DRF auto-generates API schemas and documentation. I use drf-spectacular for OpenAPI 3.0 schemas. The schema describes endpoints, parameters, and responses. I customize with decorators like @extend_schema. Interactive docs via Swagger UI or ReDoc let d

Environment variables configure applications without code changes. The twelve-factor app methodology stores config in the environment. .env files provide local defaults—never commit them to Git. dotenv libraries load .env files in development. Product

Webhooks are a security boundary. Verify signatures with constant-time compare, include a timestamp window to prevent replay, and store processed event IDs to make handlers idempotent.

Caching dramatically improves performance by storing expensive computations or database queries. Laravel supports multiple cache drivers—Redis, Memcached, file, database. I use Cache::remember() to fetch or compute and cache values with expiration. Ca

Polymorphic associations allow a model to belong to multiple other models through a single association, which is useful for shared behaviors like comments, likes, or attachments. Instead of separate post_id and article_id columns, a polymorphic associ

I don’t try to re-implement full JSON Schema in Go, but I do like returning validation errors that are easy for clients to render. The pattern is: decode into a struct, validate required fields and invariants, and return a slice of {field, message} is

color-eyre enhances eyre (an anyhow alternative) with colored, human-readable error messages and backtraces. It automatically captures panic backtraces and suggestion hints. I use it in CLI tools where error UX matters. The setup is minimal: color_eyr

Connection pooling reuses database connections across requests. Creating connections is expensive—pooling amortizes overhead. I use PgBouncer for PostgreSQL, ProxySQL for MySQL. Session pooling maintains session state. Transaction pooling is more effi

Accessible iOS apps work for all users, including those with disabilities. VoiceOver reads UI elements, requiring proper labels and hints. I set .accessibilityLabel() for non-text elements like images and buttons, describing what they represent. .acce

AWS IAM (Identity and Access Management) controls access to cloud resources. Policies are JSON documents with Effect, Action, and Resource fields. The principle of least privilege grants only required permissions. Allow permits actions, Deny always ov

Hotwire forms feel “native” when invalid submissions keep you in context. Replace just the form frame with errors and keep the rest of the page intact. Return 422 so clients and caches behave correctly.

Memoization is useful, but it should be scoped. Memoize within the instance/request, never globally. This is a simple way to avoid repeated expensive DB reads inside a view render.