Azure · mrm9084 · Jun 8, 2026 · Apr 29, 2026 · Apr 29, 2026 · Apr 29, 2026
@@ -68,6 +68,8 @@ class AppConfigurationApplicationSettingPropertySource extends AppConfigurationP
     @Override
     public void initProperties(List<String> keyPrefixTrimValues, Context context) throws InvalidConfigurationPropertyValueException {
 
+        replicaClient.getTracingInfo().resetAiConfigurationTracing();
+
         List<String> labels = Arrays.asList(labelFilters);
         // Reverse labels so they have the right priority order.
         Collections.reverse(labels);
@@ -89,6 +91,7 @@ protected void processConfigurationSettings(List<ConfigurationSetting> settings,
         List<String> keyPrefixTrimValues)
         throws InvalidConfigurationPropertyValueException {
         for (ConfigurationSetting setting : settings) {
+            replicaClient.getTracingInfo().updateAiConfigurationTracing(setting.getContentType());
             if (keyPrefixTrimValues == null && StringUtils.hasText(keyFilter)) {
                 keyPrefixTrimValues = new ArrayList<>();
                 keyPrefixTrimValues.add(keyFilter.substring(0, keyFilter.length() - 1));

@@ -68,4 +68,34 @@ public class AppConfigurationConstants {
     public static final String FEATURE_FLAG_REFERENCE = "FeatureFlagReference";
 
     public static final String E_TAG = "ETag";
+
+    /**
+     * AI mime profile identifier in content type.
+     */
+    public static final String APP_CONFIG_AI_MIME_PROFILE = "azconfig.io/mime-profiles/ai";
+
+    /**
+     * AI Chat Completion mime profile identifier in content type.
+     */
+    public static final String APP_CONFIG_AICC_MIME_PROFILE = "azconfig.io/mime-profiles/ai-chat-completion";
+
+    /**
+     * Constant for tracing snapshot reference usage.
+     */
+    public static final String SNAPSHOT_REFERENCE_TAG = "SnapshotRef";
+
+    /**
+     * Constant for tracing load balancing usage.
+     */
+    public static final String LOAD_BALANCING_FEATURE = "LB";
+
+    /**
+     * Constant for tracing AI configuration usage.
+     */
+    public static final String AI_CONFIGURATION_FEATURE = "AI";
+
+    /**
+     * Constant for tracing AI Chat Completion configuration usage.
+     */
+    public static final String AI_CHAT_COMPLETION_FEATURE = "AICC";
 }
@@ -22,6 +22,7 @@
 import com.azure.data.appconfiguration.models.SettingSelector;
 import com.azure.data.appconfiguration.models.SnapshotComposition;
 import com.azure.spring.cloud.appconfiguration.config.implementation.configuration.WatchedConfigurationSettings;
+import com.azure.spring.cloud.appconfiguration.config.implementation.http.policy.TracingInfo;
 
 import io.netty.handler.codec.http.HttpResponseStatus;
 
@@ -43,6 +44,8 @@ class AppConfigurationReplicaClient {
 
     private final ConfigurationClient client;
 
+    private final TracingInfo tracingInfo;
+
     private Instant backoffEndTime;
 
     private int failedAttempts;
@@ -52,11 +55,14 @@ class AppConfigurationReplicaClient {
      * @param endpoint client endpoint
      * @param originClient origin client identifier
      * @param client Configuration Client to App Configuration store
+     * @param tracingInfo tracing info for this client
      */
-    AppConfigurationReplicaClient(String endpoint, String originClient, ConfigurationClient client) {
+    AppConfigurationReplicaClient(String endpoint, String originClient, ConfigurationClient client,
+        TracingInfo tracingInfo) {
         this.endpoint = endpoint;
         this.originClient = originClient;
         this.client = client;
+        this.tracingInfo = tracingInfo;
         this.backoffEndTime = Instant.now().minusMillis(INITIAL_BACKOFF_OFFSET_MS);
         this.failedAttempts = 0;
     }
@@ -98,6 +104,13 @@ String getOriginClient() {
         return originClient;
     }
 
+    /**
+     * @return tracingInfo for this client
+     */
+    TracingInfo getTracingInfo() {
+        return tracingInfo;
+    }
+
     /**
      * Gets the Configuration Setting for the given config store that match the Setting Selector criteria. Follows
      * retry-after-ms header.

@@ -176,6 +176,9 @@ List<AppConfigurationReplicaClient> buildClients(ConfigStore configStore) {
 
         if (configStore.isLoadBalancingEnabled()) {
             Collections.shuffle(clients);
+            for (AppConfigurationReplicaClient client : clients) {
+                client.getTracingInfo().setUsesLoadBalancing(true);
+            }
         }
 
         return clients;
@@ -213,7 +216,7 @@ private AppConfigurationReplicaClient modifyAndBuildClient(ConfigurationClientBu
         if (clientCustomizer != null) {
             clientCustomizer.customize(builder, endpoint);
         }
-        return new AppConfigurationReplicaClient(endpoint, originEndpoint, builder.buildClient());
+        return new AppConfigurationReplicaClient(endpoint, originEndpoint, builder.buildClient(), tracingInfo);
     }
 
     private ConfigurationClientBuilder createBuilderInstance() {

@@ -47,6 +47,7 @@ final class AppConfigurationSnapshotPropertySource extends AppConfigurationAppli
      * @throws InvalidConfigurationPropertyValueException thrown if fails to parse Json content type
      */
     public void initProperties(List<String> trim, Context context) throws InvalidConfigurationPropertyValueException {
+        replicaClient.getTracingInfo().resetAiConfigurationTracing();
         processConfigurationSettings(replicaClient.listSettingSnapshot(snapshotName, context), null, trim);
 
         WatchedConfigurationSettings featureFlags = new WatchedConfigurationSettings(null, featureFlagsList);

@@ -325,6 +325,10 @@ private AppConfigurationReplicaClient handleReplicaFailure(AppConfigurationRepli
         AppConfigurationReplicaClient nextClient = replicaClientFactory.getNextActiveClient(resource.getEndpoint(),
             false);
 
+        if (nextClient != null) {
+            nextClient.getTracingInfo().setFailoverRequest(true);
+        }
+
         String scenario = resource.isRefresh() ? "refresh" : "startup";
         String nextAction = nextClient != null ? "Trying next replica." : "No more replicas available.";
         logger.warn("Azure App Configuration replica " + client.getEndpoint()

@@ -203,6 +203,34 @@ private void updateTelemetry(FeatureFlagConfigurationSetting featureFlag) {
         for (FeatureFlagFilter filter : featureFlag.getClientFilters()) {
             tracing.updateFeatureFilterTelemetry(filter.getName());
         }
+
+        // Track telemetry and seed usage from the feature flag value
+        try {
+            JsonNode node = CASE_INSENSITIVE_MAPPER.readTree(featureFlag.getValue());
+
+            // Check for telemetry enabled
+            JsonNode telemetryNode = node.get(TELEMETRY);
+            if (telemetryNode != null && !telemetryNode.isEmpty()) {
+                JsonNode enabledNode = telemetryNode.get("enabled");
+                if (enabledNode != null && enabledNode.asBoolean()) {
+                    tracing.setUsesTelemetry(true);
+                }
+            }
+
+            // Check for allocation seed
+            JsonNode allocationNode = node.get("allocation");
+            if (allocationNode != null && allocationNode.has("seed")) {
+                tracing.setUsesSeed(true);
+            }
+
+            // Track max variants
+            JsonNode variantsNode = node.get("variants");
+            if (variantsNode != null && variantsNode.isArray()) {
+                tracing.updateMaxVariants(variantsNode.size());
+            }
+        } catch (JsonProcessingException e) {
+            LOGGER.warn("Error parsing feature flag telemetry for key: {}", featureFlag.getKey(), e);
+        }
     }
 
     /**

@@ -16,11 +16,11 @@
 import com.fasterxml.jackson.databind.ObjectMapper;
 import com.fasterxml.jackson.databind.json.JsonMapper;
 
-final class JsonConfigurationParser {
+public final class JsonConfigurationParser {
 
     private static final ObjectMapper MAPPER = JsonMapper.builder().enable(JsonReadFeature.ALLOW_JAVA_COMMENTS).build();
 
-    static boolean isJsonContentType(String contentType) {
+    public static boolean isJsonContentType(String contentType) {
         if (!StringUtils.hasText(contentType)) {
             return false;
         }

@@ -55,7 +55,37 @@ public enum RequestTracingConstants {
     /**
      * Constant for number of replicas, not including origin configured.
      */
-    REPLICA_COUNT("ReplicaCount");
+    REPLICA_COUNT("ReplicaCount"),
+
+    /**
+     * Constant for tracing the max variants count.
+     */
+    MAX_VARIANTS_KEY("MaxVariants"),
+
+    /**
+     * Constant for tracing feature flag features.
+     */
+    FF_FEATURES_KEY("FFFeatures"),
+
+    /**
+     * Constant for tracing general features.
+     */
+    FEATURES_KEY("Features"),
+
+    /**
+     * Constant for tracing the feature management version.
+     */
+    FM_SPRING_VER_KEY("FMSpVer"),
+
+    /**
+     * Constant for tracing if this is a failover request.
+     */
+    FAILOVER_TAG("Failover"),
+
+    /**
+     * Constant for tracing the filter key.
+     */
+    FILTER_KEY("Filter");
 
     private final String text;
 

@@ -17,6 +17,10 @@ public class FeatureFlagTracing {
 
     private static final String FILTER_TYPE_DELIMITER = "+";
 
+    private static final String FEATURE_FLAG_USES_TELEMETRY_TAG = "Telemetry";
+
+    private static final String FEATURE_FLAG_USES_SEED_TAG = "Seed";
+
     private static final List<String> PERCENTAGE_FILTER_NAMES = Arrays.asList("Percentage", "Microsoft.Percentage",
         "PercentageFilter", "Microsoft.PercentageFilter");
 
@@ -34,6 +38,12 @@ public class FeatureFlagTracing {
 
     private Boolean usesTargetingFilter = false;
 
+    private Boolean usesTelemetry = false;
+
+    private Boolean usesSeed = false;
+
+    private Integer maxVariants = null;
+
     boolean usesAnyFilter() {
         return usesCustomFilter || usesPercentageFilter || usesTimeWindowFilter || usesTargetingFilter;
     }
@@ -43,6 +53,9 @@ public void resetFeatureFilterTelemetry() {
         usesPercentageFilter = false;
         usesTimeWindowFilter = false;
         usesTargetingFilter = false;
+        usesTelemetry = false;
+        usesSeed = false;
+        maxVariants = null;
     }
 
     public void updateFeatureFilterTelemetry(String filterName) {
@@ -57,6 +70,58 @@ public void updateFeatureFilterTelemetry(String filterName) {
         }
     }
 
+    /**
+     * Sets whether telemetry is used.
+     * @param usesTelemetry whether telemetry is used
+     */
+    public void setUsesTelemetry(Boolean usesTelemetry) {
+        this.usesTelemetry = usesTelemetry;
+    }
+
+    /**
+     * Sets whether seed is used.
+     * @param usesSeed whether seed is used
+     */
+    public void setUsesSeed(Boolean usesSeed) {
+        this.usesSeed = usesSeed;
+    }
+
+    /**
+     * Updates max variants if the new size is larger.
+     * @param size size of variants
+     */
+    public void updateMaxVariants(int size) {
+        if (maxVariants == null || size > maxVariants) {
+            maxVariants = size;
+        }
+    }
+
+    /**
+     * Gets the max variants value.
+     * @return max variants or null if not set
+     */
+    public Integer getMaxVariants() {
+        return maxVariants;
+    }
+
+    /**
+     * Creates the FFFeatures string for correlation context.
+     * @return FFFeatures string with telemetry and seed tags
+     */
+    public String createFFFeaturesString() {
+        StringBuilder sb = new StringBuilder();
+        if (Boolean.TRUE.equals(usesSeed)) {
+            sb.append(FEATURE_FLAG_USES_SEED_TAG);
+        }
+        if (Boolean.TRUE.equals(usesTelemetry)) {
+            if (sb.length() > 0) {
+                sb.append(FILTER_TYPE_DELIMITER);
+            }
+            sb.append(FEATURE_FLAG_USES_TELEMETRY_TAG);
+        }
+        return sb.toString();
+    }
+
     @Override
     public String toString() {
         StringBuilder sb = new StringBuilder();