json

When rendering JSON, the serializer layer can silently trigger extra queries. Force “preload then serialize” so your JSON rendering path is deterministic. This pattern scales well in Rails APIs.

Large request bodies are where naive code falls over. Instead of io.ReadAll, I decode JSON incrementally with json.Decoder and enable DisallowUnknownFields so unexpected fields fail fast. That becomes a surprisingly strong safety net when you evolve A

Time parsing bugs are common in APIs: clients send different formats, empty strings, or timezone-less values. I like making time parsing explicit by wrapping time.Time and implementing UnmarshalJSON. The wrapper accepts RFC3339, treats null as “unset,

Most handler bugs I debug are really input bugs: oversized bodies, unexpected fields, or clients sending arrays when the API expects an object. A dedicated decode helper makes behavior consistent. This pattern wraps the request body with http.MaxBytes

A lot of handler complexity disappears if you reject bad requests early. I enforce the HTTP method (POST, PUT, etc.) and require Content-Type: application/json before attempting to decode. This prevents confusing errors where clients send form-encoded

I like explicit response helpers because they prevent subtle inconsistencies: missing Content-Type, forgetting Cache-Control, or writing headers after the body has started. A WriteJSON function centralizes the “happy path” and makes error handling con

Not every integration payload maps cleanly to a static struct. When I need to accept “mostly known” JSON but preserve unknown fields for auditing or forward compatibility, I use json.RawMessage. That allows me to decode the envelope (event name, versi

API resources transform Eloquent models into JSON responses with full control over structure and data exposure. I create resource classes that extend JsonResource and define a toArray() method returning the desired JSON structure. Resources hide sensi

Codable protocol combines Encodable and Decodable for seamless JSON conversion. Swift structs and classes conforming to Codable automatically synthesize encoding/decoding logic when all properties are Codable. JSONEncoder converts Swift types to JSON

Rails conventions support RESTful API development. I use resourceful routing for standard CRUD operations. Controllers inherit from ActionController::API for API-only apps. JSON serialization with Jbuilder or Active Model Serializers structures respon

One of the easiest ways to reduce frontend complexity is to be consistent about API responses. I keep a small helper that always sets Content-Type: application/json; charset=utf-8, uses a stable error envelope (error + optional details), and returns c

PostgreSQL JSONB stores binary JSON efficiently with indexing support. I use JSONB for semi-structured data, dynamic attributes, event logs. JSONB operators enable querying nested data—->, ->>, @>, ?. GIN indexes accelerate JSONB queries.