diff --git a/ui/app/abilities/abstract.js b/ui/app/abilities/abstract.js
index d8af277d492f..0f23e41fbec7 100644
--- a/ui/app/abilities/abstract.js
+++ b/ui/app/abilities/abstract.js
@@ -34,6 +34,13 @@ export default class Abstract extends Ability {
     }, []);
   }
 
+  activeNamespaceIncludesCapability(capability) {
+    return this.rulesForActiveNamespace.some(rules => {
+      let capabilities = get(rules, 'Capabilities') || [];
+      return capabilities.includes(capability);
+    });
+  }
+
   // Chooses the closest namespace as described at the bottom here:
   // https://www.nomadproject.io/guides/security/acl.html#namespace-rules
   _findMatchingNamespace(policyNamespaces, activeNamespace) {
diff --git a/ui/app/abilities/job.js b/ui/app/abilities/job.js
index 1f8418c158ce..7b96096b3de9 100644
--- a/ui/app/abilities/job.js
+++ b/ui/app/abilities/job.js
@@ -1,16 +1,26 @@
 import AbstractAbility from './abstract';
-import { computed, get } from '@ember/object';
+import { computed } from '@ember/object';
 import { or } from '@ember/object/computed';
 
 export default class Job extends AbstractAbility {
   @or('bypassAuthorization', 'selfTokenIsManagement', 'policiesSupportRunning')
   canRun;
 
+  @or(
+    'bypassAuthorization',
+    'selfTokenIsManagement',
+    'policiesSupportRunning',
+    'policiesSupportScaling'
+  )
+  canScale;
+
   @computed('rulesForActiveNamespace.@each.capabilities')
   get policiesSupportRunning() {
-    return this.rulesForActiveNamespace.some(rules => {
-      let capabilities = get(rules, 'Capabilities') || [];
-      return capabilities.includes('submit-job');
-    });
+    return this.activeNamespaceIncludesCapability('submit-job');
+  }
+
+  @computed('rulesForActiveNamespace.@each.capabilities')
+  get policiesSupportScaling() {
+    return this.activeNamespaceIncludesCapability('scale-job');
   }
 }
diff --git a/ui/app/adapters/job.js b/ui/app/adapters/job.js
index f6992cb13569..dad4b37aa5e6 100644
--- a/ui/app/adapters/job.js
+++ b/ui/app/adapters/job.js
@@ -68,4 +68,20 @@ export default class JobAdapter extends WatchableNamespaceIDs {
       },
     });
   }
+
+  scale(job, group, count, reason) {
+    const url = addToPath(this.urlForFindRecord(job.get('id'), 'job'), '/scale');
+    return this.ajax(url, 'POST', {
+      data: {
+        Count: count,
+        Reason: reason,
+        Target: {
+          Group: group,
+        },
+        Meta: {
+          Source: 'nomad-ui',
+        },
+      },
+    });
+  }
 }
diff --git a/ui/app/components/search-box.js b/ui/app/components/search-box.js
index 94de9724b1a9..be9cbcf26976 100644
--- a/ui/app/components/search-box.js
+++ b/ui/app/components/search-box.js
@@ -1,7 +1,7 @@
 import { reads } from '@ember/object/computed';
 import Component from '@ember/component';
 import { action } from '@ember/object';
-import { run } from '@ember/runloop';
+import { debounce } from '@ember/runloop';
 import { classNames } from '@ember-decorators/component';
 import classic from 'ember-classic-decorator';
 
@@ -23,13 +23,13 @@ export default class SearchBox extends Component {
   @action
   setSearchTerm(e) {
     this.set('_searchTerm', e.target.value);
-    run.debounce(this, updateSearch, this.debounce);
+    debounce(this, updateSearch, this.debounce);
   }
 
   @action
   clear() {
     this.set('_searchTerm', '');
-    run.debounce(this, updateSearch, this.debounce);
+    debounce(this, updateSearch, this.debounce);
   }
 }
 
diff --git a/ui/app/components/stepper-input.js b/ui/app/components/stepper-input.js
new file mode 100644
index 000000000000..871d74729346
--- /dev/null
+++ b/ui/app/components/stepper-input.js
@@ -0,0 +1,62 @@
+import Component from '@ember/component';
+import { action } from '@ember/object';
+import { debounce } from '@ember/runloop';
+import { oneWay } from '@ember/object/computed';
+import { classNames, classNameBindings } from '@ember-decorators/component';
+import classic from 'ember-classic-decorator';
+
+const ESC = 27;
+
+@classic
+@classNames('stepper-input')
+@classNameBindings('class', 'disabled:is-disabled')
+export default class StepperInput extends Component {
+  min = 0;
+  max = 10;
+  value = 0;
+  debounce = 500;
+  onChange() {}
+
+  // Internal value changes immediately for instant visual feedback.
+  // Value is still the public API and is expected to mutate and re-render
+  // On onChange which is debounced.
+  @oneWay('value') internalValue;
+
+  @action
+  increment() {
+    if (this.internalValue < this.max) {
+      this.incrementProperty('internalValue');
+      this.update(this.internalValue);
+    }
+  }
+
+  @action
+  decrement() {
+    if (this.internalValue > this.min) {
+      this.decrementProperty('internalValue');
+      this.update(this.internalValue);
+    }
+  }
+
+  @action
+  setValue(e) {
+    const newValue = Math.min(this.max, Math.max(this.min, e.target.value));
+    this.set('internalValue', newValue);
+    this.update(this.internalValue);
+  }
+
+  @action
+  resetTextInput(e) {
+    if (e.keyCode === ESC) {
+      e.target.value = this.internalValue;
+    }
+  }
+
+  update(value) {
+    debounce(this, sendUpdateAction, value, this.debounce);
+  }
+}
+
+function sendUpdateAction(value) {
+  return this.onChange(value);
+}
diff --git a/ui/app/components/task-group-row.js b/ui/app/components/task-group-row.js
index 399d901677a6..685ea65f6928 100644
--- a/ui/app/components/task-group-row.js
+++ b/ui/app/components/task-group-row.js
@@ -1,17 +1,64 @@
 import Component from '@ember/component';
-import { lazyClick } from '../helpers/lazy-click';
+import { computed, action } from '@ember/object';
+import { alias, oneWay } from '@ember/object/computed';
+import { debounce } from '@ember/runloop';
 import { classNames, tagName } from '@ember-decorators/component';
 import classic from 'ember-classic-decorator';
+import { lazyClick } from '../helpers/lazy-click';
 
 @classic
 @tagName('tr')
 @classNames('task-group-row', 'is-interactive')
 export default class TaskGroupRow extends Component {
   taskGroup = null;
+  debounce = 500;
+
+  @oneWay('taskGroup.count') count;
+  @alias('taskGroup.job.runningDeployment') runningDeployment;
 
   onClick() {}
 
   click(event) {
     lazyClick([this.onClick, event]);
   }
+
+  @computed('count', 'taskGroup.scaling.min')
+  get isMinimum() {
+    const scaling = this.taskGroup.scaling;
+    if (!scaling || scaling.min == null) return false;
+    return this.count <= scaling.min;
+  }
+
+  @computed('count', 'taskGroup.scaling.max')
+  get isMaximum() {
+    const scaling = this.taskGroup.scaling;
+    if (!scaling || scaling.max == null) return false;
+    return this.count >= scaling.max;
+  }
+
+  @action
+  countUp() {
+    const scaling = this.taskGroup.scaling;
+    if (!scaling || scaling.max == null || this.count < scaling.max) {
+      this.incrementProperty('count');
+      this.scale(this.count);
+    }
+  }
+
+  @action
+  countDown() {
+    const scaling = this.taskGroup.scaling;
+    if (!scaling || scaling.min == null || this.count > scaling.min) {
+      this.decrementProperty('count');
+      this.scale(this.count);
+    }
+  }
+
+  scale(count) {
+    debounce(this, sendCountAction, count, this.debounce);
+  }
+}
+
+function sendCountAction(count) {
+  return this.taskGroup.scale(count);
 }
diff --git a/ui/app/controllers/jobs/job/task-group.js b/ui/app/controllers/jobs/job/task-group.js
index a20fdc52f7b8..cb6915be0500 100644
--- a/ui/app/controllers/jobs/job/task-group.js
+++ b/ui/app/controllers/jobs/job/task-group.js
@@ -54,4 +54,9 @@ export default class TaskGroupController extends Controller.extend(
   gotoAllocation(allocation) {
     this.transitionToRoute('allocations.allocation', allocation);
   }
+
+  @action
+  scaleTaskGroup(count) {
+    return this.model.scale(count);
+  }
 }
diff --git a/ui/app/helpers/lazy-click.js b/ui/app/helpers/lazy-click.js
index e5927aa3ac4a..4260cca805d6 100644
--- a/ui/app/helpers/lazy-click.js
+++ b/ui/app/helpers/lazy-click.js
@@ -9,7 +9,7 @@ import Helper from '@ember/component/helper';
  * that should be handled instead.
  */
 export function lazyClick([onClick, event]) {
-  if (event.target.tagName.toLowerCase() !== 'a') {
+  if (!['a', 'button'].includes(event.target.tagName.toLowerCase())) {
     onClick(event);
   }
 }
diff --git a/ui/app/models/group-scaling.js b/ui/app/models/group-scaling.js
new file mode 100644
index 000000000000..f5ee13958cb5
--- /dev/null
+++ b/ui/app/models/group-scaling.js
@@ -0,0 +1,15 @@
+import Fragment from 'ember-data-model-fragments/fragment';
+import attr from 'ember-data/attr';
+import { fragmentOwner } from 'ember-data-model-fragments/attributes';
+import classic from 'ember-classic-decorator';
+
+@classic
+export default class TaskGroup extends Fragment {
+  @fragmentOwner() taskGroup;
+
+  @attr('boolean') enabled;
+  @attr('number') max;
+  @attr('number') min;
+
+  @attr() policy;
+}
diff --git a/ui/app/models/job.js b/ui/app/models/job.js
index e179cd4b42bb..154fc07b1146 100644
--- a/ui/app/models/job.js
+++ b/ui/app/models/job.js
@@ -245,6 +245,10 @@ export default class Job extends Model {
     return promise;
   }
 
+  scale(group, count, reason = 'Manual scaling event from the Nomad UI') {
+    return this.store.adapterFor('job').scale(this, group, count, reason);
+  }
+
   setIdByPayload(payload) {
     const namespace = payload.Namespace || 'default';
     const id = payload.Name;
diff --git a/ui/app/models/task-group.js b/ui/app/models/task-group.js
index 1e60913f243e..4926f0affa79 100644
--- a/ui/app/models/task-group.js
+++ b/ui/app/models/task-group.js
@@ -1,7 +1,7 @@
 import { computed } from '@ember/object';
 import Fragment from 'ember-data-model-fragments/fragment';
 import attr from 'ember-data/attr';
-import { fragmentOwner, fragmentArray } from 'ember-data-model-fragments/attributes';
+import { fragmentOwner, fragmentArray, fragment } from 'ember-data-model-fragments/attributes';
 import sumAggregation from '../utils/properties/sum-aggregation';
 import classic from 'ember-classic-decorator';
 
@@ -20,6 +20,8 @@ export default class TaskGroup extends Fragment {
 
   @fragmentArray('volume-definition') volumes;
 
+  @fragment('group-scaling') scaling;
+
   @computed('tasks.@each.driver')
   get drivers() {
     return this.tasks.mapBy('driver').uniq();
@@ -51,4 +53,8 @@ export default class TaskGroup extends Fragment {
   get summary() {
     return maybe(this.get('job.taskGroupSummaries')).findBy('name', this.name);
   }
+
+  scale(count, reason) {
+    return this.job.scale(this.name, count, reason);
+  }
 }
diff --git a/ui/app/routes/jobs/job/task-group.js b/ui/app/routes/jobs/job/task-group.js
index 6aad25aa0dde..72c130c7edd5 100644
--- a/ui/app/routes/jobs/job/task-group.js
+++ b/ui/app/routes/jobs/job/task-group.js
@@ -58,6 +58,7 @@ export default class TaskGroupRoute extends Route.extend(WithWatchers) {
         job: this.watchJob.perform(job),
         summary: this.watchSummary.perform(job.get('summary')),
         allocations: this.watchAllocations.perform(job),
+        latestDeployment: job.get('supportsDeployments') && this.watchLatestDeployment.perform(job),
       });
     }
   }
@@ -65,6 +66,7 @@ export default class TaskGroupRoute extends Route.extend(WithWatchers) {
   @watchRecord('job') watchJob;
   @watchRecord('job-summary') watchSummary;
   @watchRelationship('allocations') watchAllocations;
+  @watchRelationship('latestDeployment') watchLatestDeployment;
 
-  @collect('watchJob', 'watchSummary', 'watchAllocations') watchers;
+  @collect('watchJob', 'watchSummary', 'watchAllocations', 'watchLatestDeployment') watchers;
 }
diff --git a/ui/app/styles/components.scss b/ui/app/styles/components.scss
index 1bfd76d9b422..6f70cceef9cf 100644
--- a/ui/app/styles/components.scss
+++ b/ui/app/styles/components.scss
@@ -27,6 +27,7 @@
 @import './components/search-box';
 @import './components/simple-list';
 @import './components/status-text';
+@import './components/stepper-input';
 @import './components/timeline';
 @import './components/toggle';
 @import './components/toolbar';
diff --git a/ui/app/styles/components/dropdown.scss b/ui/app/styles/components/dropdown.scss
index cfe613109117..f68e704e4e80 100644
--- a/ui/app/styles/components/dropdown.scss
+++ b/ui/app/styles/components/dropdown.scss
@@ -51,17 +51,20 @@
   flex-direction: row;
   box-shadow: $button-box-shadow-standard;
 
-  .dropdown {
+  .dropdown,
+  .button {
     display: flex;
     position: relative;
 
-    & + .dropdown {
+    & + .dropdown,
+    & + .button {
       margin-left: -1px;
     }
   }
 
   .ember-power-select-trigger,
-  .dropdown-trigger {
+  .dropdown-trigger,
+  .button {
     border-radius: 0;
     box-shadow: none;
 
@@ -70,20 +73,41 @@
     }
   }
 
-  .dropdown:first-child {
-    .ember-power-select-trigger,
-    .dropdown-trigger {
-      border-top-left-radius: $radius;
-      border-bottom-left-radius: $radius;
+  // Buttons have their own focus treatment that needs to be overrided here.
+  // Since .button.is-color takes precedence over .button-bar .button, each
+  // color needs the override.
+  .button {
+    @each $name, $pair in $colors {
+      &.is-#{$name}:focus {
+        box-shadow: inset 0 0 0 2px $grey-lighter;
+      }
     }
   }
 
-  .dropdown:last-child {
-    .ember-power-select-trigger,
-    .dropdown-trigger {
-      border-top-right-radius: $radius;
-      border-bottom-right-radius: $radius;
-    }
+  .dropdown:first-child .ember-power-select-trigger,
+  .dropdown:first-child .dropdown-trigger,
+  .button:first-child {
+    border-top-left-radius: $radius;
+    border-bottom-left-radius: $radius;
+  }
+
+  .dropdown:last-child .ember-power-select-trigger,
+  .dropdown:last-child .dropdown-trigger,
+  .button:last-child {
+    border-top-right-radius: $radius;
+    border-bottom-right-radius: $radius;
+  }
+
+  &.is-shadowless {
+    box-shadow: none;
+  }
+
+  // Used to minimize any extra height the buttons would add to an otherwise
+  // text only container.
+  &.is-text {
+    margin-top: -0.5em;
+    margin-bottom: -0.5em;
+    vertical-align: middle;
   }
 }
 
diff --git a/ui/app/styles/components/inline-definitions.scss b/ui/app/styles/components/inline-definitions.scss
index ec28240cd105..a7927391986d 100644
--- a/ui/app/styles/components/inline-definitions.scss
+++ b/ui/app/styles/components/inline-definitions.scss
@@ -10,6 +10,7 @@
 
   .pair {
     margin-right: 2em;
+    white-space: nowrap;
 
     .term {
       font-weight: $weight-semibold;
diff --git a/ui/app/styles/components/stepper-input.scss b/ui/app/styles/components/stepper-input.scss
new file mode 100644
index 000000000000..6059346937fe
--- /dev/null
+++ b/ui/app/styles/components/stepper-input.scss
@@ -0,0 +1,102 @@
+.stepper-input {
+  display: inline-flex;
+  font-weight: $weight-bold;
+  box-shadow: $button-box-shadow-standard;
+  border: 1px solid transparent;
+  text-decoration: none;
+  line-height: 1;
+  border-radius: $radius;
+  padding-left: 0.75em;
+  white-space: nowrap;
+  height: 2.25em;
+  font-size: $body-size;
+  vertical-align: top;
+
+  .stepper-input-label {
+    display: flex;
+    align-self: center;
+    padding-right: 0.75em;
+  }
+
+  .stepper-input-input {
+    display: flex;
+    text-align: center;
+    font-weight: bold;
+    -moz-appearance: textfield;
+    width: 3em;
+
+    &::-webkit-outer-spin-button,
+    &::-webkit-inner-spin-button {
+      -webkit-appearance: none;
+      margin: 0;
+    }
+
+    &:focus {
+      outline: none;
+      box-shadow: inset 0 0 0 1px $grey-light;
+    }
+  }
+
+  .stepper-input-input,
+  .stepper-input-stepper {
+    border: none;
+    border-left: 1px solid;
+  }
+
+  .stepper-input-stepper {
+    box-shadow: none;
+    display: flex;
+    height: 100%;
+    border-radius: 0;
+
+    &:last-child {
+      border-top-right-radius: $radius;
+      border-bottom-right-radius: $radius;
+    }
+  }
+
+  @each $name, $pair in $colors {
+    $color: nth($pair, 1);
+    $color-invert: nth($pair, 2);
+
+    &.is-#{$name} {
+      border-color: darken($color, 10%);
+      background: $color;
+      color: $color-invert;
+
+      .stepper-input-input,
+      .stepper-input-stepper {
+        border-left-color: darken($color, 5%);
+      }
+
+      .stepper-input-stepper.is-#{$name} {
+        &:focus {
+          outline: none;
+          box-shadow: inset 0 0 0 1px rgba($white, 0.4);
+        }
+      }
+    }
+  }
+
+  &.is-small {
+    font-size: $size-small;
+  }
+
+  &.is-medium {
+    font-size: $size-medium;
+  }
+
+  &.is-large {
+    font-size: $size-large;
+  }
+
+  &.is-disabled {
+    opacity: 0.5;
+
+    .stepper-input-input {
+      opacity: 1;
+      color: $grey;
+      background-color: $white;
+    }
+  }
+}
diff --git a/ui/app/styles/core/buttons.scss b/ui/app/styles/core/buttons.scss
index 1fc5c7a530d6..2c39ed3ff583 100644
--- a/ui/app/styles/core/buttons.scss
+++ b/ui/app/styles/core/buttons.scss
@@ -54,6 +54,12 @@ $button-box-shadow-standard: 0 2px 0 0 rgba($grey, 0.2);
     }
   }
 
+  &.is-xsmall {
+    padding-top: 0;
+    padding-bottom: 0;
+    font-size: $size-7;
+  }
+
   @each $name, $pair in $colors {
     $color: nth($pair, 1);
     $color-invert: nth($pair, 2);
diff --git a/ui/app/styles/core/icon.scss b/ui/app/styles/core/icon.scss
index d2b499d50bf0..9a98c0409035 100644
--- a/ui/app/styles/core/icon.scss
+++ b/ui/app/styles/core/icon.scss
@@ -15,6 +15,7 @@ $icon-dimensions-large: 2rem;
   &.is-text {
     width: 1.2em;
     height: 1.2em;
+    pointer-events: none;
   }
 
   &.is-small {
diff --git a/ui/app/templates/components/stepper-input.hbs b/ui/app/templates/components/stepper-input.hbs
new file mode 100644
index 000000000000..80440a605b1d
--- /dev/null
+++ b/ui/app/templates/components/stepper-input.hbs
@@ -0,0 +1,27 @@
+<label data-test-stepper-label class="stepper-input-label">{{yield}}</label>
+<input
+  data-test-stepper-input
+  type="number"
+  min={{min}}
+  max={{max}}
+  value={{internalValue}}
+  disabled={{disabled}}
+  class="stepper-input-input"
+  onKeyDown={{action "resetTextInput"}}
+  onChange={{action "setValue"}}>
+<button
+  data-test-stepper-decrement
+  role="button"
+  class="stepper-input-stepper button {{class}}"
+  disabled={{or disabled (lte internalValue min)}}
+  onclick={{action "decrement"}}>
+  {{x-icon "minus-plain"}}
+</button>
+<button
+  data-test-stepper-increment
+  role="button"
+  class="stepper-input-stepper button {{class}}"
+  disabled={{or disabled (gte internalValue max)}}
+  onclick={{action "increment"}}>
+  {{x-icon "plus-plain"}}
+</button>
diff --git a/ui/app/templates/components/task-group-row.hbs b/ui/app/templates/components/task-group-row.hbs
index cb5501ca7f4a..3bc7e6b67db5 100644
--- a/ui/app/templates/components/task-group-row.hbs
+++ b/ui/app/templates/components/task-group-row.hbs
@@ -3,7 +3,32 @@
     {{taskGroup.name}}
   </LinkTo>
 </td>
-<td data-test-task-group-count>{{taskGroup.count}}</td>
+<td data-test-task-group-count class="nowrap">
+  {{count}}
+  {{#if taskGroup.scaling}}
+  <div
+    data-test-scale-controls
+    class="button-bar is-shadowless is-text bumper-left {{if (cannot "scale job") "tooltip"}}"
+    aria-label={{if (cannot "scale job") "You aren't allowed to scale task groups"}}>
+      <button
+        data-test-scale="decrement"
+        role="button"
+        class="button is-xsmall is-light"
+        disabled={{or isMinimum runningDeployment (cannot "scale job")}}
+        onclick={{action "countDown"}}>
+        {{x-icon "minus-plain" class="is-text"}}
+      </button>
+      <button
+        data-test-scale="increment"
+        role="button"
+        class="button is-xsmall is-light"
+        disabled={{or isMaximum runningDeployment (cannot "scale job")}}
+        onclick={{action "countUp"}}>
+        {{x-icon "plus-plain" class="is-text"}}
+      </button>
+    </div>
+  {{/if}}
+</td>
 <td data-test-task-group-allocs>
   <div class="inline-chart"><AllocationStatusBar @allocationContainer={{taskGroup.summary}} @isNarrow={{true}} /></div>
 </td>
diff --git a/ui/app/templates/jobs/job/task-group.hbs b/ui/app/templates/jobs/job/task-group.hbs
index b2fce73718e3..307cd2bbff76 100644
--- a/ui/app/templates/jobs/job/task-group.hbs
+++ b/ui/app/templates/jobs/job/task-group.hbs
@@ -7,7 +7,21 @@
 <section class="section">
   <h1 class="title with-flex">
     <span>{{model.name}}</span>
-    <Exec::OpenButton @job={{model.job}} @taskGroup={{model}} />
+    <div>
+      <Exec::OpenButton @job={{model.job}} @taskGroup={{model}} />
+      {{#if model.scaling}}
+      <StepperInput
+        data-test-task-group-count-stepper
+        @min={{model.scaling.min}}
+        @max={{model.scaling.max}}
+        @value={{model.count}}
+        @class="is-primary is-small"
+        @disabled={{or model.job.runningDeployment (cannot "scale job")}}
+        @onChange={{action "scaleTaskGroup"}}>
+        Count
+      </StepperInput>
+      {{/if}}
+    </div>
   </h1>
 
   <div class="boxed-section is-small">
@@ -18,6 +32,14 @@
       <span class="pair" data-test-task-group-cpu><span class="term">Reserved CPU</span> {{model.reservedCPU}} MHz</span>
       <span class="pair" data-test-task-group-mem><span class="term">Reserved Memory</span> {{model.reservedMemory}} MiB</span>
       <span class="pair" data-test-task-group-disk><span class="term">Reserved Disk</span> {{model.reservedEphemeralDisk}} MiB</span>
+      {{#if model.scaling}}
+        <span class="pair" data-test-task-group-min><span class="term">Count Range</span>
+          {{model.scaling.min}} to {{model.scaling.max}}
+        </span>
+        <span class="pair" data-test-task-group-max><span class="term">Scaling Policy?</span>
+          {{if model.scaling.policy "Yes" "No"}}
+        </span>
+      {{/if}}
     </div>
   </div>
 
diff --git a/ui/app/utils/properties/watch.js b/ui/app/utils/properties/watch.js
index f4aac8d32429..ee890ef2bad5 100644
--- a/ui/app/utils/properties/watch.js
+++ b/ui/app/utils/properties/watch.js
@@ -16,11 +16,11 @@ export function watchRecord(modelName) {
       'To watch a record, the record adapter MUST extend Watchable',
       this.store.adapterFor(modelName) instanceof Watchable
     );
-    const controller = new AbortController();
     if (typeof id === 'object') {
       id = get(id, 'id');
     }
     while (isEnabled && !Ember.testing) {
+      const controller = new AbortController();
       try {
         yield RSVP.all([
           this.store.findRecord(modelName, id, {
@@ -45,8 +45,8 @@ export function watchRelationship(relationshipName) {
       'To watch a relationship, the adapter of the model provided to the watchRelationship task MUST extend Watchable',
       this.store.adapterFor(model.constructor.modelName) instanceof Watchable
     );
-    const controller = new AbortController();
     while (isEnabled && !Ember.testing) {
+      const controller = new AbortController();
       try {
         yield RSVP.all([
           this.store
@@ -73,8 +73,8 @@ export function watchAll(modelName) {
       'To watch all, the respective adapter MUST extend Watchable',
       this.store.adapterFor(modelName) instanceof Watchable
     );
-    const controller = new AbortController();
     while (isEnabled && !Ember.testing) {
+      const controller = new AbortController();
       try {
         yield RSVP.all([
           this.store.findAll(modelName, {
@@ -99,8 +99,8 @@ export function watchQuery(modelName) {
       'To watch a query, the adapter for the type being queried MUST extend Watchable',
       this.store.adapterFor(modelName) instanceof Watchable
     );
-    const controller = new AbortController();
     while (isEnabled && !Ember.testing) {
+      const controller = new AbortController();
       try {
         yield RSVP.all([
           this.store.query(modelName, params, {
diff --git a/ui/mirage/config.js b/ui/mirage/config.js
index 8d5e30c9ed70..80c521791ded 100644
--- a/ui/mirage/config.js
+++ b/ui/mirage/config.js
@@ -172,6 +172,10 @@ export default function() {
     return okEmpty();
   });
 
+  this.post('/job/:id/scale', function({ jobs }, { params }) {
+    return this.serialize(jobs.find(params.id));
+  });
+
   this.delete('/job/:id', function(schema, { params }) {
     const job = schema.jobs.find(params.id);
     job.update({ status: 'dead' });
diff --git a/ui/mirage/factories/task-group.js b/ui/mirage/factories/task-group.js
index 8d443c1332d0..92a031944b18 100644
--- a/ui/mirage/factories/task-group.js
+++ b/ui/mirage/factories/task-group.js
@@ -18,6 +18,8 @@ export default Factory.extend({
     volumes: () => ({}),
   }),
 
+  withScaling: faker.random.boolean,
+
   volumes: makeHostVolumes(),
 
   // Directive used to control whether or not allocations are automatically
@@ -38,6 +40,31 @@ export default Factory.extend({
     let taskIds = [];
     let volumes = Object.keys(group.volumes);
 
+    if (group.withScaling) {
+      group.update({
+        scaling: {
+          Min: 1,
+          Max: 5,
+          Policy: faker.random.boolean() && {
+            EvaluationInterval: '10s',
+            Cooldown: '2m',
+            Check: {
+              avg_conn: {
+                Source: 'prometheus',
+                Query:
+                  'scalar(avg((haproxy_server_current_sessions{backend="http_back"}) and (haproxy_server_up{backend="http_back"} == 1)))',
+                Strategy: {
+                  'target-value': {
+                    target: 20,
+                  },
+                },
+              },
+            },
+          },
+        },
+      });
+    }
+
     if (!group.shallow) {
       const tasks = provide(group.count, () => {
         const mounts = faker.helpers
diff --git a/ui/stories/components/stepper-input.stories.js b/ui/stories/components/stepper-input.stories.js
new file mode 100644
index 000000000000..caab13c7cb54
--- /dev/null
+++ b/ui/stories/components/stepper-input.stories.js
@@ -0,0 +1,48 @@
+import hbs from 'htmlbars-inline-precompile';
+import { withKnobs, optionsKnob } from '@storybook/addon-knobs';
+
+export default {
+  title: 'Components|Stepper Input',
+  decorators: [withKnobs],
+};
+
+const variantKnob = () =>
+  optionsKnob(
+    'Variant',
+    {
+      Primary: 'is-primary',
+      Info: 'is-info',
+      Warning: 'is-warning',
+      Danger: 'is-danger',
+    },
+    'is-primary',
+    {
+      display: 'inline-radio',
+    },
+    'variant-id'
+  );
+
+export let Standard = () => {
+  return {
+    template: hbs`
+      <p class="mock-spacing">
+        <StepperInput
+          @value={{value}}
+          @min={{min}}
+          @max={{max}}
+          @class={{variant}}
+          @onChange={{action (mut value)}}>
+          Stepper
+        </StepperInput>
+        <button class="button is-info">Button for Context</button>
+      </p>
+      <p class="mock-spacing"><strong>External Value:</strong> {{value}}</p>
+    `,
+    context: {
+      min: 0,
+      max: 10,
+      value: 5,
+      variant: variantKnob(),
+    },
+  };
+};
diff --git a/ui/tests/acceptance/task-group-detail-test.js b/ui/tests/acceptance/task-group-detail-test.js
index 8b7761526fe1..15b477b3491d 100644
--- a/ui/tests/acceptance/task-group-detail-test.js
+++ b/ui/tests/acceptance/task-group-detail-test.js
@@ -1,4 +1,4 @@
-import { currentURL } from '@ember/test-helpers';
+import { currentURL, settled } from '@ember/test-helpers';
 import { module, test } from 'qunit';
 import { setupApplicationTest } from 'ember-qunit';
 import { setupMirage } from 'ember-cli-mirage/test-support';
@@ -11,6 +11,7 @@ let job;
 let taskGroup;
 let tasks;
 let allocations;
+let managementToken;
 
 const sum = (total, n) => total + n;
 
@@ -61,6 +62,8 @@ module('Acceptance | task group detail', function(hooks) {
       previousAllocation: allocations[0].id,
     });
 
+    managementToken = server.create('token');
+
     window.localStorage.clear();
   });
 
@@ -297,6 +300,59 @@ module('Acceptance | task group detail', function(hooks) {
     });
   });
 
+  test('the count stepper sends the appropriate POST request', async function(assert) {
+    window.localStorage.nomadTokenSecret = managementToken.secretId;
+
+    job = server.create('job', {
+      groupCount: 0,
+      createAllocations: false,
+      shallow: true,
+      noActiveDeployment: true,
+    });
+    const scalingGroup = server.create('task-group', {
+      job,
+      name: 'scaling',
+      count: 1,
+      shallow: true,
+      withScaling: true,
+    });
+    job.update({ taskGroupIds: [scalingGroup.id] });
+
+    await TaskGroup.visit({ id: job.id, name: scalingGroup.name });
+    await TaskGroup.countStepper.increment.click();
+    await settled();
+
+    const scaleRequest = server.pretender.handledRequests.find(req => req.url.endsWith('/scale'));
+    const requestBody = JSON.parse(scaleRequest.requestBody);
+    assert.equal(requestBody.Target.Group, scalingGroup.name);
+    assert.equal(requestBody.Count, scalingGroup.count + 1);
+  });
+
+  test('the count stepper is disabled when a deployment is running', async function(assert) {
+    window.localStorage.nomadTokenSecret = managementToken.secretId;
+
+    job = server.create('job', {
+      groupCount: 0,
+      createAllocations: false,
+      shallow: true,
+      activeDeployment: true,
+    });
+    const scalingGroup = server.create('task-group', {
+      job,
+      name: 'scaling',
+      count: 1,
+      shallow: true,
+      withScaling: true,
+    });
+    job.update({ taskGroupIds: [scalingGroup.id] });
+
+    await TaskGroup.visit({ id: job.id, name: scalingGroup.name });
+
+    assert.ok(TaskGroup.countStepper.input.isDisabled);
+    assert.ok(TaskGroup.countStepper.increment.isDisabled);
+    assert.ok(TaskGroup.countStepper.decrement.isDisabled);
+  });
+
   test('when the job for the task group is not found, an error message is shown, but the URL persists', async function(assert) {
     await TaskGroup.visit({ id: 'not-a-real-job', name: 'not-a-real-task-group' });
 
diff --git a/ui/tests/integration/stepper-input-test.js b/ui/tests/integration/stepper-input-test.js
new file mode 100644
index 000000000000..aa2161ced06b
--- /dev/null
+++ b/ui/tests/integration/stepper-input-test.js
@@ -0,0 +1,167 @@
+import { find, render, settled, triggerEvent, waitUntil } from '@ember/test-helpers';
+import { module, test } from 'qunit';
+import { setupRenderingTest } from 'ember-qunit';
+import hbs from 'htmlbars-inline-precompile';
+import sinon from 'sinon';
+import { create } from 'ember-cli-page-object';
+import stepperInput from 'nomad-ui/tests/pages/components/stepper-input';
+
+const StepperInput = create(stepperInput());
+const valueChange = () => {
+  const initial = StepperInput.input.value;
+  return () => StepperInput.input.value !== initial;
+};
+
+module('Integration | Component | stepper input', function(hooks) {
+  setupRenderingTest(hooks);
+
+  const commonProperties = () => ({
+    min: 0,
+    max: 10,
+    value: 5,
+    label: 'Stepper',
+    classVariant: 'is-primary',
+    disabled: false,
+    onChange: sinon.spy(),
+  });
+
+  const commonTemplate = hbs`
+    <StepperInput
+      @debounce=50
+      @min={{min}}
+      @max={{max}}
+      @value={{value}}
+      @class={{classVariant}}
+      @disabled={{disabled}}
+      @onChange={{onChange}}>
+      {{label}}
+    </StepperInput>
+  `;
+
+  test('basic appearance includes a label, an input, and two buttons', async function(assert) {
+    this.setProperties(commonProperties());
+
+    await render(commonTemplate);
+
+    assert.equal(StepperInput.label, this.label);
+    assert.equal(StepperInput.input.value, this.value);
+    assert.ok(StepperInput.decrement.isPresent);
+    assert.ok(StepperInput.increment.isPresent);
+    assert.ok(StepperInput.decrement.classNames.split(' ').includes(this.classVariant));
+    assert.ok(StepperInput.increment.classNames.split(' ').includes(this.classVariant));
+  });
+
+  test('clicking the increment and decrement buttons immediately changes the shown value in the input but debounces the onUpdate call', async function(assert) {
+    this.setProperties(commonProperties());
+
+    const baseValue = this.value;
+
+    await render(commonTemplate);
+
+    StepperInput.increment.click();
+    await waitUntil(valueChange());
+    assert.equal(StepperInput.input.value, baseValue + 1);
+    assert.notOk(this.onChange.called);
+
+    StepperInput.decrement.click();
+    await waitUntil(valueChange());
+    assert.equal(StepperInput.input.value, baseValue);
+    assert.notOk(this.onChange.called);
+
+    StepperInput.decrement.click();
+    await waitUntil(valueChange());
+    assert.equal(StepperInput.input.value, baseValue - 1);
+    assert.notOk(this.onChange.called);
+
+    await settled();
+    assert.ok(this.onChange.calledWith(baseValue - 1));
+  });
+
+  test('the increment button is disabled when the internal value is the max value', async function(assert) {
+    this.setProperties(commonProperties());
+    this.set('value', this.max);
+
+    await render(commonTemplate);
+
+    assert.ok(StepperInput.increment.isDisabled);
+  });
+
+  test('the decrement button is disabled when the internal value is the min value', async function(assert) {
+    this.setProperties(commonProperties());
+    this.set('value', this.min);
+
+    await render(commonTemplate);
+
+    assert.ok(StepperInput.decrement.isDisabled);
+  });
+
+  test('the text input does not call the onUpdate function on oninput', async function(assert) {
+    this.setProperties(commonProperties());
+    const newValue = 8;
+
+    await render(commonTemplate);
+
+    const input = find('[data-test-stepper-input]');
+
+    input.value = newValue;
+    assert.equal(StepperInput.input.value, newValue);
+    assert.notOk(this.onChange.called);
+
+    await triggerEvent(input, 'input');
+    assert.equal(StepperInput.input.value, newValue);
+    assert.notOk(this.onChange.called);
+
+    await triggerEvent(input, 'change');
+    assert.equal(StepperInput.input.value, newValue);
+    assert.ok(this.onChange.calledWith(newValue));
+  });
+
+  test('the text input does call the onUpdate function on onchange', async function(assert) {
+    this.setProperties(commonProperties());
+    const newValue = 8;
+
+    await render(commonTemplate);
+
+    await StepperInput.input.fill(newValue);
+
+    await settled();
+    assert.equal(StepperInput.input.value, newValue);
+    assert.ok(this.onChange.calledWith(newValue));
+  });
+
+  test('text input limits input to the bounds of the min/max range', async function(assert) {
+    this.setProperties(commonProperties());
+    let newValue = this.max + 1;
+
+    await render(commonTemplate);
+
+    await StepperInput.input.fill(newValue);
+    await settled();
+
+    assert.equal(StepperInput.input.value, this.max);
+    assert.ok(this.onChange.calledWith(this.max));
+
+    newValue = this.min - 1;
+
+    await StepperInput.input.fill(newValue);
+    await settled();
+
+    assert.equal(StepperInput.input.value, this.min);
+    assert.ok(this.onChange.calledWith(this.min));
+  });
+
+  test('pressing ESC in the text input reverts the text value back to the current value', async function(assert) {
+    this.setProperties(commonProperties());
+    const newValue = 8;
+
+    await render(commonTemplate);
+
+    const input = find('[data-test-stepper-input]');
+
+    input.value = newValue;
+    assert.equal(StepperInput.input.value, newValue);
+
+    await StepperInput.input.esc();
+    assert.equal(StepperInput.input.value, this.value);
+  });
+});
diff --git a/ui/tests/integration/task-group-row-test.js b/ui/tests/integration/task-group-row-test.js
new file mode 100644
index 000000000000..3ebe4c99c0c7
--- /dev/null
+++ b/ui/tests/integration/task-group-row-test.js
@@ -0,0 +1,175 @@
+import { module, test } from 'qunit';
+import { setupRenderingTest } from 'ember-qunit';
+import { click, find, render, settled, waitUntil } from '@ember/test-helpers';
+import hbs from 'htmlbars-inline-precompile';
+import { startMirage } from 'nomad-ui/initializers/ember-cli-mirage';
+import { initialize as fragmentSerializerInitializer } from 'nomad-ui/initializers/fragment-serializer';
+
+const jobName = 'test-job';
+const jobId = JSON.stringify([jobName, 'default']);
+
+let managementToken;
+let clientToken;
+
+const makeJob = (server, props = {}) => {
+  // These tests require a job with particular task groups. This requires
+  // mild Mirage surgery.
+  const job = server.create('job', {
+    id: jobName,
+    groupCount: 0,
+    createAllocations: false,
+    shallow: true,
+    ...props,
+  });
+  const noScalingGroup = server.create('task-group', {
+    job,
+    name: 'no-scaling',
+    shallow: true,
+    withScaling: false,
+  });
+  const scalingGroup = server.create('task-group', {
+    job,
+    count: 2,
+    name: 'scaling',
+    shallow: true,
+    withScaling: true,
+  });
+  job.update({
+    taskGroupIds: [noScalingGroup.id, scalingGroup.id],
+  });
+};
+
+module('Integration | Component | task group row', function(hooks) {
+  setupRenderingTest(hooks);
+
+  hooks.beforeEach(async function() {
+    fragmentSerializerInitializer(this.owner);
+    this.store = this.owner.lookup('service:store');
+    this.token = this.owner.lookup('service:token');
+    this.server = startMirage();
+    this.server.create('node');
+
+    managementToken = this.server.create('token');
+    clientToken = this.server.create('token');
+    window.localStorage.nomadTokenSecret = managementToken.secretId;
+  });
+
+  hooks.afterEach(function() {
+    this.server.shutdown();
+    window.localStorage.clear();
+  });
+
+  const commonTemplate = hbs`
+    <TaskGroupRow @taskGroup={{group}} />
+  `;
+
+  test('Task group row conditionally shows scaling buttons based on the presence of the scaling attr on the task group', async function(assert) {
+    makeJob(this.server);
+    this.token.fetchSelfTokenAndPolicies.perform();
+    await settled();
+
+    const job = await this.store.find('job', jobId);
+    this.set('group', job.taskGroups.findBy('name', 'no-scaling'));
+
+    await render(commonTemplate);
+    assert.notOk(find('[data-test-scale]'));
+
+    this.set('group', job.taskGroups.findBy('name', 'scaling'));
+
+    await settled();
+    assert.ok(find('[data-test-scale]'));
+  });
+
+  test('Clicking scaling buttons immediately updates the rendered count but debounces the scaling API request', async function(assert) {
+    makeJob(this.server);
+    this.token.fetchSelfTokenAndPolicies.perform();
+    await settled();
+
+    const job = await this.store.find('job', jobId);
+    this.set('group', job.taskGroups.findBy('name', 'scaling'));
+
+    await render(commonTemplate);
+    assert.equal(find('[data-test-task-group-count]').textContent, 2);
+
+    click('[data-test-scale="increment"]');
+    await waitUntil(() => !find('[data-test-task-group-count]').textContent.includes('1'));
+    assert.equal(find('[data-test-task-group-count]').textContent, 3);
+
+    click('[data-test-scale="increment"]');
+    await waitUntil(() => !find('[data-test-task-group-count]').textContent.includes('2'));
+    assert.equal(find('[data-test-task-group-count]').textContent, 4);
+
+    assert.notOk(
+      server.pretender.handledRequests.find(
+        req => req.method === 'POST' && req.url.endsWith('/scale')
+      )
+    );
+
+    await settled();
+    const scaleRequests = server.pretender.handledRequests.filter(
+      req => req.method === 'POST' && req.url.endsWith('/scale')
+    );
+    assert.equal(scaleRequests.length, 1);
+    assert.equal(JSON.parse(scaleRequests[0].requestBody).Count, 4);
+  });
+
+  test('When the current count is equal to the max count, the increment count button is disabled', async function(assert) {
+    makeJob(this.server);
+    this.token.fetchSelfTokenAndPolicies.perform();
+    await settled();
+
+    const job = await this.store.find('job', jobId);
+    const group = job.taskGroups.findBy('name', 'scaling');
+    group.set('count', group.scaling.max);
+    this.set('group', group);
+
+    await render(commonTemplate);
+    assert.ok(find('[data-test-scale="increment"]:disabled'));
+  });
+
+  test('When the current count is equal to the min count, the decrement count button is disabled', async function(assert) {
+    makeJob(this.server);
+    this.token.fetchSelfTokenAndPolicies.perform();
+    await settled();
+
+    const job = await this.store.find('job', jobId);
+    const group = job.taskGroups.findBy('name', 'scaling');
+    group.set('count', group.scaling.min);
+    this.set('group', group);
+
+    await render(commonTemplate);
+    assert.ok(find('[data-test-scale="decrement"]:disabled'));
+  });
+
+  test('When there is an active deployment, both scale buttons are disabled', async function(assert) {
+    makeJob(this.server, { activeDeployment: true });
+    this.token.fetchSelfTokenAndPolicies.perform();
+    await settled();
+
+    const job = await this.store.find('job', jobId);
+    this.set('group', job.taskGroups.findBy('name', 'scaling'));
+
+    await render(commonTemplate);
+    assert.ok(find('[data-test-scale="increment"]:disabled'));
+    assert.ok(find('[data-test-scale="decrement"]:disabled'));
+  });
+
+  test('When the current ACL token does not have the namespace:scale-job or namespace:submit-job policy rule', async function(assert) {
+    makeJob(this.server);
+    window.localStorage.nomadTokenSecret = clientToken.secretId;
+    this.token.fetchSelfTokenAndPolicies.perform();
+    await settled();
+
+    const job = await this.store.find('job', jobId);
+    this.set('group', job.taskGroups.findBy('name', 'scaling'));
+
+    await render(commonTemplate);
+    assert.ok(find('[data-test-scale="increment"]:disabled'));
+    assert.ok(find('[data-test-scale="decrement"]:disabled'));
+    assert.ok(
+      find('[data-test-scale-controls]')
+        .getAttribute('aria-label')
+        .includes("You aren't allowed")
+    );
+  });
+});
diff --git a/ui/tests/pages/components/stepper-input.js b/ui/tests/pages/components/stepper-input.js
new file mode 100644
index 000000000000..c35f9e49f40d
--- /dev/null
+++ b/ui/tests/pages/components/stepper-input.js
@@ -0,0 +1,43 @@
+import {
+  attribute,
+  blurrable,
+  clickable,
+  fillable,
+  focusable,
+  isPresent,
+  text,
+  triggerable,
+  value,
+} from 'ember-cli-page-object';
+
+export default scope => ({
+  scope,
+
+  label: text('[data-test-stepper-label]'),
+
+  input: {
+    scope: '[data-test-stepper-input]',
+    fill: fillable(),
+    focus: focusable(),
+    blur: blurrable(),
+    value: value(),
+    esc: triggerable('keydown', '', { eventProperties: { keyCode: 27 } }),
+    isDisabled: attribute('disabled'),
+  },
+
+  decrement: {
+    scope: '[data-test-stepper-decrement]',
+    click: clickable(),
+    isPresent: isPresent(),
+    isDisabled: attribute('disabled'),
+    classNames: attribute('class'),
+  },
+
+  increment: {
+    scope: '[data-test-stepper-increment]',
+    click: clickable(),
+    isPresent: isPresent(),
+    isDisabled: attribute('disabled'),
+    classNames: attribute('class'),
+  },
+});
diff --git a/ui/tests/pages/jobs/job/task-group.js b/ui/tests/pages/jobs/job/task-group.js
index 19f120f1f023..d69b267501fe 100644
--- a/ui/tests/pages/jobs/job/task-group.js
+++ b/ui/tests/pages/jobs/job/task-group.js
@@ -12,6 +12,7 @@ import {
 import allocations from 'nomad-ui/tests/pages/components/allocations';
 import error from 'nomad-ui/tests/pages/components/error';
 import pageSizeSelect from 'nomad-ui/tests/pages/components/page-size-select';
+import stepperInput from 'nomad-ui/tests/pages/components/stepper-input';
 import LifecycleChart from 'nomad-ui/tests/pages/components/lifecycle-chart';
 
 export default create({
@@ -21,6 +22,8 @@ export default create({
 
   search: fillable('.search-box input'),
 
+  countStepper: stepperInput('[data-test-task-group-count-stepper]'),
+
   tasksCount: text('[data-test-task-group-tasks]'),
   cpu: text('[data-test-task-group-cpu]'),
   mem: text('[data-test-task-group-mem]'),
diff --git a/ui/tests/unit/abilities/job-test.js b/ui/tests/unit/abilities/job-test.js
index bdc4ef5c6d21..b7a874a029e3 100644
--- a/ui/tests/unit/abilities/job-test.js
+++ b/ui/tests/unit/abilities/job-test.js
@@ -126,6 +126,49 @@ module('Unit | Ability | job', function(hooks) {
     assert.notOk(this.ability.canRun);
   });
 
+  test('job scale requires a client token with the submit-job or scale-job capability', function(assert) {
+    const makePolicies = (namespace, ...capabilities) => [
+      {
+        rulesJSON: {
+          Namespaces: [
+            {
+              Name: namespace,
+              Capabilities: capabilities,
+            },
+          ],
+        },
+      },
+    ];
+
+    const mockSystem = Service.extend({
+      aclEnabled: true,
+      activeNamespace: {
+        name: 'aNamespace',
+      },
+    });
+
+    const mockToken = Service.extend({
+      aclEnabled: true,
+      selfToken: { type: 'client' },
+      selfTokenPolicies: makePolicies('aNamespace'),
+    });
+
+    this.owner.register('service:system', mockSystem);
+    this.owner.register('service:token', mockToken);
+    const tokenService = this.owner.lookup('service:token');
+
+    assert.notOk(this.ability.canScale);
+
+    tokenService.set('selfTokenPolicies', makePolicies('aNamespace', 'scale-job'));
+    assert.ok(this.ability.canScale);
+
+    tokenService.set('selfTokenPolicies', makePolicies('aNamespace', 'submit-job'));
+    assert.ok(this.ability.canScale);
+
+    tokenService.set('selfTokenPolicies', makePolicies('bNamespace', 'scale-job'));
+    assert.notOk(this.ability.canScale);
+  });
+
   test('it handles globs in namespace names', function(assert) {
     const mockSystem = Service.extend({
       aclEnabled: true,