Data Flow Skill for Claude

SwiftUI Data Flow

Nearly every confusing SwiftUI bug — state that resets, animations that crossfade instead of

move, lists that flash, bodies that run constantly — traces to identity, lifetime, or

dependencies. This is Apple's own mental model (the Demystify sessions + Data Essentials +

Observation), current through the WWDC26 @State macro.

When This Skill Activates

• "@State resets when…" / state loses its value on a condition change
• Views re-render too often; animations crossfade when they should move
• Lists flashing, rows reordering wrongly, ForEach misbehaving
• Choosing between @State, @Binding, @Bindable, @Environment, plain property
• Debugging with Self._printChanges(); concurrency warnings in view code

Identity: the root concept

SwiftUI sees three things: identity, lifetime, dependencies. Views with the same identity

are "different states of the same conceptual UI element"; distinct identities are distinct views.

• Structural identity = type + position in the hierarchy. An if/else creates **two

identities** (_ConditionalContent) — flipping the branch destroys/recreates the view: state

resets, transitions crossfade instead of animating.

• Explicit identity = id: in ForEach or .id(_:) (also the target for

ScrollViewReader.scrollTo). Changing an explicit id is a new identity — new lifetime,

fresh state. (That's the .id(item.id) force-refresh trick — use it knowingly.)

• The inert-modifier rule (the most under-used fix): prefer one view whose modifiers vary

over branching —

  // ❌ two identities; state resets, transition crossfades
  if expired { content.opacity(0.3) } else { content }
  // ✅ one identity; cheap, pruned when inert
  content.opacity(expired ? 0.3 : 1.0)

Inert values (opacity 1, padding 0) cost nothing. "By default, try to preserve identity."

• Conditionally include a view *inside* a stack rather than conditionally wrapping the stack.

Lifetime: state is tied to identity

• View values are ephemeral — created for comparison, then destroyed. Never rely on the

struct instance; identity provides continuity.

• "Whenever the identity changes, the state is replaced" — @State/@StateObject storage

tears down and reinitializes. If state "randomly resets," find the identity change.

• WWDC26: @State is a macro with lazy initialization of @Observable classes (backported

to iOS 17) — the stored object initializes once per lifetime, not on every view-value init.

Remove default values when also assigning in init (source-breaking edge).

ForEach identifier rules (the flashing-list checklist)

• Stable — never var id = UUID() computed per access (everything flashes/reanimates).
• Not indices — insert-at-front reads as insert-at-end; rows animate wrongly.
• Unique — duplicate IDs drop rows.
• Use persistent/database-derived IDs; that's what Identifiable is for. Range ForEach

(0..<n) only with a constant range.

• Constant views per element: an if filter inside ForEach (0-or-1 views) or AnyView

forces List to resolve every row just to count them. Filter in the data, and cache the

filtered collection in the model — an inline .filter re-runs linearly on every body.

• List/Table gather all identifiers eagerly — cheap IDs = fast loads.

Dependencies: the graph, not the tree

• Every piece of data read in body is a dependency; only views whose dependency changed

re-run, and value comparison prunes unchanged subtrees. Stable identity is "the backbone of

the dependency graph."

• Scope dependencies tightly: pass the subview what it renders (the Image, not the whole

model). Extracting subviews is free — "breaking up one view into multiple doesn't hurt

performance" — and shrinks invalidation scope.

• Observation (@Observable) tracks per property, per instance — a view re-renders only

when a property it actually *read* changes, including through computed properties, arrays,

optionals, and nesting.

• Migration from ObservableObject: drop conformance + @Published → @Observable;

@ObservedObject → delete or @Bindable; @EnvironmentObject → @Environment.

Invalidation narrows from whole-object to read-properties — a free performance win.

State ownership: the decision rules

Ask Apple's three questions: what data does the view need · how does it manipulate it ·

where does truth live?

| Situation | Use |

|---|---|

| Display-only, parent owns it | plain let property |

| Transient, view-local UI state | @State (group related fields into one struct with mutating methods) |

| Write access to someone else's truth | @Binding (bindings compose: $config.note) |

| Observable model owned by this view | @State (lazy-init since WWDC26 macro) |

| Observable model, needs $model.field bindings only | @Bindable |

| Observable model, globally available | @Environment |

| Observable model, none of the above | plain property |

• ❌ Never allocate a reference-type model inline as an @ObservedObject default — every

re-run reallocates it (heap churn, data loss); use @StateObject or @State + @Observable.

• ❌ Two siblings each holding @State for the same value desync — lift state to the container

and hand children Bindings.

• @SceneStorage (restoration state, per window) and @AppStorage (settings) are stores

*next to* your model, not the model. Limit total sources of truth.

Body discipline

• Body must be a pure function, free of side effects — no allocation, I/O, filtering, or

string-building; move loading to .task { await … }.

• Debug why body ran with Self._printChanges() (or expression Self._printChanges() at an

LLDB breakpoint): @self = view value changed; a named property = that dependency changed.

Debug-only — never ship it. Deeper workflow: performance/swiftui-debugging.

• ❌ AnyView hides structure from SwiftUI (worse diagnostics/performance) — use

@ViewBuilder helpers and switch instead.

Concurrency contract (WWDC25)

• View is @MainActor: body, @State, members, and Task { } created in body are all

main-actor — most view code needs zero annotations (and Swift 6.2's default-isolation mode

removes the rest).

• SwiftUI runs some of *your* closures off-main — Shape.path(in:), Layout methods,

visualEffect, onGeometryChange — that's why they're Sendable. Don't touch

self.someState there; copy the value in the capture list ([pulse]) and compute from

the proxies SwiftUI hands you.

• Every await can resume after the frame deadline, so time-sensitive state (gesture/scroll

reactions, button loading indicators) must mutate synchronously *before* starting async work.

Bridge UI↔async through a piece of state; keep view Tasks minimal ("inform the model") so

async logic stays unit-testable.

Output Format

Data-flow review: Symptom | Root cause (identity / lifetime / dependency / ownership) | Fix

— check identity first; it explains most of the rest.

References

• https://developer.apple.com/videos/play/wwdc2021/10022/ (Demystify SwiftUI — the canon)
• https://developer.apple.com/videos/play/wwdc2020/10040/ (Data Essentials)
• https://developer.apple.com/videos/play/wwdc2023/10149/ (Discover Observation)
• https://developer.apple.com/videos/play/wwdc2023/10160/ (Demystify SwiftUI performance)
• https://developer.apple.com/videos/play/wwdc2025/266/ (Explore concurrency in SwiftUI)
• Related skills: performance/swiftui-debugging (Instruments workflow), swiftui/layout, swift/concurrency-patterns, ios/coding-best-practices