
Event Analytics on JSON Properties in PostgreSQL Tested
A tested guide to analytics on JSON event data: envelope versus properties, funnels and retention, typed columns, indexes, type drift and backfills.
Everything you need to level up your coding skills.

A tested guide to analytics on JSON event data: envelope versus properties, funnels and retention, typed columns, indexes, type drift and backfills.

A tested guide to testing JSON output: asserts, snapshots, volatile fields, schemas, generated data, fixtures and property tests, with a mutation matrix.

Decode JSON into Go structs with struct tags: null versus missing with pointers, case-insensitive keys, int64 ids, wrong-type errors and the omitempty trap.

One order document read in Go, Java, Rust, C#, PHP, Ruby, Python, Node and Bash: unknown keys, case, nulls, big ints, depth, duplicates and strictness.

Why a PUT drops fields, why dict.update clobbers nested objects, how absent differs from null in Pydantic, and how field-level SQL avoids lost updates.

Measure schema drift in a jsonb column with key counts and type counts, see how it changes a sum, and stop it with a NOT VALID check constraint.

A tested guide to where JSON belongs in an application: columns, API shapes, settings, events, drift and patches, with measured costs in PostgreSQL.

A tested guide to JSON security: where bodies turn hostile, parser differences, prototype pollution, SQL, limits, numbers, logs, and a checklist.

JSONPath, JMESPath, jq and the path dialects of PostgreSQL, MySQL and SQLite tested on one document: syntax, null handling, speed, indexes, portability.

Convert JSON to YAML with a YAML library so strings like yes, 3.10 and 02134 keep their quotes, and see what string formatting does to the same data.

A tested guide to diffing, patching and merging JSON: normalizing, array identity, JSON Patch, Merge Patch, atomic apply, deep merge, history and tests.

Convert YAML to JSON with PyYAML and json, and handle the cases that break it: dates, sets, integer keys, NaN, anchors, several documents and complex keys.
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