diff --git a/apiserver/test/e2e/cluster_server_autoscaler_e2e_test.go b/apiserver/test/e2e/cluster_server_autoscaler_e2e_test.go
index a8205d586c9..c025f1ea279 100644
--- a/apiserver/test/e2e/cluster_server_autoscaler_e2e_test.go
+++ b/apiserver/test/e2e/cluster_server_autoscaler_e2e_test.go
@@ -91,7 +91,10 @@ func TestCreateClusterAutoscaler(t *testing.T) {
 	}
 
 	// Create cluster
-	actualCluster, actualRPCStatus, err := tCtx.GetRayAPIServerClient().CreateCluster(&clusterReq)
+	actualCluster, actualRPCStatus, _ := tCtx.GetRayAPIServerClient().CreateCluster(&clusterReq)
+	metricsResult := make([]string, 50)
+	stopCh, err := LogPodMetrics(actualCluster.Namespace, 5*time.Second, &metricsResult)
+	defer cleanupAndProcessMetrics(t, &stopCh, &metricsResult)
 	require.NoError(t, err, "No error expected")
 	require.Nil(t, actualRPCStatus, "No RPC status expected")
 	require.NotNil(t, actualCluster, "A cluster is expected")
diff --git a/apiserver/test/e2e/cluster_server_e2e_test.go b/apiserver/test/e2e/cluster_server_e2e_test.go
index b6682b6bf3f..f168f1c6de7 100644
--- a/apiserver/test/e2e/cluster_server_e2e_test.go
+++ b/apiserver/test/e2e/cluster_server_e2e_test.go
@@ -4,6 +4,7 @@ import (
 	"fmt"
 	"net/http"
 	"testing"
+	"time"
 
 	"github.com/stretchr/testify/require"
 
@@ -427,8 +428,14 @@ func TestCreateClusterEndpoint(t *testing.T) {
 	// Execute tests sequentially
 	for _, tc := range tests {
 		tc := tc // capture range variable
+		require.NoError(t, err, "No error expected")
 		t.Run(tc.Name, func(t *testing.T) {
 			actualCluster, actualRPCStatus, err := tCtx.GetRayAPIServerClient().CreateCluster(tc.Input)
+			if tc.Input.Namespace != "" {
+				metricsResult := make([]string, 50)
+				stopCh, _ := LogPodMetrics(tc.Input.Namespace, 5*time.Second, &metricsResult)
+				defer cleanupAndProcessMetrics(t, &stopCh, &metricsResult)
+			}
 			if tc.ExpectedError == nil {
 				require.NoError(t, err, "No error expected")
 				require.Nil(t, actualRPCStatus, "No RPC status expected")
diff --git a/apiserver/test/e2e/job_server_e2e_test.go b/apiserver/test/e2e/job_server_e2e_test.go
index e619b9e0e41..4145e08091d 100644
--- a/apiserver/test/e2e/job_server_e2e_test.go
+++ b/apiserver/test/e2e/job_server_e2e_test.go
@@ -218,7 +218,11 @@ func TestCreateJobWithDisposableClusters(t *testing.T) {
 	for _, tc := range tests {
 		tc := tc // capture range variable
 		t.Run(tc.Name, func(t *testing.T) {
-			actualJob, actualRPCStatus, err := tCtx.GetRayAPIServerClient().CreateRayJob(tc.Input)
+			actualJob, actualRPCStatus, _ := tCtx.GetRayAPIServerClient().CreateRayJob(tc.Input)
+			metricsResult := make([]string, 50)
+			stopCh, err := LogPodMetrics(tc.Input.Namespace, 5*time.Second, &metricsResult)
+			defer cleanupAndProcessMetrics(t, &stopCh, &metricsResult)
+			require.NoError(t, err)
 			if tc.ExpectedError == nil {
 				require.NoError(t, err, "No error expected")
 				require.Nil(t, actualRPCStatus, "No RPC status expected")
@@ -227,7 +231,7 @@ func TestCreateJobWithDisposableClusters(t *testing.T) {
 				tCtx.DeleteRayJobByName(t, actualJob.Name)
 			} else {
 				require.EqualError(t, err, tc.ExpectedError.Error(), "Matching error expected")
-				require.NotNil(t, actualRPCStatus, "A not nill RPC status is required")
+				require.NotNil(t, actualRPCStatus, "A not nil RPC status is required")
 			}
 		})
 	}
@@ -277,6 +281,7 @@ func TestDeleteJob(t *testing.T) {
 	for _, tc := range tests {
 		tc := tc // capture range variable
 		t.Run(tc.Name, func(t *testing.T) {
+			require.NoError(t, err)
 			actualRPCStatus, err := tCtx.GetRayAPIServerClient().DeleteRayJob(tc.Input)
 			if tc.ExpectedError == nil {
 				require.NoError(t, err, "No error expected")
diff --git a/apiserver/test/e2e/utils.go b/apiserver/test/e2e/utils.go
index 716c3037f6e..91904dc5161 100644
--- a/apiserver/test/e2e/utils.go
+++ b/apiserver/test/e2e/utils.go
@@ -7,6 +7,8 @@ import (
 	"encoding/json"
 	"io"
 	"net/http"
+	"os/exec"
+	"strconv"
 	"strings"
 	"testing"
 	"time"
@@ -103,3 +105,66 @@ func waitForDeletedCluster(t *testing.T, tCtx *End2EndTestingContext, clusterNam
 	})
 	require.NoErrorf(t, err, "No error expected when deleting ray cluster: '%s', err %v", clusterName, err)
 }
+
+// LogPodMetrics captures pod memory usage and logs it to a file
+func LogPodMetrics(observedNamespace string, interval time.Duration, result *[]string) (chan<- struct{}, error) {
+	stopCh := make(chan struct{})
+	go func() {
+		for {
+			select {
+			case <-stopCh:
+				return
+			default:
+				cmd := exec.Command("kubectl", "top", "pod", "-n", observedNamespace)
+				var stdout, stderr bytes.Buffer
+				cmd.Stdout = &stdout
+				cmd.Stderr = &stderr
+
+				if err := cmd.Run(); err != nil {
+					continue
+				}
+
+				lines := strings.Split(stdout.String(), "\n")
+				if len(lines) > 1 {
+					*result = append(*result, strings.Join(lines[1:], "\n"))
+				}
+
+				time.Sleep(interval)
+			}
+		}
+	}()
+	return stopCh, nil
+}
+
+func cleanupAndProcessMetrics(t *testing.T, stopCh *chan<- struct{}, result *[]string) {
+	close(*stopCh)
+	resultString := ""
+	peakCPU := float64(0)
+	peakMemory := float64(0)
+	for _, s := range *result {
+		lines := strings.Split(s, "\n")
+
+		for _, line := range lines {
+			if line == "" {
+				continue
+			}
+			fields := strings.Fields(line)
+			if len(fields) >= 3 {
+				cpu := strings.TrimSuffix(fields[1], "m")
+				mem := strings.TrimSuffix(fields[2], "Mi")
+				cpuVal, _ := strconv.ParseFloat(cpu, 64)
+				memVal, _ := strconv.ParseFloat(mem, 64)
+				if cpuVal > peakCPU {
+					peakCPU = cpuVal
+				}
+				if memVal > peakMemory {
+					peakMemory = memVal
+				}
+			}
+		}
+		resultString += s
+
+	}
+	t.Logf("Metrics result:\n%s\n", resultString)
+	t.Logf("\nPeak CPU usage: %.1fm\nPeak Memory usage: %.1fMi", peakCPU, peakMemory)
+}