diff --git a/frontend/src/app/workspace/component/workflow-editor/workflow-editor.component.ts b/frontend/src/app/workspace/component/workflow-editor/workflow-editor.component.ts
index f1532bf9a9d..f956a663a37 100644
--- a/frontend/src/app/workspace/component/workflow-editor/workflow-editor.component.ts
+++ b/frontend/src/app/workspace/component/workflow-editor/workflow-editor.component.ts
@@ -30,6 +30,7 @@ import { WorkflowActionService } from "../../service/workflow-graph/model/workfl
 import { WorkflowStatusService } from "../../service/workflow-status/workflow-status.service";
 import { ExecutionState, OperatorState } from "../../types/execute-workflow.interface";
 import { LogicalPort, OperatorLink } from "../../types/workflow-common.interface";
+import { EdgeStatistics } from "../../types/workflow-websocket.interface";
 import { auditTime, filter, map, takeUntil } from "rxjs/operators";
 import { UntilDestroy, untilDestroyed } from "@ngneat/until-destroy";
 import { UndoRedoService } from "../../service/undo-redo/undo-redo.service";
@@ -41,6 +42,7 @@ import * as _ from "lodash";
 import * as joint from "jointjs";
 import { isDefined } from "../../../common/util/predicate";
 import { GuiConfigService } from "../../../common/service/gui-config.service";
+import { WorkflowWebsocketService } from "../../service/workflow-websocket/workflow-websocket.service";
 import { line, curveCatmullRomClosed } from "d3-shape";
 import concaveman from "concaveman";
 
@@ -103,6 +105,7 @@ export class WorkflowEditorComponent implements OnInit, AfterViewInit, OnDestroy
     private jointUIService: JointUIService,
     private workflowStatusService: WorkflowStatusService,
     private executeWorkflowService: ExecuteWorkflowService,
+    private workflowWebsocketService: WorkflowWebsocketService,
     private nzModalService: NzModalService,
     private changeDetectorRef: ChangeDetectorRef,
     private undoRedoService: UndoRedoService,
@@ -163,6 +166,7 @@ export class WorkflowEditorComponent implements OnInit, AfterViewInit, OnDestroy
     this.handlePortHighlightEvent();
     this.registerPortDisplayNameChangeHandler();
     this.handleOperatorStatisticsUpdate();
+    this.handleEdgeStatisticsUpdate();
     this.handleRegionEvents();
     this.handleOperatorSuggestionHighlightEvent();
     this.handleElementDelete();
@@ -334,6 +338,146 @@ export class WorkflowEditorComponent implements OnInit, AfterViewInit, OnDestroy
       });
   }
 
+  private handleEdgeStatisticsUpdate(): void {
+    this.workflowWebsocketService
+      .subscribeToEvent("EdgeStatisticsUpdateEvent")
+      .pipe(untilDestroyed(this))
+      .subscribe(event =>
+        this.updateEdgeStatisticsLabels(event.edgeStatistics, event.maxCreditAllowedInBytesPerChannel)
+      );
+
+    this.executeWorkflowService
+      .getExecutionStateStream()
+      .pipe(untilDestroyed(this))
+      .subscribe(event => {
+        if (event.current.state === ExecutionState.Uninitialized) {
+          this.paper.model.getLinks().forEach(link => link.labels([]));
+        }
+      });
+  }
+
+  private updateEdgeStatisticsLabels(
+    edgeStatistics: ReadonlyArray<EdgeStatistics>,
+    maxCreditAllowedInBytesPerChannel: number
+  ): void {
+    this.paper.model.getLinks().forEach(link => {
+      link.labels([]);
+      link.attr(".connection/stroke", linkPathStrokeColor);
+    });
+
+    const percentageDenominator = maxCreditAllowedInBytesPerChannel > 0 ? maxCreditAllowedInBytesPerChannel : 1;
+    const links = this.workflowActionService.getTexeraGraph().getAllLinks();
+
+    edgeStatistics.forEach(edge => {
+      const link =
+        links.find(
+          candidate =>
+            candidate.source.operatorID === edge.fromOpId &&
+            candidate.target.operatorID === edge.toOpId &&
+            candidate.source.portID === String(edge.fromPortId) &&
+            candidate.target.portID === String(edge.toPortId)
+        ) ||
+        links.find(
+          candidate =>
+            candidate.source.operatorID === edge.fromOpId &&
+            candidate.target.operatorID === edge.toOpId
+        );
+      if (!link) {
+        return;
+      }
+
+      const jointLink = this.paper.getModelById(link.linkID) as joint.dia.Link | undefined;
+      if (!jointLink) {
+        return;
+      }
+
+      const percentage = Math.min(100, (Math.max(0, edge.usageBytes) / percentageDenominator) * 100);
+      const edgeColor = this.getEdgeUsageColor(percentage);
+      const labelText = `${this.formatBytes(edge.usageBytes)} (${percentage.toFixed(1)}%)`;
+      jointLink.attr(".connection/stroke", edgeColor);
+      jointLink.label(0, {
+        position: 0.5,
+        attrs: {
+          rect: {
+            fill: "#FFFFFF",
+            stroke: "#6C757D",
+            "stroke-width": 1,
+            rx: 4,
+            ry: 4,
+          },
+          text: {
+            text: labelText,
+            fill: "#495057",
+            "font-size": 11,
+            "font-weight": 600,
+          },
+        },
+      });
+    });
+
+    // Fallback path: if websocket edge IDs don't match Texera graph IDs, label Joint links directly.
+    if (edgeStatistics.length > 0 && this.paper.model.getLinks().every(link => link.labels().length === 0)) {
+      edgeStatistics.forEach(edge => {
+        const paperLinks = this.paper.model.getLinks().filter(link => {
+          const source = link.get("source");
+          const target = link.get("target");
+          return source?.id === edge.fromOpId && target?.id === edge.toOpId;
+        });
+        const percentage = Math.min(100, (Math.max(0, edge.usageBytes) / percentageDenominator) * 100);
+        const edgeColor = this.getEdgeUsageColor(percentage);
+        const labelText = `${this.formatBytes(edge.usageBytes)} (${percentage.toFixed(1)}%)`;
+        paperLinks.forEach(link => {
+          link.attr(".connection/stroke", edgeColor);
+          link.label(0, {
+            position: 0.5,
+            attrs: {
+              rect: {
+                fill: "#FFFFFF",
+                stroke: "#6C757D",
+                "stroke-width": 1,
+                rx: 4,
+                ry: 4,
+              },
+              text: {
+                text: labelText,
+                fill: "#495057",
+                "font-size": 11,
+                "font-weight": 600,
+              },
+            },
+          });
+        });
+      });
+    }
+  }
+
+  private getEdgeUsageColor(percentage: number): string {
+    if (percentage > 80) {
+      return "#D62828";
+    }
+    if (percentage > 60) {
+      return "orange";
+    }
+    if (percentage <= 20) {
+      return "gray";
+    }
+    return "green";
+  }
+
+  private formatBytes(bytes: number): string {
+    const value = Math.max(0, bytes);
+    if (value < 1024) {
+      return `${value} B`;
+    }
+    if (value < 1024 * 1024) {
+      return `${(value / 1024).toFixed(1)} KB`;
+    }
+    if (value < 1024 * 1024 * 1024) {
+      return `${(value / (1024 * 1024)).toFixed(1)} MB`;
+    }
+    return `${(value / (1024 * 1024 * 1024)).toFixed(2)} GB`;
+  }
+
   private handleRegionEvents(): void {
     const Region = joint.dia.Element.define(
       "region",