I have an image field on a Core Data entity with "Allows External Storage" enabled. When I delete a record, the external binary data file remains on disk. How can I ensure that all externally stored data is deleted along with the record?
iCloud & Data
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I'm building a macOS + iOS SwiftUI app using Xcode 14.1b3 on a Mac running macOS 13.b11. The app uses Core Data + CloudKit.
With development builds, CloudKit integration works on the Mac app and the iOS app. Existing records are fetched from iCloud, and new records are uploaded to iCloud. Everybody's happy.
With TestFlight builds, the iOS app has no problems. But CloudKit integration isn't working in the Mac app at all. No existing records are fetched, no new records are uploaded.
In the Console, I see this message:
error: CoreData+CloudKit: Failed to set up CloudKit integration for store: <NSSQLCore: 0x1324079e0> (URL: <local file url>)
Error Domain=NSCocoaErrorDomain Code=4099 "The connection to service named com.apple.cloudd was invalidated: failed at lookup with error 159 - Sandbox restriction." UserInfo={NSDebugDescription=The connection to service named com.apple.cloudd was invalidated: failed at lookup with error 159 - Sandbox restriction.}
I thought it might be that I was missing the com.apple.security.network.client entitlement, but adding that didn't help.
Any suggestions what I might be missing? (It's my first sandboxed Mac app, so it might be really obvious to anyone but me.)
I have a simple app that makes an HTTPS call to gather some JSON which I then parse and add to my SwiftData database. The app then uses a simple @Query in a view to get the data into a list.
on iOS 16 this works fine. No problems. But the same code on iOS 26 (targeting iOS 18.5) crashes after about 15 seconds of idle time after the list is populated. The error message is:
Could not cast value of type '__NSCFNumber' (0x1f31ee568) to 'NSString' (0x1f31ec718).
and occurs when trying to access ANY property of the list.
I have a stripped down version of the app that shows the crash available.
To replicate the issue:
open the project in Xcode 26
target any iOS 26 device or simulator
compile and run the project.
after the list is displayed, wait about 15 seconds and the app crashes.
It is also of note that if you try to run the app again, it will crash immediately, unless you delete the app from the device.
Any help on this would be appreciated.
Feedback number FB20295815 includes .zip file
Below is the basic code (without the data models)
The Best Seller List.Swift
import SwiftUI
import SwiftData
@main
struct Best_Seller_ListApp: App {
var body: some Scene {
WindowGroup {
ContentView()
}
.modelContainer (for: NYTOverviewResponse.self)
}
}
ContentView.Swift
import os.log
import SwiftUI
struct ContentView: View {
@Environment(\.modelContext) var modelContext
@State private var listEncodedName = String()
var body: some View {
NavigationStack () {
ListsView()
}
.task {
await getBestSellerLists()
}
}
func getBestSellerLists() async {
guard let url = URL(string: "https://api.nytimes.com/svc/books/v3/lists/overview.json?api-key=\(NYT_API_KEY)") else {
Logger.errorLog.error("Invalid URL")
return
}
do {
let decoder = JSONDecoder()
var decodedResponse = NYTOverviewResponse()
//decode the JSON
let (data, _) = try await URLSession.shared.data(from: url)
decoder.keyDecodingStrategy = .convertFromSnakeCase
decodedResponse = try decoder.decode(NYTOverviewResponse.self, from: data)
//remove any lists that don't have list_name_encoded. Fixes a bug in the data
decodedResponse.results!.lists = decodedResponse.results!.lists!.filter { $0.listNameEncoded != "" }
// sort the lists
decodedResponse.results!.lists!.sort { (lhs, rhs) -> Bool in
lhs.displayName < rhs.displayName
}
//delete any potential existing data
try modelContext.delete(model: NYTOverviewResponse.self)
//add the new data
modelContext.insert(decodedResponse)
} catch {
Logger.errorLog.error("\(error.localizedDescription)")
}
}
}
ListsView.Swift
import os.log
import SwiftData
import SwiftUI
@MainActor
struct ListsView: View {
//MARK: - Variables and Constants
@Query var nytOverviewResponses: [NYTOverviewResponse]
enum Updated: String {
case weekly = "WEEKLY"
case monthly = "MONTHLY"
}
//MARK: - Main View
var body: some View {
List {
if nytOverviewResponses.isEmpty {
ContentUnavailableView("No lists yet", systemImage: "list.bullet", description: Text("NYT Bestseller lists not downloaded yet"))
} else {
WeeklySection
MonthlySection
}
}
.navigationBarTitle("Bestseller Lists", displayMode: .large)
.listStyle(.grouped)
}
var WeeklySection: some View {
let rawLists = nytOverviewResponses.last?.results?.lists ?? []
// Build a value-typed array to avoid SwiftData faulting during sort
let weekly = rawLists
.filter { $0.updateFrequency == Updated.weekly.rawValue }
.map { (name: $0.displayName, encoded: $0.listNameEncoded, model: $0) }
.sorted { $0.name < $1.name }
return Section(header: Text("Weekly lists to be published on \(nytOverviewResponses.last?.results?.publishedDate ?? "-")")) {
ForEach(weekly, id: \.encoded) { item in
Text(item.name).font(Font.custom("Georgia", size: 17))
}
}
}
var MonthlySection: some View {
let rawLists = nytOverviewResponses.last?.results?.lists ?? []
// Build a value-typed array to avoid SwiftData faulting during sort
let monthly = rawLists
.filter { $0.updateFrequency == Updated.monthly.rawValue }
.map { (name: $0.displayName, encoded: $0.listNameEncoded, model: $0) }
.sorted { $0.name < $1.name }
return Section(header: Text("Monthly lists to be published on \(nytOverviewResponses.last?.results?.publishedDate ?? "-")")) {
ForEach(monthly, id: \.encoded) { item in
Text(item.name).font(Font.custom("Georgia", size: 17))
}
}
}
}
This simple test fails in my project. Similar code in my application also crashes.
How do I debug the problem?
What project settings are required. I have added SwiftData as a framework to test (and application) targets?
Thanks,
The problem is with:
modelContext.insert(item)
Thread 1: EXC_BAD_INSTRUCTION (code=EXC_I386_INVOP, subcode=0x0)
import XCTest
import SwiftData
@Model
class FakeModel {
var name: String
init(name: String) { self.name = name }
}
@MainActor
final class FakeModelTests: XCTestCase {
var modelContext: ModelContext!
override func setUp() {
super.setUp()
do {
let container = try ModelContainer(for: FakeModel.self, configurations: ModelConfiguration(isStoredInMemoryOnly: true))
modelContext = container.mainContext
} catch {
XCTFail("Failed to create ModelContainer: \(error)")
modelContext = nil
}
}
func testSaveFetchDeleteFakeItem() {
guard let modelContext = modelContext else {
XCTFail("ModelContext must be initialized")
return
}
let item = FakeModel(name: "Test")
modelContext.insert(item)
let fetchDescriptor = FetchDescriptor<FakeModel>()
let items = try! modelContext.fetch(fetchDescriptor)
XCTAssertEqual(items.count, 1)
XCTAssertEqual(items.first?.name, "Test")
modelContext.delete(item)
let itemsAfterDelete = try! modelContext.fetch(fetchDescriptor)
XCTAssertEqual(itemsAfterDelete.count, 0)
}
}
Hello everyone,
I'm trying to adopt the new Staged Migrations for Core Data and I keep running into an error that I haven't been able to resolve.
The error messages are as follows:
warning: Multiple NSEntityDescriptions claim the NSManagedObject subclass 'Movie' so +entity is unable to disambiguate.
warning: 'Movie' (0x60000350d6b0) from NSManagedObjectModel (0x60000213a8a0) claims 'Movie'.
error: +[Movie entity] Failed to find a unique match for an NSEntityDescription to a managed object subclass
This happens for all of my entities when they are added/fetched. Movie is an abstract entity subclass, and it has the error error: +[Movie entity] Failed to find which is unique to the subclass entities, but this occurs for all entities.
The NSPersistentContainer is loaded only once, and I set the following option after it's loaded:
storeDescription.setOption(
[stages],
forKey: NSPersistentStoreStagedMigrationManagerOptionKey
)
The warnings and errors only appear after I fetch or save to context. It happens regardless of whether the database was migrated or not. In my test project, using the generic NSManagedObject with NSEntityDescription.insertNewObject(forEntityName: "MyEntity", into: context) does not cause the issue. However, using the generic NSManagedObject is not a viable option for my app.
Setting the module to "Current Project Module" doesn't change anything, except that it now prints "claims 'MyModule.Show'" in the warnings. I have verified that there are no other entities with the same name or renameIdentifier.
Has anyone else encountered this issue, or can offer any suggestions on how to resolve it?
Thanks in advance for any help!
I have an issue in my app, where the crashing frame is an assertionFailure in BackingData.set inside SwiftData framework. My own app doesn't appear until frame 14. I have no idea what causes this, or even how to create a reproducible project as this only happens on some devices.
The frame prior to the assertionFailure is this:
#1 (null) in BackingData.set(any:value:) ()
It seems like there is a backing data encoding happening in my Model class, and some value is causing it to fail. The model being accessed is through a relationship, and the frame in the app crashing is along the lines of
Text(parent.child.name)
Obviously, something is wrong in how I have made child, but the part that stand out to me is the assertionFailure in a release build
Hi,
I have designed an app which needs to reschedule notifications according to the user's calendar at midnight. The function has been implemented successfully via backgroundtask. But since the app has enabled iCloud sync, some users will edit their calendar on their iPad and expect that the notifications will be sent promptly to them on iPhone without launching the app on their iPhone. But the problem is that if they haven't launched the app on their iPhone, iCloud sync won't happen. The notifications on their iPhone haven't been updated and will be sent wrongly. How can I design some codes to let iCloud sync across the devices without launching the app at midnight and then reschedule notifications?
DESCRIPTION
I have an App use iCloud to save data.
The App had a CoreData ManagedObject 'Product', 'Product' Object had an attribute name 'count' and it is a Double Type.
I need to synchronises 'count' property across multiple devices.
for example:
I have a devices A、B.
A device set 'Product.count' = 100.
B device set 'Product.count' = 50.
I hope the 'Product.count' == 150 that results.
how to synchronises the 'Product.count' == 150 for multiple devices.
If I have more devices in future, How to get the latest 'Product.count' that it is correct result.
I'm getting a crash in SwiftData but only on one specific device (iPhone 16 pro running 18.2 22C5131e) and not on an ipad or simulator
I cant troubleshoot this crash and its quite frustrating, all I am getting is
@Query(sort: \Todo.timestamp, order: .reverse) private var todos: [Todo]
ForEach(todos.filter { !$0.completed }) { item in // <---crash
TodoListView()
}
and the error is
Thread 1: signal SIGABRT
An abort signal terminated the process. Such crashes often happen because of an uncaught exception or unrecoverable error or calling the abort() function.
and
_SwiftData_SwiftUI.Query.wrappedValue.getter : τ_0_1
-> 0x105b98b58 <+160>: ldur x8, [x29, #-0x40]
0x105b98b5c <+164>: ldur x0, [x29, #-0x38]
0x105b98b60 <+168>: ldur x1, [x29, #-0x30]
0x105b98b64 <+172>: ldur x9, [x29, #-0x20]
0x105b98b68 <+176>: stur x9, [x29, #-0x28]
0x105b98b6c <+180>: ldr x8, [x8, #0x8]
0x105b98b70 <+184>: blr x8
0x105b98b74 <+188>: ldur x0, [x29, #-0x28]
0x105b98b78 <+192>: sub sp, x29, #0x10
0x105b98b7c <+196>: ldp x29, x30, [sp, #0x10]
0x105b98b80 <+200>: ldp x20, x19, [sp], #0x20
0x105b98b84 <+204>: ret
How do I fix this?
I built a SwiftData App that relies on CloudKit to synchronize data across devices.
That means all model relationships must be expressed as Optional.
That’s fine, but there is a limitation in using Optional’s in SwiftData SortDescriptors (Crashes App)
That means I can’t apply a SortDescriptor to ModelA using some property value in ModelB (even if ModelB must exist)
I tried using a computed property in ModelA that referred to the property in ModelB, BUT THIS DOESN”T WORK EITHER!
Am I stuck storing redundant data In ModelA just to sort ModelA as I would like???
Since publishing new record types to my CloudKit schema in production, a previously unchanged record type has stopped indexing new records.
While records of this type are successfully saved without errors, they are not returned in query results—they can only be accessed directly via their recordName. This issue occurs exclusively in the Production environment, both in the CloudKit Console and our iOS app.
The problem began on July 21, 2025, and continues to persist. The issue affects only new records of this specific record type; all other types are indexing and querying as expected.
The affected record's fields are properly configured with the appropriate index types (e.g., QUERYABLE) and have been not been modified prior to publishing the schema.
With this, are there any steps I should take to restore indexing functionality for this record type in Production? There have been new records inserted, and I would prefer to not have to reset the production database, if possible.
Topic:
App & System Services
SubTopic:
iCloud & Data
Tags:
CloudKit
Cloud and Local Storage
CloudKit Dashboard
CloudKit Console
Hello,
I'm using CoreData + CloudKit and I am facing the following error 134100 "The managed object model version used to open the persistent store is incompatible with the one that was used to create the persistent store."
All my schema updates are composed of adding optional attributes to existing entities, adding non-optional attributes (with default value) to existing entities or adding new entities Basically, only things that lightweight migrations can handle.
Every time I update the schema, I add a new model version of xcdatamodel - who only has a single configuration (the "Default" one). And I also deploy the updated CloudKit schema from the dashboard.
It worked up to v3 of my xcdatamodel, but started to crash for a few users at v4 when I added 16 new attributes (in total) to 4 existing entities.
Then again at v5 when I added 2 new optional attributes to 1 existing entity.
I'm using a singleton and here is the code:
private func generateCloudKitContainer() -> NSPersistentCloudKitContainer {
let container = NSPersistentCloudKitContainer(name: "MyAppModel")
let fileLocation = URL(...)
let description = NSPersistentStoreDescription(url: fileLocation)
description.shouldMigrateStoreAutomatically = true
description.setOption(true as NSNumber, forKey: NSPersistentHistoryTrackingKey)
description.setOption(true as NSNumber, forKey: NSPersistentStoreRemoteChangeNotificationPostOptionKey)
let options = NSPersistentCloudKitContainerOptions(containerIdentifier: "iCloud.com.company.MyApp")
options.databaseScope = .private
description.cloudKitContainerOptions = options
container.persistentStoreDescriptions = [description]
container.viewContext.automaticallyMergesChangesFromParent = true
container.loadPersistentStores { description, error in
container.viewContext.mergePolicy = NSMergePolicy(merge: .mergeByPropertyObjectTrumpMergePolicyType)
if let error {
// Error happens here!
}
}
return container
}
I can't reproduce it yet. I don't really understand what could lead to this error.
Hi everyone,
I’m currently developing a SwiftUI app that uses SwiftData with CloudKit sharing enabled. The app works fine on my own Apple ID, and local syncing with iCloud is functioning correctly — but sharing with other Apple IDs consistently fails.
Setup:
SwiftUI + SwiftData using a ModelContainer with .shared configuration
Sharing UI is handled via UICloudSharingController
iCloud container: iCloud.com.de.SkerskiDev.FoodGuard
Proper entitlements enabled (com.apple.developer.icloud-services, CloudKit, com.apple.developer.coredata.cloudkit.containers, etc.)
Automatic provisioning profiles created by Xcode
Error:<CKError 0x1143a2be0: "Bad Container" (5/1014);
"Couldn't get container configuration from the server for container iCloud.com.de.SkerskiDev.FoodGuard">
What I’ve tried:
Verified the iCloud container is correctly created and enabled in the Apple Developer portal
Checked bundle identifier and container settings
Rebuilt and reinstalled the app
Ensured correct iCloud entitlements and signing capabilities
Questions:
Why does CloudKit reject the container for sharing while local syncing works fine?
Are there known issues with SwiftData .shared containers and multi-user sharing?
Are additional steps required (App Store Connect, privacy settings) to allow sharing with other Apple IDs?
Any advice, experience, or example projects would be greatly appreciated. 🙏
Thanks!
Sebastian
Is it possible to track history using the new HistoryDescriptor feature in SwiftData? Or can I only get the current most recent data? Or is it possible to output the changed data itself, along with timestamps?
I am hoping that it is possible to track by a standard feature like NSPersistentHistoryTransaction in CoreData.
Do we still have to use a method in SwiftData that creates more tracking data itself?
relationshipKeyPathsForPrefetching in SwiftData does not seem to work here when scrolling down the list. Why?
I would like all categories to be fetched while posts are fetched - not while scrolling down the list.
struct ContentView: View {
var body: some View {
QueryList(
fetchDescriptor: withCategoriesFetchDescriptor
)
}
var withCategoriesFetchDescriptor: FetchDescriptor<Post> {
var fetchDescriptor = FetchDescriptor<Post>()
fetchDescriptor.relationshipKeyPathsForPrefetching = [\.category]
return fetchDescriptor
}
}
struct QueryList: View {
@Query
var posts: [Post]
init(fetchDescriptor: FetchDescriptor<Post>) {
_posts = Query(fetchDescriptor)
}
var body: some View {
List(posts) { post in
VStack {
Text(post.title)
Text(post.category?.name ?? "")
.font(.footnote)
}
}
}
}
@Model
final class Post {
var title: String
var category: Category?
init(title: String) {
self.title = title
}
}
@Model final class Category {
var name: String
init(name: String) {
self.name = name
}
}
Hello,
I recently published an app that uses Swift Data as its primary data storage. The app uses concurrency, background threads, async await, and BLE communication.
Sadly, I see my app incurs many fringe crashes, involving EXC_BAD_ACCESS, KERN_INVALID_ADDRESS, EXC_BREAKPOINT, etc.
I followed these guidelines:
One ModelContainer that is stored as a global variable and used throughout.
ModelContexts are created separately for each task, changes are saved manually, and models are not passed around.
Threads with different ModelContexts might manipulate and/or read the same data simultaneously.
I was under the impression this meets the usage requirements.
I suspect perhaps the issue lies in my usage of contexts in a single await function, that might be paused and resumed on a different thread (although same execution path). Is that the case? If so, how should SwiftData be used in async scopes?
Is there anything else particularly wrong in my approach?
Hello, on every Apple device, iPhone/Watch I have the option to install developer beta versions. I would like to unsubscribe from developer beta versions - not have them in settings. I know that developer beta is assigned to my iCloud account. After logging out and restoring factory settings, the tab disappears. When I log into my iCloud account, it appears everywhere. I did not sign up for developer beta. How do I remove it?
Topic:
App & System Services
SubTopic:
iCloud & Data
I'm developing a SwiftUI app using SwiftData and encountering a persistent issue:
Error Message:
Thread 1: Fatal error: Duplicate keys of type 'Bland' were found in a Dictionary.
This usually means either that the type violates Hashable's requirements, or that members of such a dictionary were mutated after insertion.
Details:
Occurrence: The error always occurs on the first launch of the app after installation. Specifically, it happens approximately 1 minute after the app starts.
Inconsistent Behavior: Despite no changes to the code or server data, the error occurs inconsistently.
Data Fetching Process:
I fetch data for entities (Bland, CrossZansu, and Trade) from the server using the following process:
Fetch Bland and CrossZansu entities via URLSession.
Insert or update these entities into the SwiftData context.
The fetched data is managed as follows:
func refleshBlandsData() async throws {
if let blandsOnServer = try await DataModel.shared.getBlands() {
await MainActor.run {
blandsOnServer.forEach { blandOnServer in
if let blandOnLocal = blandList.first(where: { $0.code == blandOnServer.code }) {
blandOnLocal.update(serverBland: blandOnServer)
} else {
modelContext.insert(blandOnServer.bland)
}
}
}
}
}
This is a simplified version of my StockListView. The blandList is a @Query property and dynamically retrieves data from SwiftData:
struct StockListView: View {
@Environment(\.modelContext) private var modelContext
@Query(sort: \Bland.sname) var blandList: [Bland]
@Query var users: [User]
@State private var isNotLoaded = true
@State private var isLoading = false
@State private var loadingErrorState = ""
var body: some View {
NavigationStack {
List {
ForEach(blandList, id: \.self) { bland in
NavigationLink(value: bland) {
Text(bland.sname)
}
}
}
.navigationTitle("Stock List")
.onAppear {
doIfFirst()
}
}
}
// This function handles data loading when the app launches for the first time
func doIfFirst() {
if isNotLoaded {
loadDataWithAnimationIfNotLoading()
isNotLoaded = false
}
}
// This function ensures data is loaded with an animation and avoids multiple triggers
func loadDataWithAnimationIfNotLoading() {
if !isLoading {
isLoading = true
Task {
do {
try await loadData()
} catch {
// Capture and store any errors during data loading
loadingErrorState = "Data load failed: \(error.localizedDescription)"
}
isLoading = false
}
}
}
// Fetch data from the server and insert it into the SwiftData model context
func loadData() async throws {
if let blandsOnServer = try await DataModel.shared.getBlands() {
for bland in blandsOnServer {
// Avoid inserting duplicate keys by checking for existing items in blandList
if !blandList.contains(where: { $0.code == bland.code }) {
modelContext.insert(bland.bland)
}
}
}
}
}
Entity Definitions:
Here are the main entities involved:
Bland:
@Model
class Bland: Identifiable {
@Attribute(.unique) var code: String
var sname: String
@Relationship(deleteRule: .cascade, inverse: \CrossZansu.bland)
var zansuList: [CrossZansu]
@Relationship(deleteRule: .cascade, inverse: \Trade.bland)
var trades: [Trade]
}
CrossZansu:
@Model
class CrossZansu: Equatable {
@Attribute(.unique) var id: String
var bland: Bland?
}
Trade:
@Model
class Trade {
@Relationship(deleteRule: .nullify)
var user: User?
var bland: Bland
}
User:
class User {
var id: UUID
@Relationship(deleteRule: .cascade, inverse: \Trade.user)
var trades: [Trade]
}
Observations:
Error Context: The error occurs after the data is fetched and inserted into SwiftData. This suggests an issue with Hashable requirements or duplicate keys being inserted unintentionally.
Concurrency Concerns: The fetch and update operations are performed in asynchronous tasks. Could this cause race conditions?
Questions:
Could this issue be related to how @Relationship and @Attribute(.unique) are managed in SwiftData?
What are potential pitfalls with Equatable implementations (e.g., in CrossZansu) when used in SwiftData entities?
Are there any recommended approaches for debugging "Duplicate keys" errors in SwiftData?
Additional Info:
Error Timing: The error occurs only during the app's first launch and consistently within the first minute.
I'm working through the Develop In Swift tutorial at page
[https://developer.apple.com/tutorials/develop-in-swift/navigation-editing-and-relationships-conclusion)]
The tutorial has a one to many relationship between Friend and Movie (each friend can have at most one favorite movie and each movie can be the favorite for zero or more friends).
An exercise left to the student is to use an .onDelete on the movie detail page to delete that movie as favorite.
I modified the Form
Form {
TextField("Movie title", text: $movie.title)
DatePicker("Release date", selection: $movie.releaseDate, displayedComponents: .date)
if !movie.favoritedBy.isEmpty {
Section("Favorited by") {
ForEach(sortedFriends) { friend in
Text(friend.name)
}
.onDelete(perform: deleteFavorites(indexes:))
}
}
}
by adding the .onDelete clause
I added
private func deleteFavorites(indexes: IndexSet) {
for index in indexes {
context.delete(movie.favoritedBy[index])
}
}
to the view.
This does delete the favorite movie, but it also deletes the friend. My assumption is that the selected friend should then have no favorite movie rather than being deleted
There is an if in the Form that doesn't display the FAVORITED BY section if no friend has that movie as a favorite, but if I delete all the friends who had this movie as a favorite, the section remains (but is empty), until I exit the MovieDetail view and reload it
There is no answer for these exercises, so I could be doing it wrong.
EDIT: If I delete a movie using the app function to delete a movie, friends that have that movie as a favorite are not deleted and have their favorite movie set to None
Hello,
the last days I was trying to solve a bug in my Unit Tests related to the CoreData "NSManagedObjectContextObjectsDidChange" Notification.
Im using some kind of Notification handler to save and abstract that for the UI and while the tests are running this notification was triggered with objects that doesn't exists anymore, which has resulted in a crash.
After some debugging I have detected, that the objects in here are really old. The objects here was from few tests ago, where a Merge Conflict happened. In the meantime there was a plenty of resets and deletes of the whole db. I have also seen that the bad notification is the first in the stack trace of the main thread, which is in my opinion also not usual.
So the real question is:
The only difference what I have found for the bad notification to the real notification, was the existence of the key "NSObjectsChangedByMergeChangesKey" in the UserInfo dictionary of the ObjectsDidChange Notification. But this key is nowhere found in the documentation of Apple. Also the search engines does not produce any result. So what is this key and when is this key contained in this notification and when not?
Maybe if I understand this, it helps me to understand the overall issue ...