Eloquent ORM: Patterns and Optimizations for Laravel

Eloquent ORM transforms database interactions into fluid and expressive operations. Beyond the elegant syntax, mastering advanced patterns and optimization techniques determines the performance of Laravel applications in production.

Performance First

The N+1 problem is the primary cause of slowness in Eloquent applications. Each unoptimized relationship generates an additional SQL query per record.

Solving the N+1 Problem with Eager Loading

The N+1 problem occurs when each iteration over a collection triggers an additional query to load relationships. With 100 articles and their authors, this means 101 queries instead of a single optimized one.

Eager loading fetches all relationships in one or two queries maximum, drastically reducing response time.

app/Http/Controllers/ArticleController.phpphp

// Demonstration of N+1 problem and its solution

namespace App\Http\Controllers;

use App\Models\Article;
use Illuminate\Http\Request;

class ArticleController extends Controller
{
    // ❌ N+1 problem: 1 articles query + N author queries
    public function indexWithProblem()
    {
        $articles = Article::all(); // 1 query

        foreach ($articles as $article) {
            echo $article->author->name; // N additional queries
        }
    }

    // ✅ Eager loading: 2 queries maximum
    public function indexOptimized()
    {
        $articles = Article::with('author')->get(); // 2 queries total

        foreach ($articles as $article) {
            echo $article->author->name; // No additional queries
        }
    }

    // ✅ Nested eager loading for multiple relationships
    public function indexWithNestedRelations()
    {
        // Loads articles → authors → profiles + articles → comments → users
        $articles = Article::with([
            'author.profile',
            'comments.user'
        ])->get();

        return view('articles.index', compact('articles'));
    }
}

Eager loading with with() anticipates needs and loads data upfront. The performance difference becomes spectacular on large collections.

Conditional and Constrained Eager Loading

Large relationships sometimes require partial loading. Constraints on eager loading limit the retrieved data while avoiding N+1.

app/Http/Controllers/UserController.phpphp

// Eager loading with constraints to optimize queries

namespace App\Http\Controllers;

use App\Models\User;
use Illuminate\Database\Eloquent\Builder;

class UserController extends Controller
{
    public function showWithRecentOrders(int $id)
    {
        // Load only the 5 most recent paid orders
        $user = User::with(['orders' => function (Builder $query) {
            $query->where('status', 'paid')
                  ->orderByDesc('created_at')
                  ->limit(5);
        }])->findOrFail($id);

        return view('users.show', compact('user'));
    }

    public function indexActiveWithStats()
    {
        // Conditional eager loading with withCount
        $users = User::query()
            ->where('active', true)
            ->with(['profile', 'subscription'])
            ->withCount(['orders', 'reviews']) // Adds orders_count and reviews_count
            ->withSum('orders', 'total')       // Adds orders_sum_total
            ->get();

        return view('users.index', compact('users'));
    }

    public function showWithConditionalRelation(int $id)
    {
        // Load relationship only if user is premium
        $user = User::findOrFail($id);

        $user->loadMissing(
            $user->isPremium() ? ['premiumFeatures', 'analytics'] : []
        );

        return view('users.show', compact('user'));
    }
}

The withCount() and withSum() methods add aggregations without loading complete collections, ideal for dashboard statistics.

Query Scopes for Reusable Queries

Query scopes encapsulate filtering logic within the model. Local scopes offer flexibility while global scopes apply automatically to all queries.

Naming Convention

Local scopes use the scope prefix in the model but are called without it: scopeActive() becomes User::active().

app/Models/Article.phpphp

// Local and global scopes to encapsulate business logic

namespace App\Models;

use Illuminate\Database\Eloquent\Builder;
use Illuminate\Database\Eloquent\Model;
use Illuminate\Database\Eloquent\Attributes\ScopedBy;

#[ScopedBy([PublishedScope::class])] // Global scope via PHP 8 attribute
class Article extends Model
{
    // Simple local scope: Article::published()
    public function scopePublished(Builder $query): Builder
    {
        return $query->whereNotNull('published_at')
                     ->where('published_at', '<=', now());
    }

    // Local scope with parameter: Article::byCategory('tech')
    public function scopeByCategory(Builder $query, string $category): Builder
    {
        return $query->where('category', $category);
    }

    // Local scope with optional parameter
    public function scopePopular(Builder $query, int $minViews = 1000): Builder
    {
        return $query->where('views_count', '>=', $minViews)
                     ->orderByDesc('views_count');
    }

    // Dynamic scope for flexible search
    public function scopeSearch(Builder $query, ?string $term): Builder
    {
        if (empty($term)) {
            return $query;
        }

        return $query->where(function (Builder $q) use ($term) {
            $q->where('title', 'like', "%{$term}%")
              ->orWhere('content', 'like', "%{$term}%")
              ->orWhereHas('tags', fn($t) => $t->where('name', 'like', "%{$term}%"));
        });
    }
}

app/Models/Scopes/PublishedScope.phpphp

// Reusable global scope across models

namespace App\Models\Scopes;

use Illuminate\Database\Eloquent\Builder;
use Illuminate\Database\Eloquent\Model;
use Illuminate\Database\Eloquent\Scope;

class PublishedScope implements Scope
{
    public function apply(Builder $builder, Model $model): void
    {
        // Automatically applied to all Article queries
        $builder->whereNotNull('published_at')
                ->where('published_at', '<=', now());
    }
}

php

// Using scopes in a controller
$articles = Article::query()
    ->byCategory('technology')
    ->popular(500)
    ->search($request->input('q'))
    ->with('author')
    ->paginate(20);

// Disable a global scope temporarily
$allArticles = Article::withoutGlobalScope(PublishedScope::class)->get();

Chained scopes create readable and maintainable queries while centralizing business logic in the model.

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Accessors and Mutators with Attributes

Laravel 9+ introduces a unified syntax for accessors and mutators via the Attribute class. This modern approach replaces the get*Attribute and set*Attribute methods.

app/Models/User.phpphp

// Modern accessors and mutators with the Attribute class

namespace App\Models;

use Illuminate\Database\Eloquent\Casts\Attribute;
use Illuminate\Database\Eloquent\Model;
use Illuminate\Support\Facades\Hash;
use Illuminate\Support\Str;

class User extends Model
{
    protected $fillable = ['first_name', 'last_name', 'email', 'password'];

    // Accessor: generates a virtual attribute from other fields
    protected function fullName(): Attribute
    {
        return Attribute::make(
            get: fn () => "{$this->first_name} {$this->last_name}",
        );
    }

    // Mutator: transforms value before saving
    protected function password(): Attribute
    {
        return Attribute::make(
            set: fn (string $value) => Hash::make($value),
        );
    }

    // Combined accessor + mutator
    protected function email(): Attribute
    {
        return Attribute::make(
            get: fn (string $value) => Str::lower($value),
            set: fn (string $value) => Str::lower(trim($value)),
        );
    }

    // Cached accessor to avoid recalculations
    protected function initials(): Attribute
    {
        return Attribute::make(
            get: fn () => Str::upper(
                Str::substr($this->first_name, 0, 1) .
                Str::substr($this->last_name, 0, 1)
            ),
        )->shouldCache(); // Caches result during request
    }

    // Computed attribute based on a relationship
    protected function ordersTotal(): Attribute
    {
        return Attribute::make(
            get: fn () => $this->orders->sum('total'),
        );
    }
}

php

// Transparent usage of accessors and mutators
$user = new User();
$user->first_name = 'John';
$user->last_name = 'Doe';
$user->email = '  JOHN@EXAMPLE.COM  '; // Automatically normalized
$user->password = 'secret123';          // Automatically hashed
$user->save();

echo $user->full_name;  // "John Doe"
echo $user->initials;   // "JD"
echo $user->email;      // "john@example.com"

The shouldCache() method optimizes expensive accessors by avoiding multiple recalculations on the same model.

Custom Casts for Complex Types

Casts automatically transform values between PHP and the database. Custom casts encapsulate serialization logic for business types.

app/Casts/MoneyCast.phpphp

// Custom cast for handling monetary amounts

namespace App\Casts;

use App\ValueObjects\Money;
use Illuminate\Contracts\Database\Eloquent\CastsAttributes;
use Illuminate\Database\Eloquent\Model;
use InvalidArgumentException;

class MoneyCast implements CastsAttributes
{
    public function __construct(
        protected string $currency = 'USD'
    ) {}

    // DB → PHP conversion: cents to Money object
    public function get(Model $model, string $key, mixed $value, array $attributes): ?Money
    {
        if ($value === null) {
            return null;
        }

        return new Money(
            amount: (int) $value,
            currency: $this->currency
        );
    }

    // PHP → DB conversion: Money object to cents
    public function set(Model $model, string $key, mixed $value, array $attributes): ?int
    {
        if ($value === null) {
            return null;
        }

        if ($value instanceof Money) {
            return $value->getAmountInCents();
        }

        if (is_numeric($value)) {
            return (int) ($value * 100);
        }

        throw new InvalidArgumentException('Value must be Money instance or numeric');
    }
}

app/ValueObjects/Money.phpphp

// Immutable Value Object representing amounts

namespace App\ValueObjects;

use JsonSerializable;

final readonly class Money implements JsonSerializable
{
    public function __construct(
        private int $amount,     // Stored in cents
        private string $currency
    ) {}

    public function getAmountInCents(): int
    {
        return $this->amount;
    }

    public function getAmountInUnits(): float
    {
        return $this->amount / 100;
    }

    public function format(): string
    {
        return number_format($this->getAmountInUnits(), 2) . ' ' . $this->currency;
    }

    public function add(Money $other): self
    {
        return new self($this->amount + $other->amount, $this->currency);
    }

    public function jsonSerialize(): array
    {
        return [
            'amount' => $this->getAmountInUnits(),
            'currency' => $this->currency,
        ];
    }
}

app/Models/Order.phpphp

// Using the custom cast

namespace App\Models;

use App\Casts\MoneyCast;
use Illuminate\Database\Eloquent\Model;

class Order extends Model
{
    protected function casts(): array
    {
        return [
            'total' => MoneyCast::class,           // USD by default
            'shipping_cost' => MoneyCast::class . ':USD',
            'tax_amount' => MoneyCast::class . ':USD',
            'paid_at' => 'datetime',
            'metadata' => 'array',
        ];
    }
}

php

// Natural usage with the cast
$order = Order::find(1);
echo $order->total->format();              // "149.99 USD"
echo $order->total->getAmountInCents();    // 14999

$order->total = 199.99;  // Automatically converted
$order->save();          // Stored as 19999 in DB

Value Objects combined with custom casts ensure business data integrity while maintaining an elegant API.

Optimizing Large-Scale Queries

Operations on millions of records require specific techniques to avoid memory exhaustion. Chunking and cursors process data in batches.

Memory Warning

Model::all() loads all records into memory. On a 100,000-row table, this can consume several gigabytes of RAM and crash the application.

app/Console/Commands/ProcessUsersCommand.phpphp

// Batch processing techniques for large tables

namespace App\Console\Commands;

use App\Models\User;
use Illuminate\Console\Command;
use Illuminate\Support\Facades\DB;

class ProcessUsersCommand extends Command
{
    protected $signature = 'users:process';

    public function handle(): int
    {
        // ✅ Chunk: processes in batches of 1000, reloads from DB
        User::query()
            ->where('needs_processing', true)
            ->chunk(1000, function ($users) {
                foreach ($users as $user) {
                    $user->processAccount();
                }
            });

        // ✅ Chunk with updates: avoids infinite loop during modifications
        User::query()
            ->where('status', 'pending')
            ->chunkById(1000, function ($users) {
                foreach ($users as $user) {
                    $user->update(['status' => 'processed']);
                }
            });

        // ✅ Lazy collection: single record in memory at a time
        foreach (User::lazy(1000) as $user) {
            $user->sendNewsletter();
        }

        // ✅ Cursor: for read-only operations, minimal memory
        foreach (User::cursor() as $user) {
            $this->info("Processing: {$user->email}");
        }

        // ✅ Mass update without Eloquent: maximum performance
        User::query()
            ->where('last_login_at', '<', now()->subYear())
            ->update(['status' => 'inactive']);

        // ✅ Optimized mass deletion
        User::query()
            ->where('deleted_at', '<', now()->subMonths(6))
            ->forceDelete();

        return self::SUCCESS;
    }
}

The choice between chunk(), lazy(), and cursor() depends on the use case: chunk() for modifications, lazy() for intermediate operations, cursor() for simple reading with minimal memory.

Advanced Polymorphic Relationships

Polymorphic relationships allow a model to belong to multiple different model types via a single relationship. This flexibility is ideal for comments, tags, or attached files.

app/Models/Comment.phpphp

// Model with inverse polymorphic relationship

namespace App\Models;

use Illuminate\Database\Eloquent\Model;
use Illuminate\Database\Eloquent\Relations\MorphTo;

class Comment extends Model
{
    protected $fillable = ['body', 'user_id'];

    // A comment can belong to Article, Video, or any other model
    public function commentable(): MorphTo
    {
        return $this->morphTo();
    }

    public function user()
    {
        return $this->belongsTo(User::class);
    }
}

app/Models/Article.phpphp

// Parent model with polymorphic relationship

namespace App\Models;

use Illuminate\Database\Eloquent\Model;
use Illuminate\Database\Eloquent\Relations\MorphMany;

class Article extends Model
{
    public function comments(): MorphMany
    {
        return $this->morphMany(Comment::class, 'commentable');
    }
}

app/Models/Video.phpphp

// Another parent model using the same relationship

namespace App\Models;

use Illuminate\Database\Eloquent\Model;
use Illuminate\Database\Eloquent\Relations\MorphMany;

class Video extends Model
{
    public function comments(): MorphMany
    {
        return $this->morphMany(Comment::class, 'commentable');
    }
}

php

// Migration for polymorphic comments table
// database/migrations/2026_01_15_create_comments_table.php

use Illuminate\Database\Migrations\Migration;
use Illuminate\Database\Schema\Blueprint;
use Illuminate\Support\Facades\Schema;

return new class extends Migration
{
    public function up(): void
    {
        Schema::create('comments', function (Blueprint $table) {
            $table->id();
            $table->text('body');
            $table->foreignId('user_id')->constrained();
            $table->morphs('commentable'); // Creates commentable_type and commentable_id
            $table->timestamps();

            // Composite index for polymorphic queries
            $table->index(['commentable_type', 'commentable_id']);
        });
    }
};

php

// Using polymorphic relationships
$article = Article::find(1);
$article->comments()->create([
    'body' => 'Excellent article!',
    'user_id' => auth()->id(),
]);

$video = Video::find(1);
$video->comments()->create([
    'body' => 'Very instructive video',
    'user_id' => auth()->id(),
]);

// Retrieve parent from comment
$comment = Comment::with('commentable')->find(1);
echo get_class($comment->commentable); // App\Models\Article or App\Models\Video

Polymorphic relationships avoid table duplication and centralize logic for cross-cutting features.

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Traits and Observers for Reusable Logic

Traits encapsulate reusable behaviors across models. Observers centralize hooks on lifecycle events.

app/Models/Concerns/HasSlug.phpphp

// Trait for automatic slug generation

namespace App\Models\Concerns;

use Illuminate\Database\Eloquent\Model;
use Illuminate\Support\Str;

trait HasSlug
{
    public static function bootHasSlug(): void
    {
        static::creating(function (Model $model) {
            if (empty($model->slug)) {
                $model->slug = $model->generateUniqueSlug();
            }
        });
    }

    protected function generateUniqueSlug(): string
    {
        $slug = Str::slug($this->getSlugSource());
        $originalSlug = $slug;
        $counter = 1;

        // Check uniqueness and add suffix if needed
        while (static::where('slug', $slug)->exists()) {
            $slug = "{$originalSlug}-{$counter}";
            $counter++;
        }

        return $slug;
    }

    // Can be overridden in the model
    protected function getSlugSource(): string
    {
        return $this->title ?? $this->name;
    }
}

app/Models/Concerns/HasUuid.phpphp

// Trait for using UUIDs as primary key

namespace App\Models\Concerns;

use Illuminate\Database\Eloquent\Model;
use Illuminate\Support\Str;

trait HasUuid
{
    public static function bootHasUuid(): void
    {
        static::creating(function (Model $model) {
            if (empty($model->{$model->getKeyName()})) {
                $model->{$model->getKeyName()} = (string) Str::uuid();
            }
        });
    }

    public function getIncrementing(): bool
    {
        return false;
    }

    public function getKeyType(): string
    {
        return 'string';
    }
}

app/Observers/ArticleObserver.phpphp

// Observer to centralize hooks on Article model

namespace App\Observers;

use App\Models\Article;
use App\Jobs\NotifySubscribersJob;
use App\Services\SearchIndexService;
use Illuminate\Support\Facades\Cache;

class ArticleObserver
{
    public function __construct(
        private SearchIndexService $searchIndex
    ) {}

    public function created(Article $article): void
    {
        // Invalidate recent articles cache
        Cache::tags(['articles', 'recent'])->flush();

        // Index for search
        $this->searchIndex->index($article);
    }

    public function updated(Article $article): void
    {
        // Update search index
        $this->searchIndex->update($article);

        // Notify subscribers if article was just published
        if ($article->wasChanged('published_at') && $article->published_at !== null) {
            NotifySubscribersJob::dispatch($article);
        }

        Cache::tags(['articles'])->flush();
    }

    public function deleted(Article $article): void
    {
        $this->searchIndex->remove($article);
        Cache::tags(['articles'])->flush();
    }

    // Prevent deletion if article has comments
    public function deleting(Article $article): bool
    {
        if ($article->comments()->exists()) {
            return false; // Cancel deletion
        }
        return true;
    }
}

app/Models/Article.phpphp

// Model using traits and observer

namespace App\Models;

use App\Models\Concerns\HasSlug;
use App\Models\Concerns\HasUuid;
use App\Observers\ArticleObserver;
use Illuminate\Database\Eloquent\Attributes\ObservedBy;
use Illuminate\Database\Eloquent\Model;

#[ObservedBy(ArticleObserver::class)]
class Article extends Model
{
    use HasSlug, HasUuid;

    protected $fillable = ['title', 'content', 'published_at'];
}

Trait boot* methods execute automatically during model initialization, enabling seamless integration.

Conclusion

Mastering Eloquent ORM relies on understanding the underlying mechanisms and applying appropriate patterns. The techniques presented transform naive queries into performant and maintainable code.

Eloquent optimization checklist:

✅ Systematically use with() for displayed relationships ✅ Apply withCount() rather than loading collections to count ✅ Encapsulate filtering logic in query scopes ✅ Prefer accessors over repeated calculations in views ✅ Implement custom casts for business Value Objects ✅ Use chunk() or lazy() for operations on large tables ✅ Centralize side effects in observers ✅ Extract common behaviors into traits

The php artisan telescope or laravel-debugbar tool visualizes generated SQL queries and identifies missing optimizations.

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Solving the N+1 Problem with Eager Loading

Conditional and Constrained Eager Loading

Query Scopes for Reusable Queries

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Accessors and Mutators with Attributes

Custom Casts for Complex Types

Optimizing Large-Scale Queries

Advanced Polymorphic Relationships

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Traits and Observers for Reusable Logic

Conclusion

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