apache · wu-sheng · Jun 24, 2026 · Jun 24, 2026
diff --git a/docs/en/changes/changes.md b/docs/en/changes/changes.md
@@ -3,6 +3,7 @@
 #### Project
 
 * Extend the `GET /inspect/entities` admin API to inspect a metric persisted by **any** OAP, even one this node does not define locally. When the metric is unknown to the local registry, the caller supplies `valueColumn` + `valueType` and the storage backend resolves the physical index/table/group from its own running config (no DB schema/table-metadata read): ES uses the merged `metrics-all` index + `metric_table` discriminator, JDBC probes the node's function tables by the `table_name` discriminator, and BanyanDB synthesizes a read-only measure schema. Scope is no longer required — the `entity_id` is decoded structurally (service / 2nd-level / relations) with a generic `name` leaf. Locally-defined metrics keep the exact field names, scope, and `mqeEntity` as before.
+* Add the `POST /inspect/values` admin API — read the value series of a metric persisted by **another** OAP (one this node does not define locally) by supplying its `{valueColumn, valueType}`. The real MQE engine runs over a request-scoped `InspectQueryContext` overlay (provide-if-absent — the local catalog always wins) that makes the foreign metric look registered to every read path: `ValueColumnMetadata` resolves its value column / type / scope, and the storage location registries resolve where it lives (`MetadataRegistry` synthesizes a BanyanDB measure schema, `IndexController` resolves the ES `metrics-all` index, `TableHelper` probes the JDBC function tables), so the read returns the native MQE `ExpressionResult` with no per-DAO special-casing. Admin-only (a forced read this OAP cannot validate); not mirrored onto the public REST / GraphQL surface. See the [Inspect API](../setup/backend/admin-api/inspect.md).
 * Remove the always-on alarm-to-event conversion (`EventHookCallback`). A triggered alarm is no longer synthesized into the events pipeline as an `Alarm`/`AlarmRecovery` event; events now originate only from real event sources (agents, SkyWalking CLI, Kubernetes Event Exporter). Alarms remain available through the alarm store (`getAlarm`/`queryAlarms`) and the configured alarm hooks. This drops a documented "Known Event" and removes 1-2 synthetic event records per alarm fire.
 * **New `queryAlarms` GraphQL query — entity / layer / rule filters for alarms.** Adds
   a comprehensive alarm query API alongside the legacy `getAlarm`. The new

diff --git a/docs/en/setup/backend/admin-api/inspect.md b/docs/en/setup/backend/admin-api/inspect.md
@@ -1,17 +1,18 @@
 # Inspect API
 
-The Inspect API lives on `admin-server` and exposes two browse endpoints that
-let operators answer two questions without writing exploratory MQE:
+The Inspect API lives on `admin-server` and exposes three endpoints that
+let operators answer three questions without writing exploratory MQE:
 
-1. *Which metrics has OAP registered, and at what downsampling?*
-2. *For metric `X` in time range `T`, which entities currently hold values?*
+1. *Which metrics has OAP registered, and at what downsampling?* — `GET /inspect/metrics`
+2. *For metric `X` in time range `T`, which entities currently hold values?* — `GET /inspect/entities`
+3. *For metric `X` + entity `E`, what are the values?* — `POST /inspect/values`
 
 For a locally-defined metric, the output of (2) carries a ready-to-paste
 `mqeEntity` payload, so the follow-up MQE call against the public GraphQL
 `execExpression` mutation is copy-paste from the inspect response. A metric
 persisted by **another OAP** that this node does not define can also be
-inspected with caller-supplied metadata (see
-[Foreign metrics](#foreign-metrics-not-defined-on-this-oap)).
+inspected with caller-supplied metadata — both its entities (2) and its values
+(3) — see [Foreign metrics](#foreign-metrics-not-defined-on-this-oap).
 
 ## Enabling
 
@@ -227,6 +228,73 @@ curl 'http://oap-admin:17128/inspect/entities?metric=meter_custom_x&valueColumn=
 }
 ```
 
+### `POST /inspect/values`
+
+Reads the **values** of a metric this OAP does not define locally, by running the
+real MQE engine over caller-supplied metadata. Where `GET /inspect/entities`
+answers *which entities hold values*, this answers *what those values are* — the
+native MQE `ExpressionResult` (the same shape the UI renders for a catalog metric),
+for a metric that is otherwise foreign to this node.
+
+Because it trusts caller-supplied metadata and forces a read of a metric this OAP
+cannot validate, it is **admin-only** (it never mirrors onto the public REST /
+GraphQL surface) and takes a request **body**: an MQE expression plus one metadata
+entry per foreign metric the expression references.
+
+Request body (`application/json`):
+
+| Field | Required | Description |
+|-------|----------|-------------|
+| `expression` | yes | The MQE expression to evaluate — a single foreign metric name, or an expression combining foreign and/or catalog metrics. |
+| `entity` | yes | The MQE query entity; its `scope` binds every foreign metric. e.g. `{ "scope": "Service", "serviceName": "X", "normal": true }` (use `serviceInstanceName` / `endpointName` for the deeper scopes). |
+| `start` / `end` | yes | Time range, same format as [`/inspect/entities`](#get-inspectentities). |
+| `step` | yes | One of `MINUTE` / `HOUR` / `DAY`. |
+| `foreignMetrics` | yes | One entry per metric in `expression` that this OAP does not define: `{ "name": "...", "valueColumn": "value", "valueType": "LONG" }`. `valueColumn` is the post-override physical column; `valueType` is one of `LONG` / `INT` / `DOUBLE` / `LABELED`. A locally-defined metric must **not** be listed here (query it via the public GraphQL `execExpression`). |
+
+The metadata is overlaid **provide-if-absent** (the local catalog always wins) onto
+the same registries the engine already consults, so a foreign metric looks registered
+for the duration of the request: `ValueColumnMetadata` resolves its value column / type
+/ scope, and the storage location registries resolve its index / table / measure exactly
+as described in [Foreign metrics](#foreign-metrics-not-defined-on-this-oap). The overlay
+is request-scoped to the calling thread and removed when the read completes; the public
+query path never sets it.
+
+Only scalar (`LONG` / `INT` / `DOUBLE`) and labeled (best-effort) value series are
+supported. An expression that resolves to `top_n` / records / heatmaps needs a local
+model and surfaces as an error. Under ES `logicSharding=true` a foreign value read is
+unsupported (the physical index derives from the metric's stream class), returning `500`.
+
+Example — read the value series of `meter_custom_x`, defined on another OAP:
+
+```bash
+curl -X POST 'http://oap-admin:17128/inspect/values' \
+  -H 'Content-Type: application/json' \
+  -d '{
+    "expression": "meter_custom_x",
+    "entity": { "scope": "Service", "serviceName": "payment", "normal": true },
+    "start": "2026-05-10 1230", "end": "2026-05-10 1240", "step": "MINUTE",
+    "foreignMetrics": [
+      { "name": "meter_custom_x", "valueColumn": "value", "valueType": "LONG" }
+    ]
+  }'
+```
+
+```json
+{
+  "type": "TIME_SERIES_VALUES",
+  "results": [
+    {
+      "metric": { "labels": [] },
+      "values": [
+        { "id": "1778416200000", "value": "42" },
+        { "id": "1778416260000", "value": "42" }
+      ]
+    }
+  ],
+  "error": null
+}
+```
+
 ## Discovering the OAP REST URL for the MQE follow-up
 
 To keep the surface minimal, the inspect API does not introduce a separate
@@ -248,6 +316,11 @@ session start is enough.
 | 400 | `{"error":"metric type SAMPLED_RECORD is out of scope for /inspect/entities"}` | Metric is `SAMPLED_RECORD`. |
 | 400 | `{"error":"process scope is out of scope"}` | Scope is `Process` / `ProcessRelation`. |
 | 400 | `{"error":"limit must be between 1 and 300"}` | `limit` out of range. |
+| 400 | `{"error":"foreignMetrics is required; a locally-defined metric should be queried via the public GraphQL execExpression"}` | `POST /inspect/values` body had no `foreignMetrics`. |
+| 400 | `{"error":"metric foo is defined locally; query it via the GraphQL execExpression and drop it from foreignMetrics"}` | A `foreignMetrics` entry names a metric this OAP already defines. |
+| 400 | `{"error":"valueColumn is invalid: …"}` | A `foreignMetrics` `valueColumn` is not a bare identifier. |
+| 400 | `{"error":"<MQE error>"}` | `POST /inspect/values` expression resolved to an unsupported shape (e.g. `top_n` / record / heatmap) for a foreign metric. |
+| 500 | `{"error":"<storage error>"}` | A wrong `valueColumn` / `valueType`, or ES `logicSharding=true`, surfaced at the storage layer during a value read. |
 
 ## Limits
 

diff --git a/docs/en/setup/backend/admin-api/readme.md b/docs/en/setup/backend/admin-api/readme.md
@@ -86,6 +86,9 @@ Common operations:
 - `GET /inspect/metrics` — metric catalog with type / scope / supported downsamplings.
 - `GET /inspect/entities?metric=&start=&end=&step=` — capped (≤300) list of
   entities holding values, decoded into MQE-ready form.
+- `POST /inspect/values` — read the value series of a metric this OAP does not
+  define locally (foreign metric), by supplying its `{valueColumn, valueType}`;
+  returns the native MQE result.
 
 Operator reference: [Inspect API](inspect.md).
 

diff --git a/oap-server/server-admin/inspect/pom.xml b/oap-server/server-admin/inspect/pom.xml
@@ -39,6 +39,12 @@
             <artifactId>admin-server</artifactId>
             <version>${project.version}</version>
         </dependency>
+        <!-- MQEExecutor: run the MQE engine synchronously for the foreign-metric value path. -->
+        <dependency>
+            <groupId>org.apache.skywalking</groupId>
+            <artifactId>query-graphql-plugin</artifactId>
+            <version>${project.version}</version>
+        </dependency>
         <dependency>
             <groupId>org.junit.jupiter</groupId>
             <artifactId>junit-jupiter</artifactId>

diff --git a/.../main/java/org/apache/skywalking/oap/server/admin/inspect/handler/InspectRestHandler.java b/.../main/java/org/apache/skywalking/oap/server/admin/inspect/handler/InspectRestHandler.java
@@ -18,11 +18,15 @@
 
 package org.apache.skywalking.oap.server.admin.inspect.handler;
 
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.linecorp.armeria.common.HttpData;
 import com.linecorp.armeria.common.HttpResponse;
 import com.linecorp.armeria.common.HttpStatus;
 import com.linecorp.armeria.common.MediaType;
+import com.linecorp.armeria.server.annotation.Blocking;
 import com.linecorp.armeria.server.annotation.Get;
 import com.linecorp.armeria.server.annotation.Param;
+import com.linecorp.armeria.server.annotation.Post;
 import java.io.IOException;
 import java.util.ArrayList;
 import java.util.Collections;
@@ -36,7 +40,9 @@
 import java.util.regex.PatternSyntaxException;
 import java.util.stream.Collectors;
 import lombok.extern.slf4j.Slf4j;
+import org.apache.skywalking.oap.query.graphql.mqe.rt.MQEExecutor;
 import org.apache.skywalking.oap.server.admin.inspect.decoder.EntityDecoder;
+import org.apache.skywalking.oap.server.admin.inspect.request.InspectValuesRequest;
 import org.apache.skywalking.oap.server.admin.inspect.response.EntitiesResponse;
 import org.apache.skywalking.oap.server.admin.inspect.response.EntityRow;
 import org.apache.skywalking.oap.server.admin.inspect.response.ErrorResponse;
@@ -51,10 +57,12 @@
 import org.apache.skywalking.oap.server.core.query.enumeration.Scope;
 import org.apache.skywalking.oap.server.core.query.enumeration.Step;
 import org.apache.skywalking.oap.server.core.query.input.Duration;
+import org.apache.skywalking.oap.server.core.query.mqe.ExpressionResult;
 import org.apache.skywalking.oap.server.core.query.type.Service;
 import org.apache.skywalking.oap.server.core.source.DefaultScopeDefine;
 import org.apache.skywalking.oap.server.core.storage.StorageModule;
 import org.apache.skywalking.oap.server.core.storage.annotation.Column;
+import org.apache.skywalking.oap.server.core.storage.annotation.ForeignMetricMeta;
 import org.apache.skywalking.oap.server.core.storage.annotation.ValueColumnMetadata;
 import org.apache.skywalking.oap.server.core.storage.model.IModelManager;
 import org.apache.skywalking.oap.server.core.storage.model.Model;
@@ -77,6 +85,9 @@ public class InspectRestHandler {
     /** Value types a caller may declare for a foreign (locally-undefined) metric. */
     private static final Set<String> ACCEPTED_FOREIGN_VALUE_TYPES =
         Set.of("LONG", "INT", "DOUBLE", "LABELED");
+    /** A value column is interpolated into JDBC SQL on the read path; restrict it to a bare identifier. */
+    private static final Pattern VALUE_COLUMN_PATTERN = Pattern.compile("^[A-Za-z_][A-Za-z0-9_]*$");
+    private static final ObjectMapper VALUES_MAPPER = new ObjectMapper();
 
     private final ModuleManager moduleManager;
 
@@ -398,6 +409,109 @@ private HttpResponse listForeignEntities(final String metric,
         return HttpResponse.ofJson(MediaType.JSON_UTF_8, body);
     }
 
+    /**
+     * Read the VALUES of metric(s) persisted by another OAP that this node does not define. The body
+     * carries an MQE expression plus, in {@code foreignMetrics}, the metadata for each foreign metric
+     * it references (value column + type). The same MQE engine the public GraphQL surface uses is run
+     * synchronously with that metadata overlaid PROVIDE-IF-ABSENT (the catalog always wins), returning
+     * the native {@code ExpressionResult}. Marked {@code @Blocking}: the eval + storage read are
+     * synchronous and must not run on the event loop. Only scalar (LONG/INT/DOUBLE) and labeled
+     * (best-effort) value series are supported; {@code top_n} and record/heatmap shapes need a local
+     * model and surface as an error.
+     */
+    @Blocking
+    @Post("/inspect/values")
+    public HttpResponse listValues(final HttpData requestBody) {
+        final InspectValuesRequest req;
+        try {
+            req = VALUES_MAPPER.readValue(requestBody.toStringUtf8(), InspectValuesRequest.class);
+        } catch (Exception e) {
+            return error(HttpStatus.BAD_REQUEST, "invalid request body: " + e.getMessage());
+        }
+        if (req.getExpression() == null || req.getExpression().isBlank()) {
+            return error(HttpStatus.BAD_REQUEST, "expression is required");
+        }
+        if (req.getEntity() == null || req.getEntity().getScope() == null) {
+            return error(HttpStatus.BAD_REQUEST, "entity (with a scope) is required");
+        }
+        // The scope alone is not enough: the entity must carry the name fields its scope needs
+        // (e.g. serviceName + normal for Service), or buildId() yields a bogus id that the read
+        // silently misses — surface that as a 400 instead of an empty 200.
+        if (!req.getEntity().isValid()) {
+            return error(HttpStatus.BAD_REQUEST,
+                "entity is missing required fields for scope " + req.getEntity().getScope()
+                    + " (Service needs serviceName + normal; ServiceInstance/Endpoint also need "
+                    + "serviceInstanceName / endpointName)");
+        }
+        if (req.getForeignMetrics() == null || req.getForeignMetrics().isEmpty()) {
+            return error(HttpStatus.BAD_REQUEST,
+                "foreignMetrics is required; a locally-defined metric should be queried via the public "
+                    + "GraphQL execExpression");
+        }
+
+        final Step step;
+        try {
+            step = Step.valueOf(String.valueOf(req.getStep()).toUpperCase());
+        } catch (Exception e) {
+            return error(HttpStatus.BAD_REQUEST,
+                "step must be one of MINUTE / HOUR / DAY (got " + req.getStep() + ")");
+        }
+        if (step == Step.SECOND) {
+            return error(HttpStatus.BAD_REQUEST, "step must be one of MINUTE / HOUR / DAY (got SECOND)");
+        }
+
+        final int scopeId = req.getEntity().getScope().getScopeId();
+        final List<ForeignMetricMeta> foreign = new ArrayList<>();
+        for (final InspectValuesRequest.ForeignMetricInput fm : req.getForeignMetrics()) {
+            if (fm.getName() == null || fm.getName().isBlank()) {
+                return error(HttpStatus.BAD_REQUEST, "each foreignMetrics entry needs a name");
+            }
+            if (fm.getValueColumn() == null || !VALUE_COLUMN_PATTERN.matcher(fm.getValueColumn()).matches()) {
+                return error(HttpStatus.BAD_REQUEST, "valueColumn is invalid: " + fm.getValueColumn());
+            }
+            final String type = fm.getValueType() == null ? "" : fm.getValueType().toUpperCase();
+            if (!ACCEPTED_FOREIGN_VALUE_TYPES.contains(type)) {
+                return error(HttpStatus.BAD_REQUEST,
+                    "valueType must be one of LONG / INT / DOUBLE / LABELED (got " + fm.getValueType() + ")");
+            }
+            if (ValueColumnMetadata.INSTANCE.readValueColumnDefinition(fm.getName()).isPresent()) {
+                return error(HttpStatus.BAD_REQUEST,
+                    "metric " + fm.getName() + " is defined locally; query it via the GraphQL "
+                        + "execExpression and drop it from foreignMetrics");
+            }
+            foreign.add(new ForeignMetricMeta(fm.getName(), fm.getValueColumn(), type, scopeId, 0));
+        }
+
+        final Duration duration = new Duration();
+        duration.setStart(req.getStart());
+        duration.setEnd(req.getEnd());
+        duration.setStep(step);
+        try {
+            duration.getStartTimeBucket();
+            duration.getEndTimeBucket();
+        } catch (IllegalArgumentException | UnexpectedException e) {
+            return error(HttpStatus.BAD_REQUEST,
+                "start / end must follow the step's date format (DAY: yyyy-MM-dd, HOUR: yyyy-MM-dd HH, "
+                    + "MINUTE: yyyy-MM-dd HHmm): " + e.getMessage());
+        }
+
+        final ExpressionResult result;
+        try {
+            result = new MQEExecutor(moduleManager)
+                .execute(req.getExpression(), req.getEntity(), duration, foreign);
+        } catch (Exception e) {
+            // Optimistic read: a foreign top_n / record shape, or a wrong valueColumn/valueType,
+            // surfaces here rather than as garbage.
+            log.warn("inspect values execute failed for expression={}", req.getExpression(), e);
+            return error(HttpStatus.INTERNAL_SERVER_ERROR, e.getMessage());
+        }
+        if (result.getError() != null) {
+            // e.g. an unsupported shape resolved to UNKNOWN — never put that on the wire as a 200.
+            return error(HttpStatus.BAD_REQUEST, result.getError());
+        }
+        return HttpResponse.ofJson(MediaType.JSON_UTF_8, result);
+    }
+
     /**
      * Mirror of the {@code /inspect/entities} type acceptance set. Kept in one place so
      * the {@code mqeQueryable=true} filter on {@code /inspect/metrics} and the actual