diff --git a/cortex-mixin/dashboards/alertmanager.libsonnet b/cortex-mixin/dashboards/alertmanager.libsonnet
index 52700f3..731135d 100644
--- a/cortex-mixin/dashboards/alertmanager.libsonnet
+++ b/cortex-mixin/dashboards/alertmanager.libsonnet
@@ -73,7 +73,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         )
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         $.latencyPanel('cortex_alertmanager_notification_latency_seconds', '{%s}' % $.jobMatcher($._config.job_names.alertmanager))
       )
     )
@@ -84,7 +84,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s, route=~"api_v1_alerts|alertmanager"}' % $.jobMatcher($._config.job_names.gateway))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.gateway) + [utils.selector.re('route', 'api_v1_alerts|alertmanager')])
       )
     )
@@ -166,7 +166,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         }
       )
       .addPanel(
-        $.timeseriesPanel('Initial sync duration') +
+        $.timeseriesPanel('Initial sync duration', unit='s') +
         $.latencyPanel('cortex_alertmanager_state_initial_sync_duration_seconds', '{%s}' % $.jobMatcher($._config.job_names.alertmanager)) + {
           targets: [
             target {
diff --git a/cortex-mixin/dashboards/compactor.libsonnet b/cortex-mixin/dashboards/compactor.libsonnet
index 9578511..720b6ff 100644
--- a/cortex-mixin/dashboards/compactor.libsonnet
+++ b/cortex-mixin/dashboards/compactor.libsonnet
@@ -14,7 +14,6 @@ local utils = import 'mixin-utils/utils.libsonnet';
           'sum(rate(cortex_compactor_runs_failed_total{%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.compactor)
         ) +
         $.bars +
-        { yaxes: $.yaxes('ops') } +
         $.panelDescription(
           'Per-instance runs',
           |||
@@ -44,9 +43,8 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       $.row('')
       .addPanel(
-        $.timeseriesPanel('Compacted blocks / sec') +
+        $.timeseriesPanel('Compacted blocks / sec', unit='ops') +
         $.queryPanel('sum(rate(prometheus_tsdb_compactions_total{%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.compactor), 'blocks') +
-        { yaxes: $.yaxes('ops') } +
         $.panelDescription(
           'Compacted blocks / sec',
           |||
@@ -55,7 +53,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         ),
       )
       .addPanel(
-        $.timeseriesPanel('Per-block compaction duration') +
+        $.timeseriesPanel('Per-block compaction duration', unit='s') +
         $.latencyPanel('prometheus_tsdb_compaction_duration_seconds', '{%s}' % $.jobMatcher($._config.job_names.compactor)) +
         $.panelDescription(
           'Per-block compaction duration',
@@ -85,9 +83,8 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       $.row('Garbage Collector')
       .addPanel(
-        $.timeseriesPanel('Blocks marked for deletion / sec') +
-        $.queryPanel('sum(rate(cortex_compactor_blocks_marked_for_deletion_total{%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.compactor), 'blocks') +
-        { yaxes: $.yaxes('ops') },
+        $.timeseriesPanel('Blocks marked for deletion / sec', unit='ops') +
+        $.queryPanel('sum(rate(cortex_compactor_blocks_marked_for_deletion_total{%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.compactor), 'blocks'),
       )
       .addPanel(
         $.successFailurePanel(
@@ -111,7 +108,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         ) + { yaxes: $.yaxes('ops') }
       )
       .addPanel(
-        $.timeseriesPanel('Metadata Sync Duration') +
+        $.timeseriesPanel('Metadata Sync Duration', unit='ms') +
         // This metric tracks the duration of a per-tenant metadata sync.
         $.latencyPanel('cortex_compactor_meta_sync_duration_seconds', '{%s}' % $.jobMatcher($._config.job_names.compactor)),
       )
diff --git a/cortex-mixin/dashboards/config.libsonnet b/cortex-mixin/dashboards/config.libsonnet
index 74ef0a9..10692a3 100644
--- a/cortex-mixin/dashboards/config.libsonnet
+++ b/cortex-mixin/dashboards/config.libsonnet
@@ -8,19 +8,17 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       $.row('Startup config file')
       .addPanel(
-        $.timeseriesPanel('Startup config file hashes') +
+        $.timeseriesPanel('Startup config file hashes', unit='instances') +
         $.queryPanel('count(cortex_config_hash{%s}) by (sha256)' % $.namespaceMatcher(), 'sha256:{{sha256}}') +
-        $.stack +
-        { yaxes: $.yaxes('instances') },
+        $.stack,
       )
     )
     .addRow(
       $.row('Runtime config file')
       .addPanel(
-        $.timeseriesPanel('Runtime config file hashes') +
+        $.timeseriesPanel('Runtime config file hashes', unit='instances') +
         $.queryPanel('count(cortex_runtime_config_hash{%s}) by (sha256)' % $.namespaceMatcher(), 'sha256:{{sha256}}') +
-        $.stack +
-        { yaxes: $.yaxes('instances') },
+        $.stack,
       )
     ),
 }
diff --git a/cortex-mixin/dashboards/dashboard-utils.libsonnet b/cortex-mixin/dashboards/dashboard-utils.libsonnet
index f525f45..3d9eea3 100644
--- a/cortex-mixin/dashboards/dashboard-utils.libsonnet
+++ b/cortex-mixin/dashboards/dashboard-utils.libsonnet
@@ -62,6 +62,44 @@ local utils = import 'mixin-utils/utils.libsonnet';
                .addTemplate('cluster', 'cortex_build_info', 'cluster')
                .addTemplate('namespace', 'cortex_build_info{cluster=~"$cluster"}', 'namespace'),
     },
+  timeseriesPanel(title, unit='short'):: {
+    datasource: '$datasource',
+    fieldConfig: {
+      defaults: {
+        custom: {
+          drawStyle: 'line',
+          fillOpacity: 1,
+          lineWidth: 1,
+          pointSize: 5,
+          showPoints: 'never',
+          spanNulls: false,
+          stacking: {
+            group: 'A',
+            mode: 'none',
+          },
+        },
+        thresholds: {
+          mode: 'absolute',
+          steps: [],
+        },
+        unit: unit,
+      },
+      overrides: [],
+    },
+    options: {
+      legend: {
+        showLegend: true,
+      },
+      tooltip: {
+        mode: 'single',
+        sort: 'none',
+      },
+    },
+    links: [],
+    targets: [],
+    title: title,
+    type: 'timeseries',
+  },
 
   // The mixin allow specialism of the job selector depending on if its a single binary
   // deployment or a namespaced one.
@@ -108,6 +146,35 @@ local utils = import 'mixin-utils/utils.libsonnet';
         }
         for target in super.targets
       ],
+      fieldConfig+: {
+        defaults+: {
+          custom+: {
+            lineWidth: 0,
+            fillOpacity: 100,  // Get solid fill.
+            stacking: {
+              mode: 'normal',
+              group: 'A',
+            },
+          },
+          unit: 'reqps',
+          min: 0,
+        },
+        overrides+: [{
+          matcher: {
+            id: 'byName',
+            options: status,
+          },
+          properties: [
+            {
+              id: 'color',
+              value: {
+                mode: 'fixed',
+                fixedColor: $.httpStatusColors[status],
+              },
+            },
+          ],
+        } for status in std.objectFieldsAll($.httpStatusColors)],
+      },
     },
 
   latencyPanel(metricName, selector, multiplier='1e3')::
@@ -121,7 +188,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     },
 
   successFailurePanel(title, successMetric, failureMetric)::
-    $.timeseriesPanel(title) +
+    $.timeseriesPanel(title, unit='short') +
     $.queryPanel([successMetric, failureMetric], ['successful', 'failed']) +
     $.stack + {
       aliasColors: {
@@ -132,7 +199,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
 
   // Displays started, completed and failed rate.
   startedCompletedFailedPanel(title, startedMetric, completedMetric, failedMetric)::
-    $.timeseriesPanel(title) +
+    $.timeseriesPanel(title, unit='ops') +
     $.queryPanel([startedMetric, completedMetric, failedMetric], ['started', 'completed', 'failed']) +
     $.stack + {
       aliasColors: {
@@ -160,7 +227,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     },
 
   containerMemoryWorkingSetPanel(title, containerName)::
-    $.timeseriesPanel(title) +
+    $.timeseriesPanel(title, unit='bytes') +
     $.queryPanel([
       // We use "max" instead of "sum" otherwise during a rolling update of a statefulset we will end up
       // summing the memory of the old instance/pod (whose metric will be stale for 5m) to the new instance/pod.
@@ -180,7 +247,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     },
 
   containerNetworkPanel(title, metric, instanceName)::
-    $.timeseriesPanel(title) +
+    $.timeseriesPanel(title, unit='Bps') +
     $.queryPanel(
       'sum by(%(instance)s) (rate(%(metric)s{%(namespace)s,%(instance)s=~"%(instanceName)s"}[$__rate_interval]))' % {
         namespace: $.namespaceMatcher(),
@@ -199,7 +266,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     $.containerNetworkPanel('Transmit Bandwidth', 'container_network_transmit_bytes_total', instanceName),
 
   containerDiskWritesPanel(title, containerName)::
-    $.timeseriesPanel(title) +
+    $.timeseriesPanel(title, unit='Bps') +
     $.queryPanel(
       |||
         sum by(%s, %s, device) (
@@ -220,7 +287,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     { yaxes: $.yaxes('Bps') },
 
   containerDiskReadsPanel(title, containerName)::
-    $.timeseriesPanel(title) +
+    $.timeseriesPanel(title, unit='Bps') +
     $.queryPanel(
       |||
         sum by(%s, %s, device) (
@@ -239,7 +306,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     { yaxes: $.yaxes('Bps') },
 
   containerDiskSpaceUtilization(title, containerName)::
-    $.timeseriesPanel(title) +
+    $.timeseriesPanel(title, unit='percentunit') +
     $.queryPanel(
       |||
         max by(persistentvolumeclaim) (
@@ -266,7 +333,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     else 'label_name="%s"' % containerName,
 
   goHeapInUsePanel(title, jobName)::
-    $.timeseriesPanel(title) +
+    $.timeseriesPanel(title, unit='bytes') +
     $.queryPanel(
       'sum by(%s) (go_memstats_heap_inuse_bytes{%s})' % [$._config.per_instance_label, $.jobMatcher(jobName)],
       '{{%s}}' % $._config.per_instance_label
@@ -361,13 +428,12 @@ local utils = import 'mixin-utils/utils.libsonnet';
   getObjectStoreRows(title, component):: [
     super.row(title)
     .addPanel(
-      $.timeseriesPanel('Operations / sec') +
+      $.timeseriesPanel('Operations / sec', unit='rps') +
       $.queryPanel('sum by(operation) (rate(thanos_objstore_bucket_operations_total{%s,component="%s"}[$__rate_interval]))' % [$.namespaceMatcher(), component], '{{operation}}') +
-      $.stack +
-      { yaxes: $.yaxes('rps') },
+      $.stack
     )
     .addPanel(
-      $.timeseriesPanel('Error rate') +
+      $.timeseriesPanel('Error rate', unit='percentunit') +
       $.queryPanel('sum by(operation) (rate(thanos_objstore_bucket_operation_failures_total{%s,component="%s"}[$__rate_interval])) / sum by(operation) (rate(thanos_objstore_bucket_operations_total{%s,component="%s"}[$__rate_interval]))' % [$.namespaceMatcher(), component, $.namespaceMatcher(), component], '{{operation}}') +
       { yaxes: $.yaxes('percentunit') },
     )
@@ -406,7 +472,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     };
     super.row(title)
     .addPanel(
-      $.timeseriesPanel('Requests / sec') +
+      $.timeseriesPanel('Requests / sec', unit='ops') +
       $.queryPanel(
         |||
           sum by(operation) (
@@ -439,7 +505,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
       )
     )
     .addPanel(
-      $.timeseriesPanel('Hit ratio') +
+      $.timeseriesPanel('Hit ratio', unit='percentunit') +
       $.queryPanel(
         |||
           sum(
diff --git a/cortex-mixin/dashboards/object-store.libsonnet b/cortex-mixin/dashboards/object-store.libsonnet
index 0fc1824..d58976a 100644
--- a/cortex-mixin/dashboards/object-store.libsonnet
+++ b/cortex-mixin/dashboards/object-store.libsonnet
@@ -7,29 +7,25 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       $.row('Components')
       .addPanel(
-        $.timeseriesPanel('RPS / component') +
+        $.timeseriesPanel('RPS / component', unit='rps') +
         $.queryPanel('sum by(component) (rate(thanos_objstore_bucket_operations_total{%s}[$__rate_interval]))' % $.namespaceMatcher(), '{{component}}') +
-        $.stack +
-        { yaxes: $.yaxes('rps') },
+        $.stack,
       )
       .addPanel(
-        $.timeseriesPanel('Error rate / component') +
-        $.queryPanel('sum by(component) (rate(thanos_objstore_bucket_operation_failures_total{%s}[$__rate_interval])) / sum by(component) (rate(thanos_objstore_bucket_operations_total{%s}[$__rate_interval]))' % [$.namespaceMatcher(), $.namespaceMatcher()], '{{component}}') +
-        { yaxes: $.yaxes('percentunit') },
+        $.timeseriesPanel('Error rate / component', unit='percentunit') +
+        $.queryPanel('sum by(component) (rate(thanos_objstore_bucket_operation_failures_total{%s}[$__rate_interval])) / sum by(component) (rate(thanos_objstore_bucket_operations_total{%s}[$__rate_interval]))' % [$.namespaceMatcher(), $.namespaceMatcher()], '{{component}}')
       )
     )
     .addRow(
       $.row('Operations')
       .addPanel(
-        $.timeseriesPanel('RPS / operation') +
+        $.timeseriesPanel('RPS / operation', unit='rps') +
         $.queryPanel('sum by(operation) (rate(thanos_objstore_bucket_operations_total{%s}[$__rate_interval]))' % $.namespaceMatcher(), '{{operation}}') +
-        $.stack +
-        { yaxes: $.yaxes('rps') },
+        $.stack,
       )
       .addPanel(
-        $.timeseriesPanel('Error rate / operation') +
-        $.queryPanel('sum by(operation) (rate(thanos_objstore_bucket_operation_failures_total{%s}[$__rate_interval])) / sum by(operation) (rate(thanos_objstore_bucket_operations_total{%s}[$__rate_interval]))' % [$.namespaceMatcher(), $.namespaceMatcher()], '{{operation}}') +
-        { yaxes: $.yaxes('percentunit') },
+        $.timeseriesPanel('Error rate / operation', unit='percentunit') +
+        $.queryPanel('sum by(operation) (rate(thanos_objstore_bucket_operation_failures_total{%s}[$__rate_interval])) / sum by(operation) (rate(thanos_objstore_bucket_operations_total{%s}[$__rate_interval]))' % [$.namespaceMatcher(), $.namespaceMatcher()], '{{operation}}')
       )
     )
     .addRow(
diff --git a/cortex-mixin/dashboards/queries.libsonnet b/cortex-mixin/dashboards/queries.libsonnet
index 04b30ea..212ab9d 100644
--- a/cortex-mixin/dashboards/queries.libsonnet
+++ b/cortex-mixin/dashboards/queries.libsonnet
@@ -8,13 +8,12 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       $.row('Query Frontend')
       .addPanel(
-        $.timeseriesPanel('Queue Duration') +
+        $.timeseriesPanel('Queue Duration', unit='ms') +
         $.latencyPanel('cortex_query_frontend_queue_duration_seconds', '{%s}' % $.jobMatcher($._config.job_names.query_frontend)),
       )
       .addPanel(
-        $.timeseriesPanel('Retries') +
-        $.latencyPanel('cortex_query_frontend_retries', '{%s}' % $.jobMatcher($._config.job_names.query_frontend), multiplier=1) +
-        { yaxes: $.yaxes('short') },
+        $.timeseriesPanel('Retries', unit='short') +
+        $.latencyPanel('cortex_query_frontend_retries', '{%s}' % $.jobMatcher($._config.job_names.query_frontend), multiplier=1),
       )
       .addPanel(
         $.timeseriesPanel('Queue Length') +
@@ -24,7 +23,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       $.row('Query Scheduler')
       .addPanel(
-        $.timeseriesPanel('Queue Duration') +
+        $.timeseriesPanel('Queue Duration', unit='ms') +
         $.latencyPanel('cortex_query_scheduler_queue_duration_seconds', '{%s}' % $.jobMatcher($._config.job_names.query_scheduler)),
       )
       .addPanel(
@@ -78,9 +77,8 @@ local utils = import 'mixin-utils/utils.libsonnet';
         ),
       )
       .addPanel(
-        $.timeseriesPanel('Number of Sharded Queries per Query') +
+        $.timeseriesPanel('Number of Sharded Queries per Query', unit='short') +
         $.latencyPanel('cortex_frontend_sharded_queries_per_query', '{%s}' % $.jobMatcher($._config.job_names.query_frontend), multiplier=1) +
-        { yaxes: $.yaxes('short') } +
         $.panelDescription(
           'Number of Sharded Queries per Query',
           |||
@@ -93,9 +91,8 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       $.row('Querier')
       .addPanel(
-        $.timeseriesPanel('Stages') +
+        $.timeseriesPanel('Stages', unit='ms') +
         $.queryPanel('max by (slice) (prometheus_engine_query_duration_seconds{quantile="0.9",%s}) * 1e3' % $.jobMatcher($._config.job_names.querier), '{{slice}}') +
-        { yaxes: $.yaxes('ms') } +
         $.stack,
       )
       .addPanel(
@@ -113,33 +110,28 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       $.row('Ingester')
       .addPanel(
-        $.timeseriesPanel('Series per Query') +
-        utils.latencyRecordingRulePanel('cortex_ingester_queried_series', $.jobSelector($._config.job_names.ingester), multiplier=1) +
-        { yaxes: $.yaxes('short') },
+        $.timeseriesPanel('Series per Query', unit='short') +
+        utils.latencyRecordingRulePanel('cortex_ingester_queried_series', $.jobSelector($._config.job_names.ingester), multiplier=1),
       )
       .addPanel(
-        $.timeseriesPanel('Chunks per Query') +
-        utils.latencyRecordingRulePanel('cortex_ingester_queried_chunks', $.jobSelector($._config.job_names.ingester), multiplier=1) +
-        { yaxes: $.yaxes('short') },
+        $.timeseriesPanel('Chunks per Query', unit='short') +
+        utils.latencyRecordingRulePanel('cortex_ingester_queried_chunks', $.jobSelector($._config.job_names.ingester), multiplier=1),
       )
       .addPanel(
-        $.timeseriesPanel('Samples per Query') +
-        utils.latencyRecordingRulePanel('cortex_ingester_queried_samples', $.jobSelector($._config.job_names.ingester), multiplier=1) +
-        { yaxes: $.yaxes('short') },
+        $.timeseriesPanel('Samples per Query', unit='short') +
+        utils.latencyRecordingRulePanel('cortex_ingester_queried_samples', $.jobSelector($._config.job_names.ingester), multiplier=1),
       )
     )
     .addRowIf(
       std.member($._config.storage_engine, 'blocks'),
       $.row('Querier - Blocks storage')
       .addPanel(
-        $.timeseriesPanel('Number of store-gateways hit per Query') +
-        $.latencyPanel('cortex_querier_storegateway_instances_hit_per_query', '{%s}' % $.jobMatcher($._config.job_names.querier), multiplier=1) +
-        { yaxes: $.yaxes('short') },
+        $.timeseriesPanel('Number of store-gateways hit per Query', unit='short') +
+        $.latencyPanel('cortex_querier_storegateway_instances_hit_per_query', '{%s}' % $.jobMatcher($._config.job_names.querier), multiplier=1),
       )
       .addPanel(
-        $.timeseriesPanel('Refetches of missing blocks per Query') +
-        $.latencyPanel('cortex_querier_storegateway_refetches_per_query', '{%s}' % $.jobMatcher($._config.job_names.querier), multiplier=1) +
-        { yaxes: $.yaxes('short') },
+        $.timeseriesPanel('Refetches of missing blocks per Query', unit='short') +
+        $.latencyPanel('cortex_querier_storegateway_refetches_per_query', '{%s}' % $.jobMatcher($._config.job_names.querier), multiplier=1),
       )
       .addPanel(
         $.timeseriesPanel('Consistency checks failed') +
@@ -151,13 +143,12 @@ local utils = import 'mixin-utils/utils.libsonnet';
       std.member($._config.storage_engine, 'blocks'),
       $.row('')
       .addPanel(
-        $.timeseriesPanel('Bucket indexes loaded (per querier)') +
+        $.timeseriesPanel('Bucket indexes loaded (per querier)', unit='short') +
         $.queryPanel([
           'max(cortex_bucket_index_loaded{%s})' % $.jobMatcher($._config.job_names.querier),
           'min(cortex_bucket_index_loaded{%s})' % $.jobMatcher($._config.job_names.querier),
           'avg(cortex_bucket_index_loaded{%s})' % $.jobMatcher($._config.job_names.querier),
-        ], ['Max', 'Min', 'Average']) +
-        { yaxes: $.yaxes('short') },
+        ], ['Max', 'Min', 'Average']),
       )
       .addPanel(
         $.successFailurePanel(
@@ -167,7 +158,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         )
       )
       .addPanel(
-        $.timeseriesPanel('Bucket indexes load latency') +
+        $.timeseriesPanel('Bucket indexes load latency', unit='ms') +
         $.latencyPanel('cortex_bucket_index_load_duration_seconds', '{%s}' % $.jobMatcher($._config.job_names.querier)),
       )
     )
@@ -175,21 +166,18 @@ local utils = import 'mixin-utils/utils.libsonnet';
       std.member($._config.storage_engine, 'blocks'),
       $.row('Store-gateway - Blocks storage')
       .addPanel(
-        $.timeseriesPanel('Blocks queried / sec') +
-        $.queryPanel('sum(rate(cortex_bucket_store_series_blocks_queried_sum{component="store-gateway",%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.store_gateway), 'blocks') +
-        { yaxes: $.yaxes('ops') },
+        $.timeseriesPanel('Blocks queried / sec', unit='ops') +
+        $.queryPanel('sum(rate(cortex_bucket_store_series_blocks_queried_sum{component="store-gateway",%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.store_gateway), 'blocks'),
       )
       .addPanel(
-        $.timeseriesPanel('Data fetched / sec') +
+        $.timeseriesPanel('Data fetched / sec', unit='ops') +
         $.queryPanel('sum by(data_type) (rate(cortex_bucket_store_series_data_fetched_sum{component="store-gateway",%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.store_gateway), '{{data_type}}') +
-        $.stack +
-        { yaxes: $.yaxes('ops') },
+        $.stack,
       )
       .addPanel(
-        $.timeseriesPanel('Data touched / sec') +
+        $.timeseriesPanel('Data touched / sec', unit='ops') +
         $.queryPanel('sum by(data_type) (rate(cortex_bucket_store_series_data_touched_sum{component="store-gateway",%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.store_gateway), '{{data_type}}') +
-        $.stack +
-        { yaxes: $.yaxes('ops') },
+        $.stack,
       )
     )
     .addRowIf(
@@ -238,7 +226,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.queryPanel('cortex_bucket_store_indexheader_lazy_load_total{%s} - cortex_bucket_store_indexheader_lazy_unload_total{%s}' % [$.jobMatcher($._config.job_names.store_gateway), $.jobMatcher($._config.job_names.store_gateway)], '{{%s}}' % $._config.per_instance_label)
       )
       .addPanel(
-        $.timeseriesPanel('Index-header lazy load duration') +
+        $.timeseriesPanel('Index-header lazy load duration', unit='ms') +
         $.latencyPanel('cortex_bucket_store_indexheader_lazy_load_duration_seconds', '{%s}' % $.jobMatcher($._config.job_names.store_gateway)),
       )
       .addPanel(
diff --git a/cortex-mixin/dashboards/reads.libsonnet b/cortex-mixin/dashboards/reads.libsonnet
index cd60aaf..c0ddbe4 100644
--- a/cortex-mixin/dashboards/reads.libsonnet
+++ b/cortex-mixin/dashboards/reads.libsonnet
@@ -96,15 +96,14 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s, route=~"(prometheus|api_prom)_api_v1_.+"}' % $.jobMatcher($._config.job_names.gateway))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.gateway) + [utils.selector.re('route', '(prometheus|api_prom)_api_v1_.+')])
       )
       .addPanel(
-        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label) +
+        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label, unit='s') +
         $.hiddenLegendQueryPanel(
           'histogram_quantile(0.99, sum by(le, %s) (rate(cortex_request_duration_seconds_bucket{%s, route=~"(prometheus|api_prom)_api_v1_.+"}[$__rate_interval])))' % [$._config.per_instance_label, $.jobMatcher($._config.job_names.gateway)], ''
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRow(
@@ -114,15 +113,14 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s, route=~"(prometheus|api_prom)_api_v1_.+"}' % $.jobMatcher($._config.job_names.query_frontend))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.query_frontend) + [utils.selector.re('route', '(prometheus|api_prom)_api_v1_.+')])
       )
       .addPanel(
-        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label) +
+        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label, unit='s') +
         $.hiddenLegendQueryPanel(
           'histogram_quantile(0.99, sum by(le, %s) (rate(cortex_request_duration_seconds_bucket{%s, route=~"(prometheus|api_prom)_api_v1_.+"}[$__rate_interval])))' % [$._config.per_instance_label, $.jobMatcher($._config.job_names.query_frontend)], ''
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRow(
@@ -157,7 +155,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_cache_request_duration_seconds_count{method=~"frontend.+", %s}' % $.jobMatcher($._config.job_names.query_frontend))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_cache_request_duration_seconds', $.jobSelector($._config.job_names.query_frontend) + [utils.selector.re('method', 'frontend.+')])
       )
     )
@@ -168,15 +166,14 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_querier_request_duration_seconds_count{%s, route=~"(prometheus|api_prom)_api_v1_.+"}' % $.jobMatcher($._config.job_names.querier))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_querier_request_duration_seconds', $.jobSelector($._config.job_names.querier) + [utils.selector.re('route', '(prometheus|api_prom)_api_v1_.+')])
       )
       .addPanel(
-        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label) +
+        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label, unit='s') +
         $.hiddenLegendQueryPanel(
           'histogram_quantile(0.99, sum by(le, %s) (rate(cortex_querier_request_duration_seconds_bucket{%s, route=~"(prometheus|api_prom)_api_v1_.+"}[$__rate_interval])))' % [$._config.per_instance_label, $.jobMatcher($._config.job_names.querier)], ''
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRow(
@@ -186,15 +183,14 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s,route=~"/cortex.Ingester/Query(Stream)?|/cortex.Ingester/MetricsForLabelMatchers|/cortex.Ingester/LabelValues|/cortex.Ingester/MetricsMetadata"}' % $.jobMatcher($._config.job_names.ingester))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.ingester) + [utils.selector.re('route', '/cortex.Ingester/Query(Stream)?|/cortex.Ingester/MetricsForLabelMatchers|/cortex.Ingester/LabelValues|/cortex.Ingester/MetricsMetadata')])
       )
       .addPanel(
-        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label) +
+        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label, unit='s') +
         $.hiddenLegendQueryPanel(
           'histogram_quantile(0.99, sum by(le, %s) (rate(cortex_request_duration_seconds_bucket{%s, route=~"/cortex.Ingester/Query(Stream)?|/cortex.Ingester/MetricsForLabelMatchers|/cortex.Ingester/LabelValues|/cortex.Ingester/MetricsMetadata"}[$__rate_interval])))' % [$._config.per_instance_label, $.jobMatcher($._config.job_names.ingester)], ''
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRowIf(
@@ -205,22 +201,21 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s,route=~"/gatewaypb.StoreGateway/.*"}' % $.jobMatcher($._config.job_names.store_gateway))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.store_gateway) + [utils.selector.re('route', '/gatewaypb.StoreGateway/.*')])
       )
       .addPanel(
-        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label) +
+        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label, unit='s') +
         $.hiddenLegendQueryPanel(
           'histogram_quantile(0.99, sum by(le, %s) (rate(cortex_request_duration_seconds_bucket{%s, route=~"/gatewaypb.StoreGateway/.*"}[$__rate_interval])))' % [$._config.per_instance_label, $.jobMatcher($._config.job_names.store_gateway)], ''
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRowIf(
       std.member($._config.storage_engine, 'blocks'),
       $.row('Memcached – Blocks storage – Block index cache (store-gateway accesses)')  // Resembles thanosMemcachedCache
       .addPanel(
-        $.timeseriesPanel('Requests / sec') +
+        $.timeseriesPanel('Requests / sec', unit='ops') +
         $.queryPanel(
           |||
             sum by(operation) (
@@ -234,8 +229,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
             )
           ||| % $.jobMatcher($._config.job_names.store_gateway), '{{operation}}'
         ) +
-        $.stack +
-        { yaxes: $.yaxes('ops') },
+        $.stack,
       )
       .addPanel(
         $.timeseriesPanel('Latency (getmulti)') +
diff --git a/cortex-mixin/dashboards/rollout-progress.libsonnet b/cortex-mixin/dashboards/rollout-progress.libsonnet
index baae9fe..775a199 100644
--- a/cortex-mixin/dashboards/rollout-progress.libsonnet
+++ b/cortex-mixin/dashboards/rollout-progress.libsonnet
@@ -125,7 +125,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
           gridPos: { h: 4, w: 2, x: 14, y: 0 },
         },
 
-        $.timeseriesPanel('Writes 99th Latency') +
+        $.timeseriesPanel('Writes 99th latency', unit='s') +
         $.newStatPanel(|||
           histogram_quantile(0.99, sum by (le) (cluster_job_route:cortex_request_duration_seconds_bucket:sum_rate{%(gateway_job_matcher)s, route=~"%(gateway_write_routes_regex)s"}))
         ||| % config, unit='s', thresholds=[
@@ -176,7 +176,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
           gridPos: { h: 4, w: 2, x: 14, y: 4 },
         },
 
-        $.timeseriesPanel('Reads 99th Latency') +
+        $.timeseriesPanel('Reads 99th latency', unit='s') +
         $.newStatPanel(|||
           histogram_quantile(0.99, sum by (le) (cluster_job_route:cortex_request_duration_seconds_bucket:sum_rate{%(gateway_job_matcher)s, route=~"%(gateway_read_routes_regex)s"}))
         ||| % config, unit='s', thresholds=[
diff --git a/cortex-mixin/dashboards/ruler.libsonnet b/cortex-mixin/dashboards/ruler.libsonnet
index a63bf96..88742e2 100644
--- a/cortex-mixin/dashboards/ruler.libsonnet
+++ b/cortex-mixin/dashboards/ruler.libsonnet
@@ -96,7 +96,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         ),
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='s') +
         $.queryPanel(
           $.rulerQueries.ruleEvaluations.latency % [$.jobMatcher($._config.job_names.ruler), $.jobMatcher($._config.job_names.ruler)],
           'average'
@@ -110,16 +110,15 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s, route=~"%s"}' % [$.jobMatcher($._config.job_names.gateway), ruler_config_api_routes_re])
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.gateway) + [utils.selector.re('route', ruler_config_api_routes_re)])
       )
       .addPanel(
-        $.timeseriesPanel('Per route p99 Latency') +
+        $.timeseriesPanel('Per route p99 latency', unit='s') +
         $.queryPanel(
           'histogram_quantile(0.99, sum by (route, le) (cluster_job_route:cortex_request_duration_seconds_bucket:sum_rate{%s, route=~"%s"}))' % [$.jobMatcher($._config.job_names.gateway), ruler_config_api_routes_re],
           '{{ route }}'
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRow(
@@ -129,7 +128,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_ingester_client_request_duration_seconds_count{%s, operation="/cortex.Ingester/Push"}' % $.jobMatcher($._config.job_names.ruler))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         $.latencyPanel('cortex_ingester_client_request_duration_seconds', '{%s, operation="/cortex.Ingester/Push"}' % $.jobMatcher($._config.job_names.ruler))
       )
     )
@@ -140,7 +139,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_ingester_client_request_duration_seconds_count{%s, operation="/cortex.Ingester/QueryStream"}' % $.jobMatcher($._config.job_names.ruler))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         $.latencyPanel('cortex_ingester_client_request_duration_seconds', '{%s, operation="/cortex.Ingester/QueryStream"}' % $.jobMatcher($._config.job_names.ruler))
       )
     )
@@ -148,14 +147,12 @@ local utils = import 'mixin-utils/utils.libsonnet';
       std.member($._config.storage_engine, 'blocks'),
       $.row('Ruler - Blocks storage')
       .addPanel(
-        $.timeseriesPanel('Number of store-gateways hit per Query') +
-        $.latencyPanel('cortex_querier_storegateway_instances_hit_per_query', '{%s}' % $.jobMatcher($._config.job_names.ruler), multiplier=1) +
-        { yaxes: $.yaxes('short') },
+        $.timeseriesPanel('Number of store-gateways hit per Query', unit='short') +
+        $.latencyPanel('cortex_querier_storegateway_instances_hit_per_query', '{%s}' % $.jobMatcher($._config.job_names.ruler), multiplier=1),
       )
       .addPanel(
-        $.timeseriesPanel('Refetches of missing blocks per Query') +
-        $.latencyPanel('cortex_querier_storegateway_refetches_per_query', '{%s}' % $.jobMatcher($._config.job_names.ruler), multiplier=1) +
-        { yaxes: $.yaxes('short') },
+        $.timeseriesPanel('Refetches of missing blocks per Query', unit='short') +
+        $.latencyPanel('cortex_querier_storegateway_refetches_per_query', '{%s}' % $.jobMatcher($._config.job_names.ruler), multiplier=1),
       )
       .addPanel(
         $.timeseriesPanel('Consistency checks failed') +
@@ -185,7 +182,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.queryPanel($.rulerQueries.groupEvaluations.missedIterations % $.jobMatcher($._config.job_names.ruler), '{{ user }}'),
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='s') +
         $.queryPanel(
           $.rulerQueries.groupEvaluations.latency % [$.jobMatcher($._config.job_names.ruler), $.jobMatcher($._config.job_names.ruler)],
           '{{ user }}'
@@ -201,7 +198,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
     .addRow(
       ($.row('Rule Evaluation per User') + { collapse: true })
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='s') +
         $.queryPanel(
           $.rulerQueries.perUserPerGroupEvaluations.latency % [$.jobMatcher($._config.job_names.ruler), $.jobMatcher($._config.job_names.ruler)],
           '{{ user }}'
diff --git a/cortex-mixin/dashboards/writes.libsonnet b/cortex-mixin/dashboards/writes.libsonnet
index 81ffc43..67d1058 100644
--- a/cortex-mixin/dashboards/writes.libsonnet
+++ b/cortex-mixin/dashboards/writes.libsonnet
@@ -71,15 +71,14 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s, route=~"api_(v1|prom)_push"}' % $.jobMatcher($._config.job_names.gateway))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.gateway) + [utils.selector.re('route', 'api_(v1|prom)_push')])
       )
       .addPanel(
-        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label) +
+        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label, unit='s') +
         $.hiddenLegendQueryPanel(
           'histogram_quantile(0.99, sum by(le, %s) (rate(cortex_request_duration_seconds_bucket{%s, route=~"api_(v1|prom)_push"}[$__rate_interval])))' % [$._config.per_instance_label, $.jobMatcher($._config.job_names.gateway)], ''
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRow(
@@ -89,15 +88,14 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s, route=~"/distributor.Distributor/Push|/httpgrpc.*|api_(v1|prom)_push"}' % $.jobMatcher($._config.job_names.distributor))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.distributor) + [utils.selector.re('route', '/distributor.Distributor/Push|/httpgrpc.*|api_(v1|prom)_push')])
       )
       .addPanel(
-        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label) +
+        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label, unit='s') +
         $.hiddenLegendQueryPanel(
           'histogram_quantile(0.99, sum by(le, %s) (rate(cortex_request_duration_seconds_bucket{%s, route=~"/distributor.Distributor/Push|/httpgrpc.*|api_(v1|prom)_push"}[$__rate_interval])))' % [$._config.per_instance_label, $.jobMatcher($._config.job_names.distributor)], ''
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRow(
@@ -107,7 +105,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_kv_request_duration_seconds_count{%s}' % $.jobMatcher($._config.job_names.distributor))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_kv_request_duration_seconds', $.jobSelector($._config.job_names.distributor))
       )
     )
@@ -118,15 +116,14 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_request_duration_seconds_count{%s,route="/cortex.Ingester/Push"}' % $.jobMatcher($._config.job_names.ingester))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_request_duration_seconds', $.jobSelector($._config.job_names.ingester) + [utils.selector.eq('route', '/cortex.Ingester/Push')])
       )
       .addPanel(
-        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label) +
+        $.timeseriesPanel('Per %s p99 Latency' % $._config.per_instance_label, unit='s') +
         $.hiddenLegendQueryPanel(
           'histogram_quantile(0.99, sum by(le, %s) (rate(cortex_request_duration_seconds_bucket{%s, route="/cortex.Ingester/Push"}[$__rate_interval])))' % [$._config.per_instance_label, $.jobMatcher($._config.job_names.ingester)], ''
-        ) +
-        { yaxes: $.yaxes('s') }
+        )
       )
     )
     .addRow(
@@ -136,7 +133,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         $.qpsPanel('cortex_kv_request_duration_seconds_count{%s}' % $.jobMatcher($._config.job_names.ingester))
       )
       .addPanel(
-        $.timeseriesPanel('Latency') +
+        $.timeseriesPanel('Latency', unit='ms') +
         utils.latencyRecordingRulePanel('cortex_kv_request_duration_seconds', $.jobSelector($._config.job_names.ingester))
       )
     )
@@ -158,7 +155,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         ),
       )
       .addPanel(
-        $.timeseriesPanel('Upload latency') +
+        $.timeseriesPanel('Upload latency', unit='ms') +
         $.latencyPanel('thanos_objstore_bucket_operation_duration_seconds', '{%s,component="ingester",operation="upload"}' % $.jobMatcher($._config.job_names.ingester)) +
         $.panelDescription(
           'Upload latency',
@@ -188,7 +185,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         ),
       )
       .addPanel(
-        $.timeseriesPanel('Compactions latency') +
+        $.timeseriesPanel('Compactions latency', unit='ms') +
         $.latencyPanel('cortex_ingester_tsdb_compaction_duration_seconds', '{%s}' % $.jobMatcher($._config.job_names.ingester)) +
         $.panelDescription(
           'Compaction latency',
@@ -231,9 +228,8 @@ local utils = import 'mixin-utils/utils.libsonnet';
         ),
       )
       .addPanel(
-        $.timeseriesPanel('WAL truncations latency (includes checkpointing)') +
+        $.timeseriesPanel('WAL truncations latency (includes checkpointing)', unit='s') +
         $.queryPanel('sum(rate(cortex_ingester_tsdb_wal_truncate_duration_seconds_sum{%s}[$__rate_interval])) / sum(rate(cortex_ingester_tsdb_wal_truncate_duration_seconds_count{%s}[$__rate_interval]))' % [$.jobMatcher($._config.job_names.ingester), $.jobMatcher($._config.job_names.ingester)], 'avg') +
-        { yaxes: $.yaxes('s') } +
         $.panelDescription(
           'WAL truncations latency (including checkpointing)',
           |||
@@ -243,7 +239,7 @@ local utils = import 'mixin-utils/utils.libsonnet';
         ),
       )
       .addPanel(
-        $.timeseriesPanel('Corruptions / sec') +
+        $.timeseriesPanel('Corruptions / sec', unit='ops') +
         $.queryPanel([
           'sum(rate(cortex_ingester_wal_corruptions_total{%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.ingester),
           'sum(rate(cortex_ingester_tsdb_mmap_chunk_corruptions_total{%s}[$__rate_interval]))' % $.jobMatcher($._config.job_names.ingester),