diff --git a/src/servers/src/http/prometheus.rs b/src/servers/src/http/prometheus.rs
index bad6b4b150..acb39ab4cd 100644
--- a/src/servers/src/http/prometheus.rs
+++ b/src/servers/src/http/prometheus.rs
@@ -13,7 +13,7 @@
 // limitations under the License.
 
 //! prom supply the prometheus HTTP API Server compliance
-use std::collections::{HashMap, HashSet};
+use std::collections::{BTreeMap, HashMap, HashSet};
 use std::sync::Arc;
 
 use axum::extract::{Path, Query, State};
@@ -62,7 +62,7 @@ use crate::prometheus_handler::PrometheusHandlerRef;
 /// For [ValueType::Vector] result type
 #[derive(Debug, Default, Serialize, Deserialize, PartialEq)]
 pub struct PromSeriesVector {
-    pub metric: HashMap<String, String>,
+    pub metric: BTreeMap<String, String>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub value: Option<(f64, String)>,
 }
@@ -70,7 +70,7 @@ pub struct PromSeriesVector {
 /// For [ValueType::Matrix] result type
 #[derive(Debug, Default, Serialize, Deserialize, PartialEq)]
 pub struct PromSeriesMatrix {
-    pub metric: HashMap<String, String>,
+    pub metric: BTreeMap<String, String>,
     pub values: Vec<(f64, String)>,
 }
 
diff --git a/src/servers/src/http/result/prometheus_resp.rs b/src/servers/src/http/result/prometheus_resp.rs
index dd395c0e86..0209ed293b 100644
--- a/src/servers/src/http/result/prometheus_resp.rs
+++ b/src/servers/src/http/result/prometheus_resp.rs
@@ -13,7 +13,8 @@
 // limitations under the License.
 
 //! prom supply the prometheus HTTP API Server compliance
-use std::collections::HashMap;
+use std::cmp::Ordering;
+use std::collections::{BTreeMap, HashMap};
 
 use axum::http::HeaderValue;
 use axum::response::{IntoResponse, Response};
@@ -311,7 +312,7 @@ impl PrometheusJsonResponse {
             let metric = tags
                 .into_iter()
                 .map(|(k, v)| (k.to_string(), v.to_string()))
-                .collect::<HashMap<_, _>>();
+                .collect::<BTreeMap<_, _>>();
             match result {
                 PromQueryResult::Vector(ref mut v) => {
                     v.push(PromSeriesVector {
@@ -320,6 +321,11 @@ impl PrometheusJsonResponse {
                     });
                 }
                 PromQueryResult::Matrix(ref mut v) => {
+                    // sort values by timestamp
+                    if !values.is_sorted_by(|a, b| a.0 <= b.0) {
+                        values.sort_by(|a, b| a.0.partial_cmp(&b.0).unwrap_or(Ordering::Equal));
+                    }
+
                     v.push(PromSeriesMatrix { metric, values });
                 }
                 PromQueryResult::Scalar(ref mut v) => {
@@ -331,6 +337,12 @@ impl PrometheusJsonResponse {
             }
         });
 
+        // sort matrix by metric
+        // see: https://prometheus.io/docs/prometheus/3.5/querying/api/#range-vectors
+        if let PromQueryResult::Matrix(ref mut v) = result {
+            v.sort_by(|a, b| a.metric.cmp(&b.metric));
+        }
+
         let result_type_string = result_type.to_string();
         let data = PrometheusResponse::PromData(PromData {
             result_type: result_type_string,
diff --git a/tests-integration/tests/http.rs b/tests-integration/tests/http.rs
index 932b16161e..be77d844bc 100644
--- a/tests-integration/tests/http.rs
+++ b/tests-integration/tests/http.rs
@@ -2405,14 +2405,19 @@ processors:
       ignore_missing: true
   - vrl:
       source: |
-        .log_id = .id
-        del(.id)
+        .from_source = "channel_2"
+        cond, err = .id1 > .id2
+        if (cond) {
+            .from_source = "channel_1"
+        }
+        del(.id1)
+        del(.id2)
         .
 
 transform:
   - fields:
-      - log_id
-    type: int32
+      - from_source
+    type: string
   - field: time
     type: time
     index: timestamp
@@ -2432,7 +2437,8 @@ transform:
     let data_body = r#"
 [
   {
-    "id": "2436",
+    "id1": 2436,
+    "id2": 123,
     "time": "2024-05-25 20:16:37.217"
   }
 ]
@@ -2449,7 +2455,7 @@ transform:
         "test_pipeline_with_vrl",
         &client,
         "select * from d_table",
-        "[[2436,1716668197217000000]]",
+        "[[\"channel_1\",1716668197217000000]]",
     )
     .await;