database

ruby
class CreateUserStatsView < ActiveRecord::Migration[6.1]
  def up
    execute <<-SQL
      CREATE VIEW user_stats AS
      SELECT
        users.id AS user_id,

Database view-backed models for complex queries

rails postgresql database
by Alex Kumar 3 tabs
python
from django.db.models import Q
from django.views.generic import ListView
from .models import Product


class ProductSearchView(ListView):

Django Q objects for complex queries

django python queries
by Priya Sharma 1 tab
sql
-- Partition-based archival strategy

-- Create partitioned table
CREATE TABLE logs (
  id BIGSERIAL,
  level VARCHAR(20),

Data archival and retention strategies

database archival retention
by Maria Garcia 2 tabs
sql
-- Create roles
CREATE ROLE readonly;
CREATE ROLE readwrite;
CREATE ROLE admin WITH LOGIN PASSWORD 'secure_password';

-- Grant permissions to roles

Database security and access control

database security permissions
by Maria Garcia 2 tabs
python
from django.db import transaction
from django.shortcuts import get_object_or_404
from rest_framework import status
from rest_framework.decorators import api_view
from rest_framework.response import Response
from .models import Order, OrderItem, Product

Django transaction handling with atomic decorator

django python database
by Priya Sharma 1 tab
sql
-- Basic transaction
BEGIN;

UPDATE accounts SET balance = balance - 100 WHERE id = 1;
UPDATE accounts SET balance = balance + 100 WHERE id = 2;

Database transactions and ACID properties

database transactions acid
by Maria Garcia 2 tabs
java
package com.example.demo.repository;

import com.example.demo.model.User;
import org.springframework.data.jpa.domain.Specification;

import javax.persistence.criteria.Predicate;

Spring Data JPA repository patterns

java spring-data jpa
by David Kumar 2 tabs
php
<?php

namespace Database\Seeders;

use Illuminate\Database\Seeder;

Laravel database seeders for test data

laravel seeders factories
by Carlos Mendez 3 tabs
sql
-- PostgreSQL Declarative Partitioning (10+)

-- Create partitioned table by date range
CREATE TABLE measurements (
  id BIGSERIAL,
  sensor_id INT NOT NULL,

Table partitioning for large datasets

database partitioning postgresql
by Maria Garcia 2 tabs
sql
-- Primary key (unique, not null identifier)
CREATE TABLE users (
  id SERIAL PRIMARY KEY,
  username VARCHAR(50) NOT NULL,
  email VARCHAR(100) NOT NULL
);

Database constraints and data validation

database constraints validation
by Maria Garcia 2 tabs
ruby
module ExistenceChecks
  extend ActiveSupport::Concern

  class_methods do
    def has_any?(conditions = {})
      relation = conditions.present? ? where(conditions) : all

Fast “Exists” Checks with select(1) and LIMIT

rails activerecord performance
by codesnips 4 tabs
sql
-- Enable pg_stat_statements extension
CREATE EXTENSION IF NOT EXISTS pg_stat_statements;

-- postgresql.conf:
-- shared_preload_libraries = 'pg_stat_statements'
-- pg_stat_statements.track = all

Query performance monitoring and profiling

database monitoring performance
by Maria Garcia 2 tabs