diff --git a/internal/graph/util.go b/internal/graph/util.go
index 4135ca72..dd5e388f 100644
--- a/internal/graph/util.go
+++ b/internal/graph/util.go
@@ -57,13 +57,13 @@ func (r *queryResolver) rooflineHeatmap(
 
 		jobdata, err := metricdispatch.LoadData(job, []string{"flops_any", "mem_bw"}, []schema.MetricScope{schema.MetricScopeNode}, ctx, 0)
 		if err != nil {
-			cclog.Errorf("Error while loading roofline metrics for job %d", job.ID)
+			cclog.Warnf("Error while loading roofline metrics for job %d", job.ID)
 			return nil, err
 		}
 
 		flops_, membw_ := jobdata["flops_any"], jobdata["mem_bw"]
 		if flops_ == nil && membw_ == nil {
-			cclog.Infof("rooflineHeatmap(): 'flops_any' or 'mem_bw' missing for job %d", job.ID)
+			cclog.Warnf("rooflineHeatmap(): 'flops_any' or 'mem_bw' missing for job %d", job.ID)
 			continue
 			// return nil, fmt.Errorf("GRAPH/UTIL > 'flops_any' or 'mem_bw' missing for job %d", job.ID)
 		}
diff --git a/internal/metricdispatch/dataLoader.go b/internal/metricdispatch/dataLoader.go
index 43a6d92b..09a8ac09 100644
--- a/internal/metricdispatch/dataLoader.go
+++ b/internal/metricdispatch/dataLoader.go
@@ -97,8 +97,8 @@ func LoadData(job *schema.Job,
 
 			ms, err := GetMetricDataRepo(job.Cluster, job.SubCluster)
 			if err != nil {
-				cclog.Errorf("failed to load job data from metric store for job %d (user: %s, project: %s): %s",
-					job.JobID, job.User, job.Project, err.Error())
+				cclog.Errorf("failed to access metricDataRepo for cluster %s-%s: %s",
+					job.Cluster, job.SubCluster, err.Error())
 				return err, 0, 0
 			}
 
@@ -116,11 +116,11 @@ func LoadData(job *schema.Job,
 			jd, err = ms.LoadData(job, metrics, scopes, ctx, resolution)
 			if err != nil {
 				if len(jd) != 0 {
-					cclog.Warnf("partial error loading metrics from store for job %d (user: %s, project: %s): %s",
-						job.JobID, job.User, job.Project, err.Error())
+					cclog.Warnf("partial error loading metrics from store for job %d (user: %s, project: %s, cluster: %s-%s): %s",
+						job.JobID, job.User, job.Project, job.Cluster, job.SubCluster, err.Error())
 				} else {
-					cclog.Errorf("failed to load job data from metric store for job %d (user: %s, project: %s): %s",
-						job.JobID, job.User, job.Project, err.Error())
+					cclog.Warnf("failed to load job data from metric store for job %d (user: %s, project: %s, cluster: %s-%s): %s",
+						job.JobID, job.User, job.Project, job.Cluster, job.SubCluster, err.Error())
 					return err, 0, 0
 				}
 			}
@@ -129,8 +129,8 @@ func LoadData(job *schema.Job,
 			var jdTemp schema.JobData
 			jdTemp, err = archive.GetHandle().LoadJobData(job)
 			if err != nil {
-				cclog.Errorf("failed to load job data from archive for job %d (user: %s, project: %s): %s",
-					job.JobID, job.User, job.Project, err.Error())
+				cclog.Warnf("failed to load job data from archive for job %d (user: %s, project: %s, cluster: %s-%s): %s",
+					job.JobID, job.User, job.Project, job.Cluster, job.SubCluster, err.Error())
 				return err, 0, 0
 			}
 
@@ -244,15 +244,15 @@ func LoadAverages(
 
 	ms, err := GetMetricDataRepo(job.Cluster, job.SubCluster)
 	if err != nil {
-		cclog.Errorf("failed to load job data from metric store for job %d (user: %s, project: %s): %s",
-			job.JobID, job.User, job.Project, err.Error())
+		cclog.Errorf("failed to access metricDataRepo for cluster %s-%s: %s",
+			job.Cluster, job.SubCluster, err.Error())
 		return err
 	}
 
 	stats, err := ms.LoadStats(job, metrics, ctx)
 	if err != nil {
-		cclog.Errorf("failed to load statistics from metric store for job %d (user: %s, project: %s): %s",
-			job.JobID, job.User, job.Project, err.Error())
+		cclog.Warnf("failed to load statistics from metric store for job %d (user: %s, project: %s, cluster: %s-%s): %s",
+			job.JobID, job.User, job.Project, job.Cluster, job.SubCluster, err.Error())
 		return err
 	}
 
@@ -288,15 +288,15 @@ func LoadScopedJobStats(
 
 	ms, err := GetMetricDataRepo(job.Cluster, job.SubCluster)
 	if err != nil {
-		cclog.Errorf("failed to load job data from metric store for job %d (user: %s, project: %s): %s",
-			job.JobID, job.User, job.Project, err.Error())
+		cclog.Errorf("failed to access metricDataRepo for cluster %s-%s: %s",
+			job.Cluster, job.SubCluster, err.Error())
 		return nil, err
 	}
 
 	scopedStats, err := ms.LoadScopedStats(job, metrics, scopes, ctx)
 	if err != nil {
-		cclog.Errorf("failed to load scoped statistics from metric store for job %d (user: %s, project: %s): %s",
-			job.JobID, job.User, job.Project, err.Error())
+		cclog.Warnf("failed to load scoped statistics from metric store for job %d (user: %s, project: %s, cluster: %s-%s): %s",
+			job.JobID, job.User, job.Project, job.Cluster, job.SubCluster, err.Error())
 		return nil, err
 	}
 
@@ -320,8 +320,8 @@ func LoadJobStats(
 
 	ms, err := GetMetricDataRepo(job.Cluster, job.SubCluster)
 	if err != nil {
-		cclog.Errorf("failed to load job data from metric store for job %d (user: %s, project: %s): %s",
-			job.JobID, job.User, job.Project, err.Error())
+		cclog.Errorf("failed to access metricDataRepo for cluster %s-%s: %s",
+			job.Cluster, job.SubCluster, err.Error())
 		return nil, err
 	}
 
@@ -329,8 +329,8 @@ func LoadJobStats(
 
 	stats, err := ms.LoadStats(job, metrics, ctx)
 	if err != nil {
-		cclog.Errorf("failed to load statistics from metric store for job %d (user: %s, project: %s): %s",
-			job.JobID, job.User, job.Project, err.Error())
+		cclog.Warnf("failed to load statistics from metric store for job %d (user: %s, project: %s, cluster: %s-%s): %s",
+			job.JobID, job.User, job.Project, job.Cluster, job.SubCluster, err.Error())
 		return data, err
 	}
 
@@ -379,8 +379,8 @@ func LoadNodeData(
 
 	ms, err := GetMetricDataRepo(cluster, "")
 	if err != nil {
-		cclog.Errorf("failed to load node data from metric store: %s",
-			err.Error())
+		cclog.Errorf("failed to access metricDataRepo for cluster %s: %s",
+			cluster, err.Error())
 		return nil, err
 	}
 
@@ -389,7 +389,7 @@ func LoadNodeData(
 		if len(data) != 0 {
 			cclog.Warnf("partial error loading node data from metric store for cluster %s: %s", cluster, err.Error())
 		} else {
-			cclog.Errorf("failed to load node data from metric store for cluster %s: %s", cluster, err.Error())
+			cclog.Warnf("failed to load node data from metric store for cluster %s: %s", cluster, err.Error())
 			return nil, err
 		}
 	}
@@ -423,8 +423,8 @@ func LoadNodeListData(
 
 	ms, err := GetMetricDataRepo(cluster, subCluster)
 	if err != nil {
-		cclog.Errorf("failed to load node data from metric store: %s",
-			err.Error())
+		cclog.Errorf("failed to access metricDataRepo for cluster %s-%s: %s",
+			cluster, subCluster, err.Error())
 		return nil, err
 	}
 
@@ -434,7 +434,7 @@ func LoadNodeListData(
 			cclog.Warnf("partial error loading node list data from metric store for cluster %s, subcluster %s: %s",
 				cluster, subCluster, err.Error())
 		} else {
-			cclog.Errorf("failed to load node list data from metric store for cluster %s, subcluster %s: %s",
+			cclog.Warnf("failed to load node list data from metric store for cluster %s, subcluster %s: %s",
 				cluster, subCluster, err.Error())
 			return nil, err
 		}
diff --git a/internal/metricstoreclient/cc-metric-store.go b/internal/metricstoreclient/cc-metric-store.go
index ded644ea..aadbe1b1 100644
--- a/internal/metricstoreclient/cc-metric-store.go
+++ b/internal/metricstoreclient/cc-metric-store.go
@@ -329,7 +329,7 @@ func (ccms *CCMetricStore) LoadStats(
 		metric := query.Metric
 		data := res[0]
 		if data.Error != nil {
-			cclog.Errorf("fetching %s for node %s failed: %s", metric, query.Hostname, *data.Error)
+			cclog.Warnf("fetching %s for node %s failed: %s", metric, query.Hostname, *data.Error)
 			continue
 		}
 
@@ -556,7 +556,7 @@ func (ccms *CCMetricStore) LoadNodeListData(
 ) (map[string]schema.JobData, error) {
 	queries, assignedScope, err := ccms.buildNodeQueries(cluster, subCluster, nodes, metrics, scopes, resolution)
 	if err != nil {
-		cclog.Errorf("Error while building node queries for Cluster %s, SubCLuster %s, Metrics %v, Scopes %v: %s", cluster, subCluster, metrics, scopes, err.Error())
+		cclog.Errorf("Error while building node queries for Cluster %s, SubCluster %s, Metrics %v, Scopes %v: %s", cluster, subCluster, metrics, scopes, err.Error())
 		return nil, err
 	}
 
diff --git a/internal/taskmanager/updateFootprintService.go b/internal/taskmanager/updateFootprintService.go
index 71bf4089..65f4c229 100644
--- a/internal/taskmanager/updateFootprintService.go
+++ b/internal/taskmanager/updateFootprintService.go
@@ -68,8 +68,8 @@ func RegisterFootprintWorker() {
 
 						ms, err := metricdispatch.GetMetricDataRepo(job.Cluster, job.SubCluster)
 						if err != nil {
-							cclog.Errorf("failed to load job data from metric store for job %d (user: %s, project: %s): %s",
-								job.JobID, job.User, job.Project, err.Error())
+							cclog.Errorf("failed to access metricDataRepo for cluster %s-%s: %s",
+								job.Cluster, job.SubCluster, err.Error())
 							continue
 						}
 
diff --git a/web/frontend/src/Job.root.svelte b/web/frontend/src/Job.root.svelte
index 8cfceb96..3cd65f9a 100644
--- a/web/frontend/src/Job.root.svelte
+++ b/web/frontend/src/Job.root.svelte
@@ -342,7 +342,7 @@
               <b>Disabled Metric</b>
             </CardHeader>
             <CardBody>
-              <p>Metric <b>{item.metric}</b> is disabled for subcluster <b>{$initq.data.job.subCluster}</b>.</p>
+              <p>Metric <b>{item.metric}</b> is disabled for cluster <b>{$initq.data.job.cluster}:{$initq.data.job.subCluster}</b>.</p>
               <p class="mb-1">To remove this card, open metric selection and press "Close and Apply".</p>
             </CardBody>
           </Card>
@@ -352,7 +352,8 @@
               <b>Missing Metric</b>
             </CardHeader>
             <CardBody>
-              <p class="mb-1">No dataset returned for <b>{item.metric}</b>.</p>
+              <p>No dataset returned for <b>{item.metric}</b>.</p>
+              <p class="mb-1">Metric was not found in metric store for cluster <b>{$initq.data.job.cluster}</b>.</p>
             </CardBody>
           </Card>
         {/if}
diff --git a/web/frontend/src/Node.root.svelte b/web/frontend/src/Node.root.svelte
index c875f2b2..099233f4 100644
--- a/web/frontend/src/Node.root.svelte
+++ b/web/frontend/src/Node.root.svelte
@@ -22,6 +22,8 @@
     Icon,
     Spinner,
     Card,
+    CardHeader,
+    CardBody
   } from "@sveltestrap/sveltestrap";
   import {
     queryStore,
@@ -254,12 +256,15 @@
             ></Card
           >
         {:else}
-          <Card
-            style="margin-left: 2rem;margin-right: 2rem;"
-            body
-            color="warning"
-            >No dataset returned for <code>{item.name}</code></Card
-          >
+          <Card color="warning" class="mx-2">
+            <CardHeader class="mb-0">
+              <b>Missing Metric</b>
+            </CardHeader>
+            <CardBody>
+              <p>No dataset returned for <b>{item.name}</b>.</p>
+              <p class="mb-1">Metric was not found in metric store for cluster <b>{cluster}</b>.</p>
+            </CardBody>
+          </Card>
         {/if}
       {/snippet}
 
diff --git a/web/frontend/src/generic/joblist/JobListRow.svelte b/web/frontend/src/generic/joblist/JobListRow.svelte
index 4604883a..4b71991a 100644
--- a/web/frontend/src/generic/joblist/JobListRow.svelte
+++ b/web/frontend/src/generic/joblist/JobListRow.svelte
@@ -229,7 +229,10 @@
             ></Card
           >
         {:else}
-          <Card body color="warning">No dataset returned</Card>
+          <Card body class="mx-2" color="warning">
+            <p>No dataset returned for <b>{metrics[i]}</b></p>
+            <p class="mb-1">Metric was not found in metric store for cluster <b>{job.cluster}</b>.</p>
+          </Card>
         {/if}
       </td>
     {/each}
diff --git a/web/frontend/src/generic/plots/MetricPlot.svelte b/web/frontend/src/generic/plots/MetricPlot.svelte
index 7e48e8e1..063b43fb 100644
--- a/web/frontend/src/generic/plots/MetricPlot.svelte
+++ b/web/frontend/src/generic/plots/MetricPlot.svelte
@@ -27,7 +27,7 @@
   import uPlot from "uplot";
   import { formatNumber, formatDurationTime } from "../units.js";
   import { getContext, onMount, onDestroy } from "svelte";
-  import { Card } from "@sveltestrap/sveltestrap";
+  import { Card, CardBody, CardHeader } from "@sveltestrap/sveltestrap";
 
   /* Svelte 5 Props */
   let {
@@ -633,7 +633,13 @@
         style="background-color: {backgroundColor()};" class={forNode ? 'py-2 rounded' : 'rounded'}
   ></div>
 {:else}
-  <Card body color="warning" class="mx-4"
-    >Cannot render plot: No series data returned for <code>{metric}</code></Card
-  >
+  <Card color="warning" class={forNode ? 'mx-2' : 'mt-2'}>
+    <CardHeader class="mb-0">
+      <b>Empty Metric</b>
+    </CardHeader>
+    <CardBody>
+      <p>Cannot render plot for <b>{metric}</b>.</p>
+      <p class="mb-1">Metric found but returned without timeseries data.</p>
+    </CardBody>
+  </Card>
 {/if}
diff --git a/web/frontend/src/job/statstab/StatsTable.svelte b/web/frontend/src/job/statstab/StatsTable.svelte
index 06b2d105..e7ec216a 100644
--- a/web/frontend/src/job/statstab/StatsTable.svelte
+++ b/web/frontend/src/job/statstab/StatsTable.svelte
@@ -55,6 +55,7 @@
   function setupAvailable(data) {
     let pendingAvailable = {};
     if (data) {
+      // Returns Only For Available Metrics
       for (let d of data) {
         if (!pendingAvailable[d.name]) {
           pendingAvailable[d.name] = [d.scope]
@@ -90,13 +91,16 @@
           pendingTableData[host] = {};
         };
         for (const metric of sm) {
-          if (!pendingTableData[host][metric]) {
-            pendingTableData[host][metric] = {};
-          };
-          for (const scope of as[metric]) {
-            pendingTableData[host][metric][scope] = js.find((d) => d.name == metric && d.scope == scope)
-              ?.stats.filter((st) => st.hostname == host && st.data != null)
-              ?.sort((a, b) => a.id - b.id) || []
+          // Only Returned, Available Metrics
+          if (as[metric]) {
+            if (!pendingTableData[host][metric]) {
+              pendingTableData[host][metric] = {};
+            };
+            for (const scope of as[metric]) {
+              pendingTableData[host][metric][scope] = js.find((d) => d.name == metric && d.scope == scope)
+                ?.stats.filter((st) => st.hostname == host && st.data != null)
+                ?.sort((a, b) => a.id - b.id) || []
+            };
           };
         };
       };
@@ -136,40 +140,56 @@
       <th></th>
       {#each selectedMetrics as metric}
         <!-- To Match Row-2 Header Field Count-->
-        <th colspan={selectedScopes[metric] == "node" ? 3 : 4}>
-          <InputGroup>
-            <InputGroupText>
-              {metric}
-            </InputGroupText>
-            <Input type="select" bind:value={selectedScopes[metric]} disabled={availableScopes[metric]?.length === 1}>
-              {#each (availableScopes[metric] || []) as scope}
-                <option value={scope}>{scope}</option>
-              {/each}
-            </Input>
-          </InputGroup>
-        </th>
+        {#if availableScopes[metric]}
+          <th colspan={selectedScopes[metric] == "node" ? 3 : 4}>
+            <InputGroup>
+              <InputGroupText>
+                {metric}
+              </InputGroupText>
+              <Input type="select" bind:value={selectedScopes[metric]} disabled={availableScopes[metric]?.length === 1}>
+                {#each (availableScopes[metric] || []) as scope}
+                  <option value={scope}>{scope}</option>
+                {/each}
+              </Input>
+            </InputGroup>
+          </th>
+        {:else}
+          <th>
+            <InputGroup>
+              <InputGroupText>
+                {metric}
+              </InputGroupText>
+            </InputGroup>
+          </th>
+        {/if}
       {/each}
     </tr>
     <!-- Header Row 2: Fields -->
     <tr>
       <th>Node</th>
       {#each selectedMetrics as metric}
-        {#if selectedScopes[metric] != "node"}
-          <th>Id</th>
-        {/if}
-        {#each ["min", "avg", "max"] as stat}
-          <th onclick={() => sortBy(metric, stat)}>
-            {stat}
-            {#if selectedScopes[metric] == "node"}
-              <Icon
-                name="caret-{sorting[metric][stat].dir}{sorting[metric][stat]
-                  .active
-                  ? '-fill'
-                  : ''}"
-              />
-            {/if}
+        {#if availableScopes[metric]}
+          {#if selectedScopes[metric] != "node"}
+            <th>Id</th>
+          {/if}
+          {#each ["min", "avg", "max"] as stat}
+            <th onclick={() => sortBy(metric, stat)}>
+              {stat}
+              {#if selectedScopes[metric] == "node"}
+                <Icon
+                  name="caret-{sorting[metric][stat].dir}{sorting[metric][stat]
+                    .active
+                    ? '-fill'
+                    : ''}"
+                />
+              {/if}
+            </th>
+          {/each}
+        {:else}
+          <th class="table-warning">
+            Missing Metric
           </th>
-        {/each}
+        {/if}
       {/each}
     </tr>
   </thead>
@@ -178,10 +198,17 @@
       <tr>
         <th scope="col">{host}</th>
         {#each selectedMetrics as metric (metric)}
-          <StatsTableEntry
-            data={tableData[host][metric][selectedScopes[metric]]}
-            scope={selectedScopes[metric]}
-          />
+          {#if tableData[host][metric]}
+            <StatsTableEntry
+              data={tableData[host][metric][selectedScopes[metric]]}
+              scope={selectedScopes[metric]}
+            />
+          {:else}
+             <td class="table-warning" style="max-width:10rem;">
+              <p>No dataset returned for <b>{metric}</b>.</p>
+              <p>Metric was not found in metric store for cluster.</p>
+            </td>
+          {/if}
         {/each}
       </tr>
     {/each}
diff --git a/web/frontend/src/systems/NodeOverview.svelte b/web/frontend/src/systems/NodeOverview.svelte
index 6e893989..68c4feb9 100644
--- a/web/frontend/src/systems/NodeOverview.svelte
+++ b/web/frontend/src/systems/NodeOverview.svelte
@@ -14,7 +14,7 @@
  <script>
   import { getContext } from "svelte";
   import { queryStore, gql, getContextClient } from "@urql/svelte";
-  import { Row, Col, Card, Spinner, Badge } from "@sveltestrap/sveltestrap";
+  import { Row, Col, Card, CardHeader, CardBody, Spinner, Badge } from "@sveltestrap/sveltestrap";
   import { checkMetricDisabled } from "../generic/utils.js";
   import MetricPlot from "../generic/plots/MetricPlot.svelte";
 
@@ -189,4 +189,16 @@
       {/each}
     {/key}
   </Row>
+{:else}
+  <Row>
+    <Card color="warning">
+      <CardHeader class="mb-0">
+        <b>Missing Metric</b>
+      </CardHeader>
+      <CardBody>
+        <p>No dataset returned for <b>{selectedMetric}</b>.</p>
+        <p class="mb-1">Metric was not found in metric store for cluster <b>{cluster}</b>.</p>
+      </CardBody>
+    </Card>
+  </Row>
 {/if}
\ No newline at end of file
diff --git a/web/frontend/src/systems/nodelist/NodeListRow.svelte b/web/frontend/src/systems/nodelist/NodeListRow.svelte
index 0e2aeb18..23508e93 100644
--- a/web/frontend/src/systems/nodelist/NodeListRow.svelte
+++ b/web/frontend/src/systems/nodelist/NodeListRow.svelte
@@ -171,13 +171,18 @@
     {#key metricData}
       <td>
         {#if metricData?.disabled}
-          <Card body class="mx-3" color="info"
-            >Metric disabled for subcluster <code
-              >{metricData?.data?.name ? metricData.data.name : `Metric Index ${i}`}:{nodeData.subCluster}</code
+          <Card body class="mx-2" color="info"
+            >Metric <b>{selectedMetrics[i]}</b> disabled for subcluster <code
+              >{nodeData.subCluster}</code
             ></Card
           >
+        {:else if !metricData?.data}
+          <Card body class="mx-2" color="warning">
+              <p>No dataset returned for <b>{selectedMetrics[i]}</b></p>
+              <p class="mb-1">Metric was not found in metric store for cluster <b>{cluster}</b>.</p>
+          </Card>
         {:else if !metricData?.data?.name}
-          <Card body class="mx-3" color="warning"
+          <Card body class="mx-2" color="warning"
             >Metric without name for subcluster <code
               >{`Metric Index ${i}`}:{nodeData.subCluster}</code
             ></Card