SQLAlchemy SQLAlchemy Core Func A SQL function generator with attribute
access. simply put: func.count() becomes COUNT().
SQLAlchemy SQLAlchemy Core Func select([func.concat_ws(“ -> “, ct.c.name, ct.c.code)]) SELECT
concat_ws(%(concat_ws_2)s, countries.name, countries.code) AS concat_ws_1 FROM countries
SQLAlchemy SQLAlchemy ORM - Built on top of the core
- Applied usage of the Expression Language - Class declaration - Table defnition is nested in the class
SQLAlchemy SQLAlchemy ORM Defnition
SQLAlchemy SQLAlchemy ORM Session Basically it establishes all connections to
the db. All objects are kept on it through their lifespan. Entry point for Query.
SQLAlchemy SQLAlchemy ORM Master / Slave Connection? master_session = sessionmaker(bind=engine1)
slave_session = sessionmaker(bind=engine2) Session = master_session() SlaveSession = slave_session()
SQLAlchemy SQLAlchemy ORM Querying Session.query(Country).flter(Country.name.s tartswith('Tur')).all() Session.query(func.count(Country.id)).one() Session.query(Country.name, Data.data).join(Data).all()
SQLAlchemy SQLAlchemy ORM Querying Session.query(Country).flter_by(id=1).updat e({“name”: “USA”}) Session.query(Country).flter(~Country.regio n.in_('Europe &
Central Asia')).delete()
SQLAlchemy SQLAlchemy ORM Relationships: One To Many
SQLAlchemy SQLAlchemy ORM Relationships: One To One
SQLAlchemy SQLAlchemy ORM Relationships: Many To Many
SQLAlchemy SQLAlchemy ORM Relationships: Many To Many
SQLAlchemy SQLAlchemy ORM Relationship Loading
SQLAlchemy SQLAlchemy ORM Relationship Loading
SQLAlchemy SQLAlchemy ORM More? http://sqlalchemy.org http://github.com/zzzeek/sqlalchemy irc.freenode.net #sqlalchemy