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PublishedMay 23, 2026 at 03:23 AM

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version: "1.0.1" name: koan-performance description: Streaming, pagination, count strategies, bulk operations

Koan Performance

Core Principle

Optimize for scale from day one. Use streaming for large datasets, batch operations for bulk changes, fast counts for UI, and pagination for web APIs.

Performance Patterns

Streaming (Large Datasets)

csharp

// ❌ WRONG: Load everything into memory
var allTodos = await Todo.All(); // 1 million records!
 
// ✅ CORRECT: Stream in batches
await foreach (var todo in Todo.AllStream(batchSize: 1000))
{
    await ProcessTodo(todo);
}

Count Strategies

csharp

// Fast count (metadata estimate - 1000x+ faster)
var fast = await Todo.Count.Fast(ct); // ~5ms for 10M rows
 
// Exact count (guaranteed accuracy)
var exact = await Todo.Count.Exact(ct); // ~25s for 10M rows
 
// Optimized (framework chooses)
var optimized = await Todo.Count; // Uses Fast if available

Use Fast for: Pagination UI, dashboards, estimates Use Exact for: Critical business logic, reports, inventory

Bulk Operations

csharp

// Bulk create
var todos = Enumerable.Range(1, 1000)
    .Select(i => new Todo { Title = $"Task {i}" })
    .ToList();
await todos.Save(); // Single operation
 
// Bulk removal
await Todo.RemoveAll(RemoveStrategy.Fast); // TRUNCATE/DROP (225x faster)

Batch Retrieval

csharp

// ❌ WRONG: N queries
foreach (var id in ids)
{
    var todo = await Todo.Get(id);
}
 
// ✅ CORRECT: 1 query
var todos = await Todo.Get(ids);

Pagination

csharp

public async Task<IActionResult> GetTodos(
    int page = 1,
    int pageSize = 20,
    CancellationToken ct = default)
{
    var result = await Todo.QueryWithCount(
        t => !t.Completed,
        new DataQueryOptions { OrderBy = nameof(Todo.Created), Descending = true },
        ct);
 
    Response.Headers["X-Total-Count"] = result.TotalCount.ToString();
    return Ok(result.Items);
}

Performance Benchmarks

Operation	Inefficient	Efficient	Speedup
Bulk Remove (1M)	DELETE loop ~45s	TRUNCATE ~200ms	225x
Count (10M)	Full scan ~25s	Metadata ~5ms	5000x
Batch Get (100)	100 queries	1 query	100x
Stream (1M)	Load all (OOM)	Stream batches	Memory safe

When This Skill Applies

✅ Performance tuning
✅ Large datasets
✅ Optimization
✅ Production readiness
✅ Memory issues
✅ Query optimization

Reference Documentation

Example Code: .claude/skills/entity-first/examples/batch-operations.cs
Guide: docs/guides/performance.md
Sample: samples/S14.AdapterBench/ (Performance benchmarks)

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