Suppose we decided to implement a site with ads and want to allow our users to create ads. We already know how to output a page with a form to add an ad. We need to generate HTML using the templating tool. But what do we do after the form data arrives at the server? Where do we store them? We'll get to the bottom of this question in this lesson.
What is a DBMS?
The easiest way to look at it is by using files as an example. We can write all events to a file and read from it when output. This approach has many drawbacks and is very inconvenient to work with. The correct way to work with data is with a database. It is stored in files too, but this process is 100% controlled by a DBMS (database management system). It is the one you need to install before you start work.
The most common systems on the web are PostgreSQL and MySQL. We won't discuss it here because configuring and installing a DBMS isn't as trivial as installing an interpreter. You can find many ready-made instructions on DBMS installation on your operating system.
DBMSs start as separate programs and have a life of their own. These systems can serve many different databases. Usually, one site uses one database, but we can store many databases from several sites in one DBMS. You can interact with a particular database in two ways:
-
Run the DBMS command shell, which allows you to interactively work with commands, write and read data, add a user to the system, and so on. When connecting or after connecting, you need to select the database you want to interact with:
-
Connect to the DBMS from your program using a driver — a library that communicates with the DBMS. It has a relatively simple interface for performing queries and getting results. Below we'll see how this approach works in practice.
Relationships within the database
PostgreSQL and MySQL belong to the class of relational databases because these DBMSs work based on relational algebra. Without going into theory, we'll say that the data in relational databases store their data in the form of tables. This format is familiar to everyone who has used Microsoft Excel or Google Sheets.
Each table in such a database has its name and a set of named columns. We can refer to columns in a database as fields. For example, we can create a table with ads, give it the name ads and place the following data:
Each row in the table is independent and represents a complete data set. It is a single declaration in our case. Programmers commonly refer to lines as records.
Note the id field. We use it to identify a particular line. DBMSs contain mechanisms that allow us to automatically generate the identifier when we insert data into the database. Typically, we use identifiers in page addresses. For example, the http://myavito.ru/ads/53 address will display the ad with an id of 53.
SQL Language
Any manipulation of tables in relational databases is done using SQL (Structured Query Language). Once you open the DBMS command shell, you can try to execute the following queries. Let's take this example and assume that we have already created the ads table:
As you can see, SQL is a simple language. It is easy to understand without unnecessary explanations. Of course, you'll have to sweat a lot over complex SQL queries, but in most cases, SQL is simple enough.
Driver
While we can execute SQL queries directly from within the base shell, we can't do it from within the code. We need a driver that will pass our SQL to the database and return a response. But before sending a request, you must enter the correct username and password to connect to the database.
DBMSs are multi-user systems with an advanced rights system, so security is essential when working with the database. Data is the most valuable thing in an app. If the data is lost, the business may cease to exist. Let's take the postgres driver (third-party package). It allows you to work with PostgreSQL somehow:
What novice developers need to know
Don't feel bad if you don't understand most of the things described here.
The main thing is that you realize how difficult it is to jump into real-life development. A novice developer needs a lot of preparation beforehand. Here are some new topics that you need to learn to write code without having issues:
- Databases — installation and configuration, user management, operating sockets
- Operating networks
- SQL, including the basics of set theory
- Concepts of normalizing and denormalizing data — normalized forms, keys, and indices
- Serialization and deserialization
- Idempotency
- Fluent Interface
- Iterator
- Shielding, SQL Injection, and other security-related topics
<!DOCTYPE html>
<html class="h-100" data-bs-theme="light" data-mantine-color-scheme="light" lang="en" prefix="og: https://ogp.me/ns#">
<head>
<meta content="width=device-width, initial-scale=1.0" name="viewport">
<meta content="IE=Edge" http-equiv="X-UA-Compatible">
<link crossorigin="true" href="https://cdn.hexlet.io" rel="preconnect">
<meta content="aa2vrdtq64dub8knuf83lwywit311w" name="facebook-domain-verification">
<link href="/favicon.ico" rel="icon" sizes="any">
<link href="/favicon.svg" rel="icon" type="image/svg+xml">
<link href="/apple-touch-icon.png" rel="apple-touch-icon">
<link href="/manifest.webmanifest" rel="manifest">
<script>
//<![CDATA[
window.gon={};gon.ym_counter="25559621";gon.is_bot=true;gon.applications={};gon.current_user={"id":null,"last_viewed_notification_id":null,"email":null,"state":null,"first_name":"","last_name":"","current_program":null,"current_team":null,"full_name":"","guest":true,"can_use_paid_features":false,"is_hexlet_employee":false,"sanitized_phone_number":"","can_subscribe":true,"can_renew_education":false};gon.token="nJQjy2Js9cR910xqzp0vE1owMVj2sC-WBipKArWHuW7PUk79QwfOJBrds4J8AxjSVpq_AzquNZqkr4AR-FtmtQ";gon.locale="en";gon.language="en";gon.theme="light";gon.rails_env="production";gon.mobile=false;gon.google={"analytics_key":"UA-1360700-51","optimize_key":"GTM-5QDVFPF"};gon.captcha={"google_v3_site_key":"6LenGbgZAAAAAM7HbrDbn5JlizCSzPcS767c9vaY","yandex_site_key":"ysc1_Vyob5ZPPUdPBsu0ykt8bVFdzsfpoVjQChLGl2b4g19647a89","verification_failed":null};gon.social_signin=false;gon.typoreporter_google_form_id="1FAIpQLScNwxM8rjQRRWqW5G6dn6-0NvLUblFemy7EvA9VsJ7Ov5wXqA";
//]]>
</script>
<meta charset="utf-8">
<title>DBMS | Key Aspects of Web Development in Python</title>
<meta name="description" content="DBMS / Key Aspects of Web Development in Python: Learning about databases and ways to work with them">
<link rel="canonical" href="https://hexlet.io/courses/python-overview-of-web-development/lessons/db/theory_unit">
<meta name="robots" content="noarchive">
<meta property="og:title" content="DBMS">
<meta property="og:title" content="Key Aspects of Web Development in Python">
<meta property="og:description" content="DBMS / Key Aspects of Web Development in Python: Learning about databases and ways to work with them">
<meta property="og:url" content="https://hexlet.io/courses/python-overview-of-web-development/lessons/db/theory_unit">
<meta name="csrf-param" content="authenticity_token" />
<meta name="csrf-token" content="Xzr20HnJ-HYlP50XVreaYZe5SbaEFKzTlQ6Ut1KkhRMM_JvmWKLDlkI1Yv_kKa2gmxPH7UgKtt83i16kH3hayA" />
<script src="/vite/assets/inertia-CgrHVkgd.js" crossorigin="anonymous" type="module"></script><link rel="modulepreload" href="/vite/assets/chunk-DsPFFUou.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/preload-helper-C1cfMHAs.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/init-0bhwJkNI.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/ahoy-BXKrsWjp.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/analytics-Du9ljYPK.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/ErrorFallbackBlock-V3hfk_CP.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/RootLayout-CUZzAr0T.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/Surface-DbDKujDz.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/gon-B-jV56Ol.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/mantine-DOJkeu70.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/utils-ClTF9s_T.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/routes-mvvEXZQ8.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/index.esm-DATLpQdV.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/Modal-BhY0AP_c.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/Textarea-P1s4q94S.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/exports-BsSGGK2I.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/dayjs.min-Bfba02I7.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/client-CYyKzrjQ.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/react-dom-SJZekO2j.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/useTranslation-bo78L81P.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/compiler-runtime-BhqaZ6vG.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/jsx-runtime-DlXMvSuQ.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/react-CFtMU8gd.js" as="script" crossorigin="anonymous">
<link rel="stylesheet" href="/vite/assets/application-BhDYOUva.css" />
<script src="/vite/assets/application-ZyVHkzwO.js" crossorigin="anonymous" type="module"></script><link rel="modulepreload" href="/vite/assets/chunk-DsPFFUou.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/autocomplete-BokUl44d.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/routes-mvvEXZQ8.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/createPopper-gQnwoPhY.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/js.cookie-CB1F2-VC.js" as="script" crossorigin="anonymous"><link rel="stylesheet" href="/vite/assets/application-BhDYOUva.css" media="screen" />
<!-- Google Tag Manager - deferred -->
<script>
// dataLayer stub сразу — пуши работают до загрузки скрипта
window.dataLayer = window.dataLayer || [];
// Сам скрипт — отложенно после load
window.addEventListener('load', function() {
setTimeout(function() {
dataLayer.push({'gtm.start': new Date().getTime(), event: 'gtm.js'});
var j = document.createElement('script');
j.async = true;
j.src = 'https://www.googletagmanager.com/gtm.js?id=GTM-WK88TH';
document.head.appendChild(j);
}, 1500);
});
</script>
<!-- End Google Tag Manager -->
</head>
<body>
<!-- Google Tag Manager (noscript) -->
<noscript>
<iframe height="0" src="https://www.googletagmanager.com/ns.html?id=GTM-WK88TH" style="display:none;visibility:hidden" width="0"></iframe>
</noscript>
<!-- End Google Tag Manager (noscript) -->
<header class="sticky-top bg-body">
<nav class="navbar navbar-expand-lg">
<div class="container-xxl">
<a class="navbar-brand" href="/"><img alt="Hexlet logo" height="24" src="https://hexlet.io/vite/assets/logo_en_light-FS-yL6XB.svg" width="96">
</a><button aria-controls="collapsable" aria-expanded="false" aria-label="Menu" class="navbar-toggler border-0 mb-0 mt-1" data-bs-target="#collapsable" data-bs-toggle="collapse">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse" id="collapsable">
<ul class="navbar-nav mb-lg-0 mt-lg-1">
<li class="nav-item dropdown">
<button aria-haspopup class="btn nav-link" data-bs-toggle="dropdown" type="button">
All courses
<span class="bi bi-chevron-down align-middle ms-1"></span>
</button>
<ul class="dropdown-menu">
<li>
<a class="dropdown-item d-flex py-2" href="/courses"><div class="fw-bold me-auto">Everything</div>
<div class="text-muted">8</div>
</a></li>
<li>
<hr class="dropdown-divider">
</li>
<li class="dropdown-item">
<b>Popular categories</b>
</li>
<li>
<a class="dropdown-item py-2" href="/courses_backend-development">Backend Development
</a></li>
<li>
<a class="dropdown-item py-2" href="/courses_devops">DevOps
</a></li>
<li>
<a class="dropdown-item py-2" href="/courses_frontend-development">Frontend Development
</a></li>
<li>
<a class="dropdown-item py-2" href="/courses_testing">Testing
</a></li>
<li>
<hr class="dropdown-divider">
</li>
<li class="dropdown-item">
<b>Popular courses</b>
</li>
<li>
<a class="dropdown-item py-2" href="/programs/frontend">Frontend Developer
</a></li>
</ul>
</li>
<li class="nav-item dropdown">
<button aria-haspopup class="btn nav-link" data-bs-toggle="dropdown" type="button">
About Hexlet
<span class="bi bi-chevron-down align-middle"></span>
</button>
<ul class="dropdown-menu bg-body">
<li>
<a class="dropdown-item py-2" href="/pages/about">About company
</a></li>
<li>
<a class="dropdown-item py-2" href="/blog">Blog
</a></li>
<li>
<span class="dropdown-item py-2 external-link" data-href="https://special.hexlet.io/hse-research" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.results">Results</span>
</span></li>
<li>
<span class="dropdown-item py-2 external-link" data-href="https://career.hexlet.io" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.career">Career</span>
</span></li>
<li>
<a class="dropdown-item py-2" href="/testimonials">Testimonials
</a></li>
<li>
<span class="dropdown-item py-2 external-link" data-href="https://t.me/hexlet_help_bot" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.support">Support</span>
</span></li>
<li>
<span class="dropdown-item py-2 external-link" data-href="https://special.hexlet.io/referal-program/?promo_creative=priglasite-druzei&promo_name=referal-program&promo_position=promo_position&promo_start=010724&promo_type=link" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.referal_program">Referal Program</span>
</span></li>
<li>
<span class="dropdown-item py-2 external-link" data-href="https://special.hexlet.io/certificate" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.certificates">Certificates</span>
</span></li>
<li>
<span class="dropdown-item py-2 external-link" data-href="https://hh.ru/employer/4307094" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.vacancies">Vacancies</span>
</span></li>
<li>
<span class="dropdown-item d-flex external-link" rel="noopener noreferrer nofollow" data-href="https://b2b.hexlet.io" data-target="_blank" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.teams">Teams</span>
</span></li>
<li>
<span class="dropdown-item d-flex external-link" rel="noopener noreferrer nofollow" data-href="https://hexly.ru/" data-target="_blank" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.college">College</span>
</span></li>
<li>
<span class="dropdown-item d-flex external-link" rel="noopener noreferrer nofollow" data-href="https://hexlyschool.ru/" data-target="_blank" role="button"><span class="translation_missing" title="translation missing: en.layouts.header.private_school">Private School</span>
</span></li>
</ul>
</li>
</ul>
<ul class="navbar-nav flex-lg-row align-items-lg-center gap-2 ms-auto">
<li>
<a class="nav-link" aria-label="Switch theme" href="/theme/switch?new_theme=dark"><span aria-hidden="true" class="bi bi-moon"></span>
</a></li>
<li>
<span data-target="_self" class="nav-link external-link" data-href="/u/new" role="button"><span>Sign up</span>
</span></li>
<li>
<span data-target="_self" class="nav-link external-link" data-href="https://hexlet.io/session/new" role="button"><span>Sign in</span>
</span></li>
</ul>
</div>
</div>
</nav>
</header>
<div class="x-container-xxxl">
</div>
<main class="mb-6 min-vh-100 h-100">
<div id="app" data-page="{"component":"web/courses/lessons/theory_unit","props":{"errors":{},"locale":"en","language":"en","httpsHost":"https://hexlet.io","host":"hexlet.io","colorScheme":"light","auth":{"user":{"id":null,"last_viewed_notification_id":null,"email":null,"state":null,"first_name":"","last_name":"","current_program":null,"current_team":null,"full_name":"","guest":true,"can_use_paid_features":false,"is_hexlet_employee":false,"sanitized_phone_number":"","can_subscribe":true,"can_renew_education":false}},"cloudflareTurnstileSiteKey":"0x4AAAAAAA15KmeFXzd2H0Xo","vkIdClientId":"51586979","yandexIdClientId":null,"formAuthToken":"M87K348KBWvcEOHpm4hKmeZLdH6yIOKk9CViS4GKFpJgCKfprmE-i7saHgEpFn1Y6uH6JX4--KhWoKhYzFbJSQ","topics":[],"lesson":{"exercise":null,"units":[{"id":9053,"name":"theory","url":"/courses/python-overview-of-web-development/lessons/db/theory_unit"},{"id":9893,"name":"quiz","url":"/courses/python-overview-of-web-development/lessons/db/quiz_unit"}],"links":[],"ordered_units":[{"id":9053,"name":"theory","url":"/courses/python-overview-of-web-development/lessons/db/theory_unit"},{"id":9893,"name":"quiz","url":"/courses/python-overview-of-web-development/lessons/db/quiz_unit"}],"id":4021,"slug":"db","state":"approved","name":"DBMS","course_order":500,"goal":"Learning about databases and ways to work with them","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"Suppose we decided to implement a site with ads and want to allow our users to create ads. We already know how to output a page with a form to add an ad. We need to generate HTML using the templating tool. But what do we do after the form data arrives at the server? Where do we store them? We'll get to the bottom of this question in this lesson.\n\n## What is a DBMS?\n\nThe easiest way to look at it is by using files as an example. We can write all events to a file and read from it when output. This approach has many drawbacks and is very inconvenient to work with. The correct way to work with data is with a **database**. It is stored in files too, but this process is 100% controlled by a **DBMS** (_database management system_). It is the one you need to install before you start work.\n\nThe most common systems on the web are **PostgreSQL** and **MySQL**. We won't discuss it here because configuring and installing a DBMS isn't as trivial as installing an interpreter. You can find many ready-made instructions on DBMS installation on your operating system.\n\nDBMSs start as separate programs and have a life of their own. These systems can serve many different databases. Usually, one site uses one database, but we can store many databases from several sites in one DBMS. You can interact with a particular database in two ways:\n\n* Run the DBMS command shell, which allows you to interactively work with commands, write and read data, add a user to the system, and so on. When connecting or after connecting, you need to select the database you want to interact with:\n\n \n\n* Connect to the DBMS from your program using **a driver** — a library that communicates with the DBMS. It has a relatively simple interface for performing queries and getting results. Below we'll see how this approach works in practice.\n\n## Relationships within the database\n\nPostgreSQL and MySQL belong to the class of **relational databases** because these DBMSs work based on relational algebra. Without going into theory, we'll say that the data in relational databases store their data in the form of tables. This format is familiar to everyone who has used Microsoft Excel or Google Sheets.\n\nEach table in such a database has its name and a set of named columns. We can refer to columns in a database as **fields**. For example, we can create a table with ads, give it the name `ads` and place the following data:\n\n| id | telephone | title |\n|----|:---------:|----------------------:|\n| 1 | 132453 | Selling a car |\n| 2 | 342341 | Buying a yacht |\n| 3 | 908324 | Renting a tent |\n\nEach row in the table is independent and represents a complete data set. It is a single declaration in our case. Programmers commonly refer to lines as **records**.\n\nNote the `id` field. We use it to identify a particular line. DBMSs contain mechanisms that allow us to automatically generate the identifier when we insert data into the database. Typically, we use identifiers in page addresses. For example, the `http://myavito.ru/ads/53` address will display the ad with an `id` of `53`.\n\n## SQL Language\n\nAny manipulation of tables in relational databases is done using **SQL** (_Structured Query Language_). Once you open the DBMS command shell, you can try to execute the following queries. Let's take this example and assume that we have already created the `ads` table:\n\n```sql\nSELECT * FROM ads; -- select all records\nSELECT title FROM ads WHERE id = 4; -- select title for a record with an id equal to 4\nSELECT telephone FROM ads ORDER BY id DESC; -- select all phone numbers by sorting them by id field in reverse order\n\nINSERT INTO ads (telephone, title) VALUES (\"392503\", \"I'll buy an elephant\"); -- Insert a new entry in the ads table\n\nDELETE FROM ads WHERE id = 5; -- delete record with id equal to 5\n```\n\nAs you can see, SQL is a simple language. It is easy to understand without unnecessary explanations. Of course, you'll have to sweat a lot over complex SQL queries, but in most cases, SQL is simple enough.\n\n## Driver\n\nWhile we can execute SQL queries directly from within the base shell, we can't do it from within the code. We need a driver that will pass our SQL to the database and return a response. But before sending a request, you must enter the correct username and password to connect to the database.\n\nDBMSs are multi-user systems with an advanced rights system, so security is essential when working with the database. Data is the most valuable thing in an app. If the data is lost, the business may cease to exist. Let's take the `postgres` driver ([third-party package](https://postgres-py.readthedocs.io)). It allows you to work with PostgreSQL somehow:\n\n```python\nfrom postgres import Postgres\ndb = Postgres(\"postgres://user@localhost/test\")\n\ndb.run(\"CREATE TABLE foo (bar text, baz int)\")\ndb.run(\"INSERT INTO foo VALUES ('buz', 42)\")\ndb.run(\"INSERT INTO foo VALUES ('bit', 537)\")\n\ndb.one(\"SELECT * FROM foo WHERE bar='buz'\")\n# Record(bar='buz', baz=42)\n\ndb.all(\"SELECT * FROM foo ORDER BY bar\")\n# [Record(bar='bit', baz=537), Record(bar='buz', baz=42)]\n\ndb.all(\"SELECT baz FROM foo ORDER BY bar\")\n# [537, 42]\n```\n\n## What novice developers need to know\n\nDon't feel bad if you don't understand most of the things described here.\n\nThe main thing is that you realize how difficult it is to jump into real-life development. A novice developer needs a lot of preparation beforehand. Here are some new topics that you need to learn to write code without having issues:\n\n* Databases — installation and configuration, user management, operating sockets\n* Operating networks\n* SQL, including the basics of set theory\n* Concepts of normalizing and denormalizing data — normalized forms, keys, and indices\n* Serialization and deserialization\n* Idempotency\n* Fluent Interface\n* Iterator\n* Shielding, SQL Injection, and other security-related topics\n"},"lessonMember":null,"courseMember":null,"course":{"start_lesson":{"exercise":null,"units":[{"id":9046,"name":"theory","url":"/courses/python-overview-of-web-development/lessons/intro/theory_unit"}],"links":[],"ordered_units":[{"id":9046,"name":"theory","url":"/courses/python-overview-of-web-development/lessons/intro/theory_unit"}],"id":4014,"slug":"intro","state":"approved","name":"Introduction","course_order":100,"goal":"Getting acquainted with the topic of the course","self_study":null,"theory_video_provider":null,"theory_video_uid":null,"theory":"You already know how to use Python in general. This skill is valuable in and of itself and is necessary for every Python programmer.\n\nPython is a general-purpose programming language. Programmers use it to do many different things, even specific tasks like writing scripts for automation. But Python does not end with these simple tasks. There are many more global fields where you can use Python, such as data science. And the bigger the domain, the more the programmer needs to know.\n\nOne of the most popular uses of Python is web development. Most web applications rely on the client-server model. In short, the client makes a request to the server, and the server prepares a response and sends it back to the client. We can divide these web applications into two parts:\n\n* The frontend is a part of the web application that runs **on the client**, meaning in the user browser\n* The backend is a part that runs **on the server**\n\nWe'll talk more about this model later in the course. We'll also cover all the other topics that are important when developing Python web applications:\n\n* Receiving requests from the client\n* Storing and manipulating databases\n* Generating HTML pages or other views from databases\n* Outputting the result through various channels\n* Displaying things in the browser\n* Sending emails and flash notifications, etc.\n\n## Who is this course for?\n\nWe designed this course to help novice web developers in Python. It will introduce you to the skills needed to build web applications in Python.\n\n## How to prepare for this course\n\nThe course does not require any prior knowledge. However, it may include examples of Python code, so it won't hurt to review [the basics of the language](https://hexlet.io/courses/python-basics). You can find the correct sequence of courses in the [Python Developer Program](https://hexlet.io/programs/python).\n"},"id":361,"slug":"python-overview-of-web-development","challenges_count":0,"name":"Key Aspects of Web Development in Python","allow_indexing":true,"state":"approved","course_state":"finished","pricing_type":"paid","description":"In this course, you will learn the fundamentals of modern web development in Python. You will learn about networking protocols and interfaces, databases, and ORMs, web frameworks, and the MVC concept. The knowledge gained from this course will help you decide on further areas of study and give you an overview of modern backend and web development. This course is suitable for anyone new to Python development.","kind":"additional","updated_at":"2026-01-20T11:38:12.475Z","language":"python","duration_cache":14880,"skills":["Learn about MVC and ORM","Create simple pages with Python","Install and run an application on the Flask microframework","Realistically estimate the amount of knowledge required for professional development"],"keywords":[],"lessons_count":14,"cover":"/vite/assets/course-DLoqF1jj.png"},"recommendedLandings":[],"lessonMemberUnit":null,"accessToLearnUnitExists":false,"accessToCourseExists":false},"url":"/courses/python-overview-of-web-development/lessons/db/theory_unit","version":"1656487db0d1dd5f33634fe1070e57e55135cbeb","encryptHistory":false,"clearHistory":false}"><style data-mantine-styles="true">:root, :host{--mantine-font-family: Arial, sans-serif;--mantine-font-family-headings: Arial, sans-serif;--mantine-heading-font-weight: normal;--mantine-radius-default: 0rem;--mantine-primary-color-filled: var(--mantine-color-indigo-filled);--mantine-primary-color-filled-hover: var(--mantine-color-indigo-filled-hover);--mantine-primary-color-light: var(--mantine-color-indigo-light);--mantine-primary-color-light-hover: var(--mantine-color-indigo-light-hover);--mantine-primary-color-light-color: var(--mantine-color-indigo-light-color);--mantine-spacing-xxl: calc(4rem * var(--mantine-scale));--mantine-font-size-xs: 12px;--mantine-font-size-sm: 14px;--mantine-font-size-md: 16px;--mantine-font-size-lg: clamp(16.0000px, calc(15.2727px + 0.2273vw), 18.0000px);--mantine-font-size-xl: clamp(16.0000px, calc(14.5455px + 0.4545vw), 20.0000px);--mantine-font-size-display-3: clamp(32.0000px, calc(26.1818px + 1.8182vw), 48.0000px);--mantine-font-size-display-2: clamp(36.0000px, calc(25.8182px + 3.1818vw), 64.0000px);--mantine-font-size-display-1: clamp(40.0000px, calc(25.4545px + 4.5455vw), 80.0000px);--mantine-font-size-h1: clamp(28.0000px, calc(23.6364px + 1.3636vw), 40.0000px);--mantine-font-size-h2: clamp(24.0000px, calc(21.0909px + 0.9091vw), 32.0000px);--mantine-font-size-h3: clamp(20.0000px, calc(17.0909px + 0.9091vw), 28.0000px);--mantine-font-size-h4: clamp(16.0000px, calc(13.0909px + 0.9091vw), 24.0000px);--mantine-font-size-h5: clamp(16.0000px, calc(14.5455px + 0.4545vw), 20.0000px);--mantine-font-size-h6: 1rem;--mantine-primary-color-0: var(--mantine-color-indigo-0);--mantine-primary-color-1: var(--mantine-color-indigo-1);--mantine-primary-color-2: var(--mantine-color-indigo-2);--mantine-primary-color-3: var(--mantine-color-indigo-3);--mantine-primary-color-4: var(--mantine-color-indigo-4);--mantine-primary-color-5: var(--mantine-color-indigo-5);--mantine-primary-color-6: var(--mantine-color-indigo-6);--mantine-primary-color-7: var(--mantine-color-indigo-7);--mantine-primary-color-8: var(--mantine-color-indigo-8);--mantine-primary-color-9: var(--mantine-color-indigo-9);--mantine-color-red-0: #ffeaea;--mantine-color-red-1: #fed4d4;--mantine-color-red-2: #f4a7a8;--mantine-color-red-3: #ec7878;--mantine-color-red-4: #e55050;--mantine-color-red-5: #e03131;--mantine-color-red-6: #e02829;--mantine-color-red-7: #c71a1c;--mantine-color-red-8: #b21218;--mantine-color-red-9: #9c0411;--mantine-color-violet-0: #fce9ff;--mantine-color-violet-1: #f1cfff;--mantine-color-violet-2: #e09bff;--mantine-color-violet-3: #d16fff;--mantine-color-violet-4: #be37fe;--mantine-color-violet-5: #b51afe;--mantine-color-violet-6: #b009ff;--mantine-color-violet-7: #9b00e4;--mantine-color-violet-8: #8a00cc;--mantine-color-violet-9: #7800b3;--mantine-color-indigo-0: #edecff;--mantine-color-indigo-1: #d6d5fe;--mantine-color-indigo-2: #aaa9f4;--mantine-color-indigo-3: #7b79eb;--mantine-color-indigo-4: #5451e4;--mantine-color-indigo-5: #3b37e0;--mantine-color-indigo-6: #2d2adf;--mantine-color-indigo-7: #1f1ec7;--mantine-color-indigo-8: #1819b2;--mantine-color-indigo-9: #0c149e;--mantine-color-cyan-0: #dffdff;--mantine-color-cyan-1: #caf5ff;--mantine-color-cyan-2: #99e8ff;--mantine-color-cyan-3: #64daff;--mantine-color-cyan-4: #3ccffe;--mantine-color-cyan-5: #24c8fe;--mantine-color-cyan-6: #00c2ff;--mantine-color-cyan-7: #00ade4;--mantine-color-cyan-8: #009acd;--mantine-color-cyan-9: #0085b5;--mantine-color-green-0: #e9fdec;--mantine-color-green-1: #d7f6dc;--mantine-color-green-2: #b0eab9;--mantine-color-green-3: #86df94;--mantine-color-green-4: #62d574;--mantine-color-green-5: #4ccf5f;--mantine-color-green-6: #3fcc54;--mantine-color-green-7: #2fb344;--mantine-color-green-8: #25a03b;--mantine-color-green-9: #138a2e;--mantine-color-yellow-0: #fff7e2;--mantine-color-yellow-1: #ffeecd;--mantine-color-yellow-2: #ffdc9c;--mantine-color-yellow-3: #ffc966;--mantine-color-yellow-4: #feb93a;--mantine-color-yellow-5: #feae1e;--mantine-color-yellow-6: #ffa90f;--mantine-color-yellow-8: #ca8200;--mantine-color-yellow-9: #af7000;--mantine-h1-font-size: clamp(28.0000px, calc(23.6364px + 1.3636vw), 40.0000px);--mantine-h1-font-weight: normal;--mantine-h2-font-size: clamp(24.0000px, calc(21.0909px + 0.9091vw), 32.0000px);--mantine-h2-font-weight: normal;--mantine-h3-font-size: clamp(20.0000px, calc(17.0909px + 0.9091vw), 28.0000px);--mantine-h3-font-weight: normal;--mantine-h4-font-size: clamp(16.0000px, calc(13.0909px + 0.9091vw), 24.0000px);--mantine-h4-font-weight: normal;--mantine-h5-font-size: clamp(16.0000px, calc(14.5455px + 0.4545vw), 20.0000px);--mantine-h5-font-weight: normal;--mantine-h6-font-size: 1rem;--mantine-h6-font-weight: normal;}
:root[data-mantine-color-scheme="dark"], :host([data-mantine-color-scheme="dark"]){--mantine-color-anchor: var(--mantine-color-text);--mantine-color-dimmed: #495057;--mantine-color-dark-filled: var(--mantine-color-dark-5);--mantine-color-dark-filled-hover: var(--mantine-color-dark-6);--mantine-color-dark-light: rgba(105, 105, 105, 0.15);--mantine-color-dark-light-hover: rgba(105, 105, 105, 0.2);--mantine-color-dark-light-color: var(--mantine-color-dark-0);--mantine-color-dark-outline: var(--mantine-color-dark-1);--mantine-color-dark-outline-hover: rgba(184, 184, 184, 0.05);--mantine-color-gray-filled: var(--mantine-color-gray-5);--mantine-color-gray-filled-hover: var(--mantine-color-gray-6);--mantine-color-gray-light: rgba(222, 226, 230, 0.15);--mantine-color-gray-light-hover: rgba(222, 226, 230, 0.2);--mantine-color-gray-light-color: var(--mantine-color-gray-0);--mantine-color-gray-outline: var(--mantine-color-gray-1);--mantine-color-gray-outline-hover: rgba(241, 243, 245, 0.05);--mantine-color-red-filled: var(--mantine-color-red-5);--mantine-color-red-filled-hover: var(--mantine-color-red-6);--mantine-color-red-light: rgba(236, 120, 120, 0.15);--mantine-color-red-light-hover: rgba(236, 120, 120, 0.2);--mantine-color-red-light-color: var(--mantine-color-red-0);--mantine-color-red-outline: var(--mantine-color-red-1);--mantine-color-red-outline-hover: rgba(254, 212, 212, 0.05);--mantine-color-pink-filled: var(--mantine-color-pink-5);--mantine-color-pink-filled-hover: var(--mantine-color-pink-6);--mantine-color-pink-light: rgba(250, 162, 193, 0.15);--mantine-color-pink-light-hover: rgba(250, 162, 193, 0.2);--mantine-color-pink-light-color: var(--mantine-color-pink-0);--mantine-color-pink-outline: var(--mantine-color-pink-1);--mantine-color-pink-outline-hover: rgba(255, 222, 235, 0.05);--mantine-color-grape-filled: var(--mantine-color-grape-5);--mantine-color-grape-filled-hover: var(--mantine-color-grape-6);--mantine-color-grape-light: rgba(229, 153, 247, 0.15);--mantine-color-grape-light-hover: rgba(229, 153, 247, 0.2);--mantine-color-grape-light-color: var(--mantine-color-grape-0);--mantine-color-grape-outline: var(--mantine-color-grape-1);--mantine-color-grape-outline-hover: rgba(243, 217, 250, 0.05);--mantine-color-violet-filled: var(--mantine-color-violet-5);--mantine-color-violet-filled-hover: var(--mantine-color-violet-6);--mantine-color-violet-light: rgba(209, 111, 255, 0.15);--mantine-color-violet-light-hover: rgba(209, 111, 255, 0.2);--mantine-color-violet-light-color: var(--mantine-color-violet-0);--mantine-color-violet-outline: var(--mantine-color-violet-1);--mantine-color-violet-outline-hover: rgba(241, 207, 255, 0.05);--mantine-color-indigo-filled: var(--mantine-color-indigo-5);--mantine-color-indigo-filled-hover: var(--mantine-color-indigo-6);--mantine-color-indigo-light: rgba(123, 121, 235, 0.15);--mantine-color-indigo-light-hover: rgba(123, 121, 235, 0.2);--mantine-color-indigo-light-color: var(--mantine-color-indigo-0);--mantine-color-indigo-outline: var(--mantine-color-indigo-1);--mantine-color-indigo-outline-hover: rgba(214, 213, 254, 0.05);--mantine-color-blue-filled: var(--mantine-color-blue-5);--mantine-color-blue-filled-hover: var(--mantine-color-blue-6);--mantine-color-blue-light: rgba(116, 192, 252, 0.15);--mantine-color-blue-light-hover: rgba(116, 192, 252, 0.2);--mantine-color-blue-light-color: var(--mantine-color-blue-0);--mantine-color-blue-outline: var(--mantine-color-blue-1);--mantine-color-blue-outline-hover: rgba(208, 235, 255, 0.05);--mantine-color-cyan-filled: var(--mantine-color-cyan-5);--mantine-color-cyan-filled-hover: var(--mantine-color-cyan-6);--mantine-color-cyan-light: rgba(100, 218, 255, 0.15);--mantine-color-cyan-light-hover: rgba(100, 218, 255, 0.2);--mantine-color-cyan-light-color: var(--mantine-color-cyan-0);--mantine-color-cyan-outline: var(--mantine-color-cyan-1);--mantine-color-cyan-outline-hover: rgba(202, 245, 255, 0.05);--mantine-color-teal-filled: var(--mantine-color-teal-5);--mantine-color-teal-filled-hover: var(--mantine-color-teal-6);--mantine-color-teal-light: rgba(99, 230, 190, 0.15);--mantine-color-teal-light-hover: rgba(99, 230, 190, 0.2);--mantine-color-teal-light-color: var(--mantine-color-teal-0);--mantine-color-teal-outline: var(--mantine-color-teal-1);--mantine-color-teal-outline-hover: rgba(195, 250, 232, 0.05);--mantine-color-green-filled: var(--mantine-color-green-5);--mantine-color-green-filled-hover: var(--mantine-color-green-6);--mantine-color-green-light: rgba(134, 223, 148, 0.15);--mantine-color-green-light-hover: rgba(134, 223, 148, 0.2);--mantine-color-green-light-color: var(--mantine-color-green-0);--mantine-color-green-outline: var(--mantine-color-green-1);--mantine-color-green-outline-hover: rgba(215, 246, 220, 0.05);--mantine-color-lime-filled: var(--mantine-color-lime-5);--mantine-color-lime-filled-hover: var(--mantine-color-lime-6);--mantine-color-lime-light: rgba(192, 235, 117, 0.15);--mantine-color-lime-light-hover: rgba(192, 235, 117, 0.2);--mantine-color-lime-light-color: var(--mantine-color-lime-0);--mantine-color-lime-outline: var(--mantine-color-lime-1);--mantine-color-lime-outline-hover: rgba(233, 250, 200, 0.05);--mantine-color-yellow-filled: var(--mantine-color-yellow-5);--mantine-color-yellow-filled-hover: var(--mantine-color-yellow-6);--mantine-color-yellow-light: rgba(255, 201, 102, 0.15);--mantine-color-yellow-light-hover: rgba(255, 201, 102, 0.2);--mantine-color-yellow-light-color: var(--mantine-color-yellow-0);--mantine-color-yellow-outline: var(--mantine-color-yellow-1);--mantine-color-yellow-outline-hover: rgba(255, 238, 205, 0.05);--mantine-color-orange-filled: var(--mantine-color-orange-5);--mantine-color-orange-filled-hover: var(--mantine-color-orange-6);--mantine-color-orange-light: rgba(255, 192, 120, 0.15);--mantine-color-orange-light-hover: rgba(255, 192, 120, 0.2);--mantine-color-orange-light-color: var(--mantine-color-orange-0);--mantine-color-orange-outline: var(--mantine-color-orange-1);--mantine-color-orange-outline-hover: rgba(255, 232, 204, 0.05);--app-cta-gradient: linear-gradient(90deg, var(--mantine-color-blue-9) 0%, var(--mantine-color-cyan-7) 100%);--app-color-surface: #2e2e2e;}
:root[data-mantine-color-scheme="light"], :host([data-mantine-color-scheme="light"]){--mantine-color-anchor: var(--mantine-color-text);--mantine-color-dimmed: #495057;--mantine-color-red-light: rgba(224, 40, 41, 0.1);--mantine-color-red-light-hover: rgba(224, 40, 41, 0.12);--mantine-color-red-outline-hover: rgba(224, 40, 41, 0.05);--mantine-color-violet-light: rgba(176, 9, 255, 0.1);--mantine-color-violet-light-hover: rgba(176, 9, 255, 0.12);--mantine-color-violet-outline-hover: rgba(176, 9, 255, 0.05);--mantine-color-indigo-light: rgba(45, 42, 223, 0.1);--mantine-color-indigo-light-hover: rgba(45, 42, 223, 0.12);--mantine-color-indigo-outline-hover: rgba(45, 42, 223, 0.05);--mantine-color-cyan-light: rgba(0, 194, 255, 0.1);--mantine-color-cyan-light-hover: rgba(0, 194, 255, 0.12);--mantine-color-cyan-outline-hover: rgba(0, 194, 255, 0.05);--mantine-color-green-light: rgba(63, 204, 84, 0.1);--mantine-color-green-light-hover: rgba(63, 204, 84, 0.12);--mantine-color-green-outline-hover: rgba(63, 204, 84, 0.05);--mantine-color-yellow-light: rgba(255, 169, 15, 0.1);--mantine-color-yellow-light-hover: rgba(255, 169, 15, 0.12);--mantine-color-yellow-outline-hover: rgba(255, 169, 15, 0.05);--app-color-surface: #f1f3f5;--app-cta-gradient: linear-gradient(90deg, var(--mantine-color-blue-filled) 0%, var(--mantine-color-cyan-5) 100%);}</style><style data-mantine-styles="classes">@media (max-width: 35.99375em) {.mantine-visible-from-xs {display: none !important;}}@media (min-width: 36em) {.mantine-hidden-from-xs {display: none !important;}}@media (max-width: 47.99375em) {.mantine-visible-from-sm {display: none !important;}}@media (min-width: 48em) {.mantine-hidden-from-sm {display: none !important;}}@media (max-width: 61.99375em) {.mantine-visible-from-md {display: none !important;}}@media (min-width: 62em) {.mantine-hidden-from-md {display: none !important;}}@media (max-width: 74.99375em) {.mantine-visible-from-lg {display: none !important;}}@media (min-width: 75em) {.mantine-hidden-from-lg {display: none !important;}}@media (max-width: 87.99375em) {.mantine-visible-from-xl {display: none !important;}}@media (min-width: 88em) {.mantine-hidden-from-xl {display: none !important;}}</style><div style="position:absolute;top:0rem" class=""></div><div style="max-width:var(--container-size-xl);height:100%;min-height:0rem" class=""><style data-mantine-styles="inline">.__m__-_R_5ub_{--grid-gutter:0rem;}</style><div style="height:100%;min-height:0rem" class="m_410352e9 mantine-Grid-root __m__-_R_5ub_"><div class="m_dee7bd2f mantine-Grid-inner" style="height:100%"><style data-mantine-styles="inline">.__m__-_R_rdub_{--col-flex-grow:auto;--col-flex-basis:91.66666666666667%;--col-max-width:91.66666666666667%;}@media(min-width: 48em){.__m__-_R_rdub_{--col-flex-grow:auto;--col-flex-basis:83.33333333333334%;--col-max-width:83.33333333333334%;}}</style><div style="min-width:0rem;height:100%;min-height:0rem;display:flex" class="m_96bdd299 mantine-Grid-col __m__-_R_rdub_"><style data-mantine-styles="inline">.__m__-_R_6qrdub_{margin-top:0rem;padding-inline:var(--mantine-spacing-xs);width:100%;}@media(min-width: 48em){.__m__-_R_6qrdub_{margin-top:var(--mantine-spacing-xl);width:80%;}}@media(min-width: 62em){.__m__-_R_6qrdub_{padding-inline:var(--mantine-spacing-xl);}}</style><div style="margin-inline:auto;max-width:var(--mantine-breakpoint-xl)" class="__m__-_R_6qrdub_"><div style="color:var(--mantine-color-dimmed)" class="m_4451eb3a mantine-Center-root" data-inline="true"><div style="--ti-size:var(--ti-size-xs);--ti-bg:transparent;--ti-color:var(--mantine-color-indigo-light-color);--ti-bd:calc(0.0625rem * var(--mantine-scale)) solid transparent;margin-inline-end:calc(0.125rem * var(--mantine-scale));color:inherit" class="m_7341320d mantine-ThemeIcon-root" data-variant="transparent" data-size="xs"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="tabler-icon tabler-icon-lock "><path d="M5 13a2 2 0 0 1 2 -2h10a2 2 0 0 1 2 2v6a2 2 0 0 1 -2 2h-10a2 2 0 0 1 -2 -2v-6"></path><path d="M11 16a1 1 0 1 0 2 0a1 1 0 0 0 -2 0"></path><path d="M8 11v-4a4 4 0 1 1 8 0v4"></path></svg></div><p style="font-size:var(--mantine-font-size-sm)" class="mantine-focus-auto m_b6d8b162 mantine-Text-root">Key Aspects of Web Development in Python</p></div><h1 style="--title-fw:var(--mantine-h1-font-weight);--title-lh:var(--mantine-h1-line-height);--title-fz:var(--mantine-h1-font-size);margin-bottom:var(--mantine-spacing-xl)" class="m_8a5d1357 mantine-Title-root" data-order="1">Theory: DBMS</h1><script type="application/ld+json">{"@context":"https://schema.org","@type":"LearningResource","name":"DBMS","inLanguage":"en","isPartOf":{"@type":"LearningResource","name":"Key Aspects of Web Development in Python"},"isAccessibleForFree":"False","hasPart":{"@type":"WebPageElement","isAccessibleForFree":"False","cssSelector":".paywalled"}}</script><div class=""><div style="--alert-color:var(--mantine-color-indigo-light-color);margin-bottom:var(--mantine-spacing-lg);font-size:var(--mantine-font-size-lg)" class="m_66836ed3 mantine-Alert-root" id="mantine-_R_remqrdub_" role="alert" aria-describedby="mantine-_R_remqrdub_-body" aria-labelledby="mantine-_R_remqrdub_-title"><div class="m_a5d60502 mantine-Alert-wrapper"><div class="m_667f2a6a mantine-Alert-icon"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="tabler-icon tabler-icon-rocket "><path d="M4 13a8 8 0 0 1 7 7a6 6 0 0 0 3 -5a9 9 0 0 0 6 -8a3 3 0 0 0 -3 -3a9 9 0 0 0 -8 6a6 6 0 0 0 -5 3"></path><path d="M7 14a6 6 0 0 0 -3 6a6 6 0 0 0 6 -3"></path><path d="M14 9a1 1 0 1 0 2 0a1 1 0 1 0 -2 0"></path></svg></div><div class="m_667c2793 mantine-Alert-body"><div class="m_6a03f287 mantine-Alert-title"><span id="mantine-_R_remqrdub_-title" class="m_698f4f23 mantine-Alert-label">Full access to materials</span></div><div id="mantine-_R_remqrdub_-body" class="m_7fa78076 mantine-Alert-message"><div style="--group-gap:var(--mantine-spacing-md);--group-align:center;--group-justify:space-between;--group-wrap:wrap" class="m_4081bf90 mantine-Group-root"><p class="mantine-focus-auto m_b6d8b162 mantine-Text-root">Sign up and get access to this and dozens of other courses</p><a style="--button-height:var(--button-height-xs);--button-padding-x:var(--button-padding-x-xs);--button-fz:var(--mantine-font-size-xs);--button-bg:linear-gradient(45deg, var(--mantine-color-blue-filled) 0%, var(--mantine-color-cyan-filled) 100%);--button-hover:linear-gradient(45deg, var(--mantine-color-blue-filled) 0%, var(--mantine-color-cyan-filled) 100%);--button-color:var(--mantine-color-white);--button-bd:none" class="mantine-focus-auto mantine-active m_77c9d27d mantine-Button-root m_87cf2631 mantine-UnstyledButton-root" data-variant="gradient" data-size="xs" href="/u/new"><span class="m_80f1301b mantine-Button-inner"><span class="m_811560b9 mantine-Button-label">Sign up</span></span></a></div></div></div></div></div><div class="paywalled m_d08caa0 mantine-Typography-root"><p>Suppose we decided to implement a site with ads and want to allow our users to create ads. We already know how to output a page with a form to add an ad. We need to generate HTML using the templating tool. But what do we do after the form data arrives at the server? Where do we store them? We'll get to the bottom of this question in this lesson.</p>
<h2 id="heading-2-1">What is a DBMS?</h2>
<p>The easiest way to look at it is by using files as an example. We can write all events to a file and read from it when output. This approach has many drawbacks and is very inconvenient to work with. The correct way to work with data is with a <strong>database</strong>. It is stored in files too, but this process is 100% controlled by a <strong>DBMS</strong> (<em>database management system</em>). It is the one you need to install before you start work.</p>
<p>The most common systems on the web are <strong>PostgreSQL</strong> and <strong>MySQL</strong>. We won't discuss it here because configuring and installing a DBMS isn't as trivial as installing an interpreter. You can find many ready-made instructions on DBMS installation on your operating system.</p>
<p>DBMSs start as separate programs and have a life of their own. These systems can serve many different databases. Usually, one site uses one database, but we can store many databases from several sites in one DBMS. You can interact with a particular database in two ways:</p>
<ul>
<li>
<p>Run the DBMS command shell, which allows you to interactively work with commands, write and read data, add a user to the system, and so on. When connecting or after connecting, you need to select the database you want to interact with:</p>
<p><img style="--image-object-fit:contain;width:auto" class="m_9e117634 mantine-Image-root" src="/rails/active_storage/blobs/proxy/eyJfcmFpbHMiOnsiZGF0YSI6NTg3MiwicHVyIjoiYmxvYl9pZCJ9fQ==--7dad720b22fe41d5120a65fad7992170cf8953bb/db-repl.png" alt="db repl" loading="lazy"/></p>
</li>
<li>
<p>Connect to the DBMS from your program using <strong>a driver</strong> — a library that communicates with the DBMS. It has a relatively simple interface for performing queries and getting results. Below we'll see how this approach works in practice.</p>
</li>
</ul>
<h2 id="heading-2-2">Relationships within the database</h2>
<p>PostgreSQL and MySQL belong to the class of <strong>relational databases</strong> because these DBMSs work based on relational algebra. Without going into theory, we'll say that the data in relational databases store their data in the form of tables. This format is familiar to everyone who has used Microsoft Excel or Google Sheets.</p>
<p>Each table in such a database has its name and a set of named columns. We can refer to columns in a database as <strong>fields</strong>. For example, we can create a table with ads, give it the name <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">ads</code> and place the following data:</p>
<div style="--table-min-width:calc(50rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_a100c15 mantine-TableScrollContainer-scrollContainer m_d57069b5 mantine-ScrollArea-root"><div style="overflow-x:hidden;overflow-y:hidden" class="m_c0783ff9 mantine-ScrollArea-viewport" data-offset-scrollbars="x" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><div class="m_62259741 mantine-TableScrollContainer-scrollContainerInner"><table><thead><tr><th>id</th><th style="text-align:center">telephone</th><th style="text-align:right">title</th></tr></thead><tbody><tr><td>1</td><td style="text-align:center">132453</td><td style="text-align:right">Selling a car</td></tr><tr><td>2</td><td style="text-align:center">342341</td><td style="text-align:right">Buying a yacht</td></tr><tr><td>3</td><td style="text-align:center">908324</td><td style="text-align:right">Renting a tent</td></tr></tbody></table></div></div></div></div>
<p>Each row in the table is independent and represents a complete data set. It is a single declaration in our case. Programmers commonly refer to lines as <strong>records</strong>.</p>
<p>Note the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">id</code> field. We use it to identify a particular line. DBMSs contain mechanisms that allow us to automatically generate the identifier when we insert data into the database. Typically, we use identifiers in page addresses. For example, the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">http://myavito.ru/ads/53</code> address will display the ad with an <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">id</code> of <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">53</code>.</p>
<h2 id="heading-2-3">SQL Language</h2>
<p>Any manipulation of tables in relational databases is done using <strong>SQL</strong> (<em>Structured Query Language</em>). Once you open the DBMS command shell, you can try to execute the following queries. Let's take this example and assume that we have already created the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">ads</code> table:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">SELECT * FROM ads; -- select all records
SELECT title FROM ads WHERE id = 4; -- select title for a record with an id equal to 4
SELECT telephone FROM ads ORDER BY id DESC; -- select all phone numbers by sorting them by id field in reverse order
INSERT INTO ads (telephone, title) VALUES ("392503", "I'll buy an elephant"); -- Insert a new entry in the ads table
DELETE FROM ads WHERE id = 5; -- delete record with id equal to 5</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<p>As you can see, SQL is a simple language. It is easy to understand without unnecessary explanations. Of course, you'll have to sweat a lot over complex SQL queries, but in most cases, SQL is simple enough.</p>
<h2 id="heading-2-4">Driver</h2>
<p>While we can execute SQL queries directly from within the base shell, we can't do it from within the code. We need a driver that will pass our SQL to the database and return a response. But before sending a request, you must enter the correct username and password to connect to the database.</p>
<p>DBMSs are multi-user systems with an advanced rights system, so security is essential when working with the database. Data is the most valuable thing in an app. If the data is lost, the business may cease to exist. Let's take the <code style="margin-bottom:var(--mantine-spacing-lg)" class="m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight m_e597c321 mantine-CodeHighlight-codeHighlight m_dfe9c588 mantine-InlineCodeHighlight-inlineCodeHighlight">postgres</code> driver (<a style="text-decoration:underline" class="mantine-focus-auto m_849cf0da m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" href="https://postgres-py.readthedocs.io" rel="noopener noreferrer" target="_blank">third-party package</a>). It allows you to work with PostgreSQL somehow:</p>
<div style="margin-bottom:var(--mantine-spacing-lg)" class="m_e597c321 mantine-CodeHighlight-codeHighlight" dir="ltr"><div class="m_be7e9c9c mantine-CodeHighlight-controls"><button style="--ai-bg:transparent;--ai-hover:transparent;--ai-color:inherit;--ai-bd:none" class="mantine-focus-auto mantine-active m_d498bab7 mantine-CodeHighlight-control m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="none" type="button" aria-label="Copy code"><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none"></path><path d="M8 8m0 2a2 2 0 0 1 2 -2h8a2 2 0 0 1 2 2v8a2 2 0 0 1 -2 2h-8a2 2 0 0 1 -2 -2z"></path><path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2"></path></svg></span></button></div><div style="--scrollarea-scrollbar-size:calc(0.25rem * var(--mantine-scale));--sa-corner-width:0px;--sa-corner-height:0px" class="m_f744fd40 mantine-CodeHighlight-scrollarea m_d57069b5 mantine-ScrollArea-root" dir="ltr"><div style="overflow-x:hidden;overflow-y:hidden;overscroll-behavior-inline:none" class="m_c0783ff9 mantine-ScrollArea-viewport" data-scrollbars="xy"><div class="m_b1336c6 mantine-ScrollArea-content"><pre class="m_2c47c4fd mantine-CodeHighlight-pre" style="padding:0"><code class="m_5caae6d3 mantine-CodeHighlight-code">from postgres import Postgres
db = Postgres("postgres://user@localhost/test")
db.run("CREATE TABLE foo (bar text, baz int)")
db.run("INSERT INTO foo VALUES ('buz', 42)")
db.run("INSERT INTO foo VALUES ('bit', 537)")
db.one("SELECT * FROM foo WHERE bar='buz'")
# Record(bar='buz', baz=42)
db.all("SELECT * FROM foo ORDER BY bar")
# [Record(bar='bit', baz=537), Record(bar='buz', baz=42)]
db.all("SELECT baz FROM foo ORDER BY bar")
# [537, 42]</code></pre></div></div></div><button class="mantine-focus-auto m_c9378bc2 mantine-CodeHighlight-showCodeButton m_87cf2631 mantine-UnstyledButton-root" data-hidden="true" type="button">Expand code</button></div>
<h2 id="heading-2-5">What novice developers need to know</h2>
<p>Don't feel bad if you don't understand most of the things described here.</p>
<p>The main thing is that you realize how difficult it is to jump into real-life development. A novice developer needs a lot of preparation beforehand. Here are some new topics that you need to learn to write code without having issues:</p>
<ul>
<li>Databases — installation and configuration, user management, operating sockets</li>
<li>Operating networks</li>
<li>SQL, including the basics of set theory</li>
<li>Concepts of normalizing and denormalizing data — normalized forms, keys, and indices</li>
<li>Serialization and deserialization</li>
<li>Idempotency</li>
<li>Fluent Interface</li>
<li>Iterator</li>
<li>Shielding, SQL Injection, and other security-related topics</li>
</ul></div></div></div></div><style data-mantine-styles="inline">.__m__-_R_1bdub_{--col-flex-grow:auto;--col-flex-basis:8.333333333333334%;--col-max-width:8.333333333333334%;}@media(min-width: 48em){.__m__-_R_1bdub_{--col-flex-grow:auto;--col-flex-basis:16.666666666666668%;--col-max-width:16.666666666666668%;}}</style><div style="min-width:0rem;height:100%;min-height:0rem" class="m_96bdd299 mantine-Grid-col __m__-_R_1bdub_"><div style="margin-inline:var(--mantine-spacing-xs)" class="mantine-visible-from-sm"><button style="--button-color:var(--mantine-color-white);margin-bottom:var(--mantine-spacing-lg);text-decoration:none" class="mantine-focus-auto m_849cf0da mantine-focus-auto m_77c9d27d mantine-Button-root m_87cf2631 mantine-UnstyledButton-root m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" data-disabled="true" data-block="true" disabled="" type="button"><span class="m_80f1301b mantine-Button-inner"><span class="m_811560b9 mantine-Button-label"><span style="margin-inline-end:var(--mantine-spacing-xs)" class="mantine-focus-auto m_b6d8b162 mantine-Text-root">Next</span>→</span></span></button><a style="padding-inline:0rem" class="mantine-focus-auto m_f0824112 mantine-NavLink-root m_87cf2631 mantine-UnstyledButton-root"><span class="m_690090b5 mantine-NavLink-section" data-position="left"><div style="--ti-size:var(--ti-size-sm);--ti-bg:transparent;--ti-color:var(--mantine-color-indigo-light-color);--ti-bd:calc(0.0625rem * var(--mantine-scale)) solid transparent;color:inherit" class="m_7341320d mantine-ThemeIcon-root" data-variant="transparent" data-size="sm"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.2" stroke-linecap="round" stroke-linejoin="round" class="tabler-icon tabler-icon-list-numbers "><path d="M11 6h9"></path><path d="M11 12h9"></path><path d="M12 18h8"></path><path d="M4 16a2 2 0 1 1 4 0c0 .591 -.5 1 -1 1.5l-3 2.5h4"></path><path d="M6 10v-6l-2 2"></path></svg></div></span><div class="m_f07af9d2 mantine-NavLink-body"><span class="m_1f6ac4c4 mantine-NavLink-label">Navigation</span><span class="m_57492dcc mantine-NavLink-description">Theory</span></div><span class="m_690090b5 mantine-NavLink-section" data-position="right"></span></a><div style="margin-block:var(--mantine-spacing-lg)" class="m_3eebeb36 mantine-Divider-root" data-orientation="horizontal" role="separator"></div><div style="margin-block:var(--mantine-spacing-lg)" class=""><div style="justify-content:space-between;margin-bottom:calc(0.1875rem * var(--mantine-scale));color:var(--mantine-color-dimmed);font-size:var(--mantine-font-size-xs)" class="m_8bffd616 mantine-Flex-root __m__-_R_qimrbdub_"><p style="font-size:var(--mantine-font-size-xs)" class="mantine-focus-auto m_b6d8b162 mantine-Text-root">Completed</p><p style="font-size:var(--mantine-font-size-xs)" class="mantine-focus-auto m_b6d8b162 mantine-Text-root">0 / 14</p></div><div style="--progress-size:var(--progress-size-sm)" class="m_db6d6462 mantine-Progress-root" data-size="sm"><div style="--progress-section-size:0%;--progress-section-color:var(--mantine-color-gray-filled)" class="m_2242eb65 mantine-Progress-section" role="progressbar" aria-valuemax="100" aria-valuemin="0" aria-valuenow="0" aria-valuetext="0%"></div></div></div><div style="--toc-bg:var(--mantine-color-blue-light);--toc-color:var(--mantine-color-blue-light-color);--toc-size:var(--mantine-font-size-sm);--toc-radius:var(--mantine-radius-sm);margin-top:var(--mantine-spacing-xl)" class="m_bcaa9990 mantine-TableOfContents-root" data-variant="light" data-size="sm"></div></div><div class="mantine-hidden-from-sm"><div style="--stack-gap:0rem;--stack-align:stretch;--stack-justify:flex-start" class="m_6d731127 mantine-Stack-root"><button style="--button-color:var(--mantine-color-white);margin-bottom:var(--mantine-spacing-xs);padding:0rem;text-decoration:none" class="mantine-focus-auto m_849cf0da mantine-focus-auto m_77c9d27d mantine-Button-root m_87cf2631 mantine-UnstyledButton-root m_b6d8b162 mantine-Text-root mantine-Anchor-root" data-underline="hover" data-disabled="true" data-block="true" disabled="" type="button"><span class="m_80f1301b mantine-Button-inner"><span class="m_811560b9 mantine-Button-label">→</span></span></button><button style="--ai-size:var(--ai-size-sm);--ai-bg:transparent;--ai-hover:var(--mantine-color-indigo-light-hover);--ai-color:var(--mantine-color-indigo-light-color);--ai-bd:calc(0.0625rem * var(--mantine-scale)) solid transparent;padding-block:var(--mantine-spacing-lg);color:inherit;width:100%" class="mantine-focus-auto m_8d3f4000 mantine-ActionIcon-root m_87cf2631 mantine-UnstyledButton-root" data-variant="subtle" data-size="sm" data-disabled="true" type="button" disabled=""><span class="m_8d3afb97 mantine-ActionIcon-icon"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.2" stroke-linecap="round" stroke-linejoin="round" class="tabler-icon tabler-icon-list-numbers "><path d="M11 6h9"></path><path d="M11 12h9"></path><path d="M12 18h8"></path><path d="M4 16a2 2 0 1 1 4 0c0 .591 -.5 1 -1 1.5l-3 2.5h4"></path><path d="M6 10v-6l-2 2"></path></svg></span></button></div></div></div></div></div></div></div>
</main>
<footer class="bg-dark fw-light text-light px-3 py-5">
<div class="row small">
<div class="col-12 col-sm-6 col-md-3">
<div class="h5 mb-3">About Hexlet</div>
<ul class="list-unstyled">
<li>
<a class="nav-link link-light py-1 ps-0" href="/pages/about">About us</a>
</li>
<li>
<span class="nav-link link-light py-1 ps-0 external-link" data-href="https://help.hexlet.io/category/4316" data-target="_blank" role="button">Help</span>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" target="_blank" rel="noopener noreferrer" href="/map">Site Map</a>
</li>
</ul>
</div>
<div class="col-12 col-sm-6 col-md-3">
<div class="h5 fw-normal mb-3">Learn</div>
<ul class="list-unstyled">
<li>
<a class="nav-link link-light py-1 ps-0" href="/courses_backend-development">Backend
</a></li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/courses_devops">DevOps
</a></li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/courses_frontend-development">Frontend
</a></li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/courses_python">Python
</a></li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/courses_testing">Testing
</a></li>
</ul>
</div>
<div class="col-12 col-sm-6 col-md-3">
<div class="h5"><span class="translation_missing" title="translation missing: en.layouts.footer_content.popular_courses_for_beginners">Popular Courses For Beginners</span></div>
<ul class="list-unstyled">
<li>
<a class="nav-link link-light py-1 ps-0" href="/programs/frontend">Frontend Developer</a>
</li>
</ul>
</div>
<div class="col-12 col-sm-6 col-md-3">
<div class="h5"><span class="translation_missing" title="translation missing: en.layouts.footer_content.popular_courses_for_advanced">Popular Courses For Advanced</span></div>
<ul class="list-unstyled">
<li>
<a class="nav-link link-light py-1 ps-0" href="/programs/web-development-free">Fundamentals of Web Development</a>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/programs/js-react-development">React</a>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/programs/css-animation">CSS Animation</a>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/programs/http-api">HTTP API</a>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/programs/layout-designer-positioning">Position CSS</a>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/programs/cli-basics">Command line basics</a>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/programs/git-basics-free">Git fundamentals</a>
</li>
</ul>
</div>
</div>
<hr>
<div class="row">
<div class="col-12 col-sm-4 col-md-2">
<div class="fs-4">
<ul class="list-unstyled d-flex">
<li class="me-3">
<a aria-label="Facebook" target="_blank" class="link-light" rel="noopener noreferrer nofollow" href="https://www.facebook.com/hexlethq"><span class="bi bi-facebook"></span>
</a></li>
<li class="me-3">
<a aria-label="Instagram" target="_blank" class="link-light" rel="noopener noreferrer nofollow" href="https://www.instagram.com/hello_hexlet/"><span class="bi bi-instagram"></span>
</a></li>
<li>
<a aria-label="Twitter" target="_blank" class="link-light" rel="noopener noreferrer nofollow" href="https://twitter.com/Hexlet_IO"><span class="bi bi-twitter-x"></span>
</a></li>
</ul>
</div>
<div class="mb-2 d-flex flex-column">
<a class="link-light text-decoration-none" rel="nofollow" href="mailto:support@hexlet.io">support@hexlet.io</a>
<a class="link-light text-decoration-none py-2" target="_blank" href="https://t.me/hexlet_help_bot">t.me/hexlet_help_bot</a>
</div>
<ul class="list-unstyled d-flex">
<li class="me-3">
<span class="link-light text-decoration-none opacity-50 x-font-size-18 opacity-100 external-link" rel="nofollow" data-href="https://hexlet.io/locale/switch?new_locale=en" data-target="_self" role="button"><span class="my-auto">EN</span>
</span></li>
<li class="me-3">
<span class="link-light text-decoration-none opacity-50 x-font-size-18 external-link" rel="nofollow" data-href="https://ru.hexlet.io/locale/switch?new_locale=ru" data-target="_self" role="button"><span class="my-auto">RU</span>
</span></li>
<li class="me-3">
<span class="link-light text-decoration-none opacity-50 x-font-size-18 external-link" rel="nofollow" data-href="https://kz.hexlet.io/locale/switch?new_locale=kz" data-target="_self" role="button"><span class="my-auto">KZ</span>
</span></li>
</ul>
</div>
<div class="col-12 col-sm-4 col-md-3">
<ul class="list-unstyled fs-4">
<li class="mb-3">
<a class="link-light text-decoration-none" href="tel:%2B7%20717%20272%2076%2070">+7 717 272 76 70</a>
<span class="d-block opacity-50 small">free call</span>
</li>
</ul>
</div>
<div class="col-12 col-sm-4 col-md-3">
<ul class="list-unstyled small">
<li>
<a class="nav-link link-light py-1 ps-0" href="/pages/legal">Legal</a>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/pages/offer"><span class="translation_missing" title="translation missing: en.layouts.footer_content.offer">Offer</span></a>
</li>
<li>
<a class="nav-link link-light py-1 ps-0" href="/pages/contacts"><span class="translation_missing" title="translation missing: en.layouts.footer_content.contacts">Contacts</span></a>
</li>
</ul>
</div>
<div class="col-12 col-sm-12 col-md-4 small">
<div class="mb-2">
<div>TOO "Hexlet"</div>
<div>The Republic of Kazakhstan, Almaty</div>
<div>Auezova St., 14A</div>
<div>BIN 230340043714
</div>
</div>
</div>
</div>
</footer>
<div id="root-assistant-offcanvas"></div>
<script src="/vite/assets/assistant-CIOaBlj-.js" crossorigin="anonymous" type="module"></script><link rel="modulepreload" href="/vite/assets/chunk-DsPFFUou.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/init-0bhwJkNI.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/ErrorFallbackBlock-V3hfk_CP.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/MarkdownBlock-DejNWqwz.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/gon-B-jV56Ol.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/mantine-DOJkeu70.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/shiki-DZwEN4Zo.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/utils-ClTF9s_T.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/routes-mvvEXZQ8.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/lib-CJocDKTE.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/Box-DH3_MBnL.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/notifications.store-Cj65YiRw.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/useIsomorphicEffect-Csl7vw8x.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/lib-DeAQqnBE.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/axios-CN66HKVH.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/classnames-DQgTDFJJ.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/dayjs.min-Bfba02I7.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/debounce-BcxwEZ7X.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/prop-types-DGBR76ns.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/client-CYyKzrjQ.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/react-dom-SJZekO2j.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/useTranslation-bo78L81P.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/compiler-runtime-BhqaZ6vG.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/jsx-runtime-DlXMvSuQ.js" as="script" crossorigin="anonymous">
<link rel="modulepreload" href="/vite/assets/react-CFtMU8gd.js" as="script" crossorigin="anonymous">
<script defer src="https://static.cloudflareinsights.com/beacon.min.js/vcd15cbe7772f49c399c6a5babf22c1241717689176015" integrity="sha512-ZpsOmlRQV6y907TI0dKBHq9Md29nnaEIPlkf84rnaERnq6zvWvPUqr2ft8M1aS28oN72PdrCzSjY4U6VaAw1EQ==" data-cf-beacon='{"version":"2024.11.0","token":"d11015b65d11429ea6b4a2ef37dd7e0b","server_timing":{"name":{"cfCacheStatus":true,"cfEdge":true,"cfExtPri":true,"cfL4":true,"cfOrigin":true,"cfSpeedBrain":true},"location_startswith":null}}' crossorigin="anonymous"></script>
</body>
</html>