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AI's current hype cycle has driven massive hardware investment. Even if AI disappoints, those hardware capabilities remain. What else can we do with them?

Power BI's new PBIR format enhances collaboration, version control, and efficiency for developers. Learn key benefits and future implications.

Power BI Projects are a game changer for teams building reports; offering a source-control friendly format, CI/CD support, and the ability to edit in a code editor.

Spark doesn't always interpret JSON how we'd like. For example, if each key/value pair in a JSON object is conceptually one item, Spark won't give you a row per item by default. This article shows how to nudge Spark in the right direction.

This post examines .NET's native support for iterators: IEnumerator<T>, IEnumerable<T>, and IAsyncEnumerable<T>.

High-performance data teams start with C-suite sponsorship, align to organisational goals, adopt a product mindset, and position themselves as innovation engines rather than order takers.

Use Reactive Extensions for .NET to transform FileSystemWatcher events into a powerful and easy-to-use event stream to deal with file system idiosyncrasies.

Convert between unrelated IJsonValue types across API, CRM, and database schemas with near-zero allocation. A schema-first alternative to AutoMapper for JSON-driven .NET applications.

Set unevaluatedProperties to a schema to turn a JSON object into a Dictionary-like map. The generated C# type implements IReadOnlyDictionary with zero-allocation key comparisons.

Plain numeric enums lose their labels in JSON Schema. Using oneOf with const and title/description preserves named, documented numeric values with full pattern-matching support in C#.

JSON Schema's enum keyword constrains values to a fixed set of strings (or mixed types). Corvus.JsonSchema generates strongly typed constants with pattern-matching support in C#.

Use const-valued properties as discriminators in a oneOf union to implement the same polymorphic dispatch pattern used by System.Text.Json, illustrated with JSON Patch operations.

JSON Schema's oneOf keyword creates exhaustive discriminated unions, solving the two biggest problems with C# inheritance-based unions: invasiveness and missing-case bugs.

Compose multiple independent JSON Schemas into a single type using allOf — the schema equivalent of implementing multiple interfaces, with Corvus.JsonSchema.

JSON Schema's prefixItems keyword maps to C# ValueTuples. Combined with unevaluatedItems: false, it creates fixed-length, mixed-type arrays with strongly typed accessors.

Fixed-size numeric arrays defined in JSON Schema can be converted to and from Span&lt;T&gt; for use with System.Numerics.Tensors, enabling zero-allocation interop for ML and math workloads.

Model multi-dimensional arrays (rank 2+) in JSON Schema by nesting array definitions with items. Use minItems/maxItems to fix dimensions or allow ragged arrays.

Define typed arrays in JSON Schema using items, minItems, and maxItems. Corvus.JsonSchema generates strongly typed accessors, enumerators, and IEnumerable support for LINQ.

Narrow the validation rules of an existing JSON Schema type by adding tighter constraints on its properties. Unlike OO overrides, constraints compose: both base and derived rules apply.

Extend an open JSON Schema type with new properties using $ref — similar to deriving from a base class in C#. Corvus.JsonSchema combines both schemas into one type.

JSON Schema objects are open by default, allowing extra properties for forwards compatibility — use unevaluatedProperties to close them for strict validation.

Use $ref and $defs to extract shared schema definitions and reuse them across properties. Corvus.JsonSchema generates a single shared .NET type, eliminating duplication.

Add required fields, string length limits, and numeric range constraints to a JSON Schema data object — and see how Corvus.JsonSchema enforces them in C#.

Define a simple data object in JSON Schema and generate strongly typed C# with Corvus.JsonSchema — properties, implicit conversions, and fast serialization.

Corvus.JsonSchema enables safe use of the very high performance JSON parsing offered by .NET's System.Text.Json.