Module mixins and concerns for code reuse

Ruby modules enable code sharing across classes without inheritance. I use include for instance methods, extend for class methods. prepend inserts module before class in method lookup. Concerns organize shared behavior—validations, scopes, association

Laravel collections for data manipulation

Laravel collections provide a fluent, powerful API for working with arrays. Every Eloquent query returns a collection, but I also create collections from arrays with collect(). Methods like map(), filter(), reduce(), groupBy(), and sortBy() transform

Django transaction handling with atomic decorator

Database transactions ensure data integrity when multiple operations must succeed or fail together. I use @transaction.atomic on views or functions to wrap them in a transaction. For partial rollbacks, I use transaction.atomic() as a context manager a

Rails strong parameters for nested attributes

Strong parameters prevent mass assignment vulnerabilities by explicitly permitting allowed attributes. For nested associations like a post with embedded images or comments, I use nested permit calls. Arrays of primitives use [] syntax, while hashes of

Database transactions and ACID properties

Transactions ensure data consistency through ACID properties. Atomicity guarantees all-or-nothing execution. Consistency maintains database constraints. Isolation prevents concurrent transaction interference. Durability persists committed changes. I u

Streaming CSV import with batched inserts

CSV imports are where memory usage quietly explodes if you read everything at once. I stream rows with encoding/csv, validate each record, and batch inserts to keep DB overhead low. The important detail is backpressure: if the database is slow, the im

Borrowing with & and &mut for zero-cost access

Instead of transferring ownership, Rust lets you borrow values with references (&T for immutable, &mut T for mutable). Borrows allow functions to read or modify data without taking ownership, so the caller retains access afterward. The borrow

Laravel model observers for lifecycle hooks

Observers consolidate model event listeners in dedicated classes, preventing bloated models. Each observer method corresponds to an Eloquent event—creating, created, updating, updated, deleting, deleted. I register observers in boot() methods of servi

Firebase Cloud Messaging for push notifications

Firebase Cloud Messaging (FCM) delivers push notifications across platforms. I extend FirebaseMessagingService and override onMessageReceived() to handle incoming messages. Device tokens obtained via FirebaseMessaging.getInstance().token register with

Django REST Framework viewset with custom permissions

I create custom permission classes to encapsulate authorization logic outside of views. This IsOwnerOrReadOnly pattern is useful for resources where anyone can read but only the owner can modify. By implementing has_object_permission, I can make granu

Database-Backed “Run Once” Migrations for Maintenance Tasks

Sometimes you need a one-time maintenance operation outside normal schema changes. Use a small table to track “run once” tasks so reruns are safe and the operation is visible.

Transactional Email “Send Once” with Delivered Marker

Emails should be idempotent. Store a delivered marker (or unique key) so retries don’t spam users. This pattern is especially useful for receipts and password reset flows.