diff --git a/deploy/helm/.helmignore b/deploy/helm/.helmignore
new file mode 100644
index 0000000000..0e8a0eb36f
--- /dev/null
+++ b/deploy/helm/.helmignore
@@ -0,0 +1,23 @@
+# Patterns to ignore when building packages.
+# This supports shell glob matching, relative path matching, and
+# negation (prefixed with !). Only one pattern per line.
+.DS_Store
+# Common VCS dirs
+.git/
+.gitignore
+.bzr/
+.bzrignore
+.hg/
+.hgignore
+.svn/
+# Common backup files
+*.swp
+*.bak
+*.tmp
+*.orig
+*~
+# Various IDEs
+.project
+.idea/
+*.tmproj
+.vscode/
diff --git a/deploy/helm/Chart.yaml b/deploy/helm/Chart.yaml
new file mode 100644
index 0000000000..4d101ac2f1
--- /dev/null
+++ b/deploy/helm/Chart.yaml
@@ -0,0 +1,16 @@
+apiVersion: v2
+name: evidently-ui
+description: A Helm chart for Evidently AI's UI
+type: application
+version: 0.1.0
+appVersion: "0.7.20"
+keywords:
+  - evidently
+  - mlops
+  - monitoring
+  - data-quality
+  - data-drift
+home: https://evidentlyai.com
+sources:
+  - https://github.com/evidentlyai/evidently
+maintainers: []
diff --git a/deploy/helm/templates/NOTES.txt b/deploy/helm/templates/NOTES.txt
new file mode 100644
index 0000000000..fdcccb3aa1
--- /dev/null
+++ b/deploy/helm/templates/NOTES.txt
@@ -0,0 +1,39 @@
+Evidently UI has been deployed.
+
+{{- if .Values.ingress.enabled }}
+  {{- range .Values.ingress.hosts }}
+  URL: http{{ if $.Values.ingress.tls }}s{{ end }}://{{ .host }}
+  {{- end }}
+{{- else if and .Values.httpRoute.enabled .Values.httpRoute.parentRefs }}
+  {{- if .Values.httpRoute.hostnames }}
+  URL: https://{{ index .Values.httpRoute.hostnames 0 }}
+  {{- else }}
+  URL: set via your Gateway / virtual host
+  {{- end }}
+{{- else }}
+  kubectl port-forward svc/{{ include "evidently-ui.fullname" . }} 8000:{{ .Values.service.port }}
+  Then open http://localhost:8000
+{{- end }}
+
+{{- if .Values.s3.enabled }}
+
+S3 workspace: s3://{{ .Values.s3.bucketName }}/{{ .Values.s3.path }}
+Endpoint: {{ .Values.s3.endpointUrl }}
+
+To use S3 you must provide credentials in one of these ways:
+  1. Install with inline creds:
+     helm upgrade --install evidently-ui . --set s3.accessKey="YOUR_ACCESS_KEY" --set s3.secretKey="YOUR_SECRET_KEY"
+  2. Use an existing Secret (e.g. from Vault or external-secrets): set in values
+     s3.existingSecret:
+       name: "your-s3-secret"
+       accessKeyKey: "access-key"   # optional, default: access-key
+       secretKeyKey: "secret-key"   # optional, default: secret-key
+  3. Create a secret, then install with existingSecret:
+     kubectl create secret generic evidently-ui-s3 --from-literal=access-key=... --from-literal=secret-key=...
+     helm upgrade --install evidently-ui . --set s3.existingSecret.name=evidently-ui-s3
+
+Without valid S3 credentials the UI pod will fail to start.
+{{- else }}
+
+Workspace: local path /app/workspace (ensure persistence is enabled or use a volume).
+{{- end }}
diff --git a/deploy/helm/templates/_helpers.tpl b/deploy/helm/templates/_helpers.tpl
new file mode 100644
index 0000000000..951af82791
--- /dev/null
+++ b/deploy/helm/templates/_helpers.tpl
@@ -0,0 +1,80 @@
+{{/*
+Expand the name of the chart.
+*/}}
+{{- define "evidently-ui.name" -}}
+{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" }}
+{{- end }}
+
+{{/*
+Create a default fully qualified app name.
+We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec).
+If release name contains chart name it will be used as a full name.
+*/}}
+{{- define "evidently-ui.fullname" -}}
+{{- if .Values.fullnameOverride }}
+{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" }}
+{{- else }}
+{{- $name := default .Chart.Name .Values.nameOverride }}
+{{- if contains $name .Release.Name }}
+{{- .Release.Name | trunc 63 | trimSuffix "-" }}
+{{- else }}
+{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" }}
+{{- end }}
+{{- end }}
+{{- end }}
+
+{{/*
+Create chart name and version as used by the chart label.
+*/}}
+{{- define "evidently-ui.chart" -}}
+{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" }}
+{{- end }}
+
+{{/*
+Common labels
+*/}}
+{{- define "evidently-ui.labels" -}}
+helm.sh/chart: {{ include "evidently-ui.chart" . }}
+{{ include "evidently-ui.selectorLabels" . }}
+{{- if .Chart.AppVersion }}
+app.kubernetes.io/version: {{ .Chart.AppVersion | quote }}
+{{- end }}
+app.kubernetes.io/managed-by: {{ .Release.Service }}
+{{- end }}
+
+{{/*
+Selector labels
+*/}}
+{{- define "evidently-ui.selectorLabels" -}}
+app.kubernetes.io/name: {{ include "evidently-ui.name" . }}
+app.kubernetes.io/instance: {{ .Release.Name }}
+{{- end }}
+
+{{/*
+Create the name of the service account to use
+*/}}
+{{- define "evidently-ui.serviceAccountName" -}}
+{{- if .Values.serviceAccount.create }}
+{{- default (include "evidently-ui.fullname" .) .Values.serviceAccount.name }}
+{{- else }}
+{{- default "default" .Values.serviceAccount.name }}
+{{- end }}
+{{- end }}
+
+{{/*
+Workspace path: s3, simplecache::s3, or local
+*/}}
+{{- define "evidently-ui.workspacePath" -}}
+{{- if .Values.s3.enabled -}}
+{{- if (index (.Values.s3.cache | default dict) "enabled") }}simplecache::{{ end }}s3://{{ .Values.s3.bucketName }}/{{ .Values.s3.path }}
+{{- else -}}
+/app/workspace
+{{- end -}}
+{{- end }}
+
+{{/*
+Whether S3 cache is enabled
+*/}}
+{{- define "evidently-ui.s3CacheEnabled" -}}
+{{- (index (.Values.s3.cache | default dict) "enabled") -}}
+{{- end }}
diff --git a/deploy/helm/templates/deployment.yaml b/deploy/helm/templates/deployment.yaml
new file mode 100644
index 0000000000..c25e7e6a94
--- /dev/null
+++ b/deploy/helm/templates/deployment.yaml
@@ -0,0 +1,230 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: {{ include "evidently-ui.fullname" . }}
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+spec:
+  replicas: {{ .Values.autoscaling.enabled | ternary .Values.autoscaling.minReplicas .Values.replicaCount }}
+  selector:
+    matchLabels:
+      {{- include "evidently-ui.selectorLabels" . | nindent 6 }}
+  template:
+    metadata:
+      labels:
+        {{- include "evidently-ui.selectorLabels" . | nindent 8 }}
+      {{- if .Values.podAnnotations }}
+      annotations:
+        {{- toYaml .Values.podAnnotations | nindent 8 }}
+      {{- end }}
+    spec:
+      serviceAccountName: {{ include "evidently-ui.serviceAccountName" . }}
+      {{- if .Values.podSecurityContext }}
+      securityContext:
+        {{- toYaml .Values.podSecurityContext | nindent 8 }}
+      {{- end }}
+      {{- with .Values.imagePullSecrets }}
+      imagePullSecrets:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
+      {{- if .Values.s3.enabled }}
+      initContainers:
+      - name: create-s3-workspace
+        image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
+        imagePullPolicy: {{ .Values.image.pullPolicy }}
+        command: ["python3", "-c"]
+        args:
+        - |
+          import sys
+          import traceback
+          path = '{{ include "evidently-ui.workspacePath" . }}'
+          print(f'Creating workspace at {path}...', flush=True)
+          try:
+              from evidently.ui.workspace import Workspace
+              ws = Workspace.create(path)
+              print(f'Workspace ready: {path} ({len(ws.list_projects())} projects)', flush=True)
+          except Exception as e:
+              print(f'ERROR: {e}', file=sys.stderr, flush=True)
+              traceback.print_exc(file=sys.stderr)
+              sys.exit(1)
+        env:
+        - name: FSSPEC_S3_KEY
+          valueFrom:
+            secretKeyRef:
+              name: {{ .Values.s3.existingSecret.name | default (printf "%s-s3" (include "evidently-ui.fullname" .)) }}
+              key: {{ .Values.s3.existingSecret.accessKeyKey | default "access-key" }}
+        - name: FSSPEC_S3_SECRET
+          valueFrom:
+            secretKeyRef:
+              name: {{ .Values.s3.existingSecret.name | default (printf "%s-s3" (include "evidently-ui.fullname" .)) }}
+              key: {{ .Values.s3.existingSecret.secretKeyKey | default "secret-key" }}
+        - name: FSSPEC_S3_ENDPOINT_URL
+          value: {{ .Values.s3.endpointUrl | quote }}
+        {{- if .Values.s3.region }}
+        - name: AWS_DEFAULT_REGION
+          value: {{ .Values.s3.region | quote }}
+        {{- end }}
+        {{- if .Values.s3.addressingStyle }}
+        - name: AWS_S3_ADDRESSING_STYLE
+          value: {{ .Values.s3.addressingStyle | quote }}
+        {{- end }}
+        {{- if .Values.evidentlyDebug }}
+        - name: EVIDENTLY_DEBUG
+          value: "1"
+        {{- end }}
+        - name: HOME
+          value: "/tmp"
+        - name: XDG_CONFIG_HOME
+          value: "/tmp"
+        {{- if (index (.Values.s3.cache | default dict) "enabled") }}
+        - name: FSSPEC_simplecache_cache_storage
+          value: {{ (.Values.s3.cache | default dict).storagePath | default "/app/s3-cache" | quote }}
+        {{- end }}
+        {{- if .Values.initContainersResources }}
+        resources:
+          {{- toYaml .Values.initContainersResources | nindent 10 }}
+        {{- end }}
+        {{- if (index (.Values.s3.cache | default dict) "enabled") }}
+        volumeMounts:
+        - name: s3-cache
+          mountPath: {{ (.Values.s3.cache | default dict).storagePath | default "/app/s3-cache" }}
+        {{- end }}
+      {{- end }}
+      containers:
+      - name: evidently-ui
+        image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
+        imagePullPolicy: {{ .Values.image.pullPolicy }}
+        command: ["evidently"]
+        args: 
+        - "ui"
+        - "--workspace"
+        - {{ include "evidently-ui.workspacePath" . | quote }}
+        - "--port"
+        - "8000"
+        - "--host"
+        - "0.0.0.0"
+        ports:
+        - name: http
+          containerPort: {{ .Values.service.targetPort }}
+          protocol: TCP
+        env:
+        {{- if .Values.s3.enabled }}
+        - name: FSSPEC_S3_KEY
+          valueFrom:
+            secretKeyRef:
+              name: {{ .Values.s3.existingSecret.name | default (printf "%s-s3" (include "evidently-ui.fullname" .)) }}
+              key: {{ .Values.s3.existingSecret.accessKeyKey | default "access-key" }}
+        - name: FSSPEC_S3_SECRET
+          valueFrom:
+            secretKeyRef:
+              name: {{ .Values.s3.existingSecret.name | default (printf "%s-s3" (include "evidently-ui.fullname" .)) }}
+              key: {{ .Values.s3.existingSecret.secretKeyKey | default "secret-key" }}
+        - name: FSSPEC_S3_ENDPOINT_URL
+          value: {{ .Values.s3.endpointUrl | quote }}
+        {{- if .Values.s3.region }}
+        - name: AWS_DEFAULT_REGION
+          value: {{ .Values.s3.region | quote }}
+        {{- end }}
+        {{- if .Values.s3.addressingStyle }}
+        - name: AWS_S3_ADDRESSING_STYLE
+          value: {{ .Values.s3.addressingStyle | quote }}
+        {{- end }}
+        - name: EVIDENTLY_WORKSPACE
+          value: {{ include "evidently-ui.workspacePath" . | quote }}
+        {{- if .Values.evidentlyDebug }}
+        - name: EVIDENTLY_DEBUG
+          value: "1"
+        {{- end }}
+        - name: HOME
+          value: "/tmp"
+        - name: XDG_CONFIG_HOME
+          value: "/tmp"
+        {{- if (index (.Values.s3.cache | default dict) "enabled") }}
+        - name: FSSPEC_simplecache_cache_storage
+          value: {{ (.Values.s3.cache | default dict).storagePath | default "/app/s3-cache" | quote }}
+        {{- end }}
+        {{- end }}
+        {{- with .Values.envVars }}
+        {{- toYaml . | nindent 8 }}
+        {{- end }}
+        {{- if .Values.startupProbe }}
+        startupProbe:
+          httpGet:
+            path: {{ .Values.startupProbe.httpGet.path }}
+            port: {{ .Values.startupProbe.httpGet.port }}
+          {{- if .Values.startupProbe.initialDelaySeconds }}
+          initialDelaySeconds: {{ .Values.startupProbe.initialDelaySeconds }}
+          {{- end }}
+          {{- if .Values.startupProbe.periodSeconds }}
+          periodSeconds: {{ .Values.startupProbe.periodSeconds }}
+          {{- end }}
+          {{- if .Values.startupProbe.timeoutSeconds }}
+          timeoutSeconds: {{ .Values.startupProbe.timeoutSeconds }}
+          {{- end }}
+          {{- if .Values.startupProbe.failureThreshold }}
+          failureThreshold: {{ .Values.startupProbe.failureThreshold }}
+          {{- end }}
+        {{- end }}
+        {{- if .Values.livenessProbe }}
+        livenessProbe:
+          httpGet:
+            path: {{ .Values.livenessProbe.httpGet.path }}
+            port: {{ .Values.livenessProbe.httpGet.port }}
+          {{- if .Values.livenessProbe.initialDelaySeconds }}
+          initialDelaySeconds: {{ .Values.livenessProbe.initialDelaySeconds }}
+          {{- end }}
+          {{- if .Values.livenessProbe.periodSeconds }}
+          periodSeconds: {{ .Values.livenessProbe.periodSeconds }}
+          {{- end }}
+          {{- if .Values.livenessProbe.timeoutSeconds }}
+          timeoutSeconds: {{ .Values.livenessProbe.timeoutSeconds }}
+          {{- end }}
+          {{- if .Values.livenessProbe.failureThreshold }}
+          failureThreshold: {{ .Values.livenessProbe.failureThreshold }}
+          {{- end }}
+        {{- end }}
+        {{- if .Values.readinessProbe }}
+        readinessProbe:
+          httpGet:
+            path: {{ .Values.readinessProbe.httpGet.path }}
+            port: {{ .Values.readinessProbe.httpGet.port }}
+          {{- if .Values.readinessProbe.initialDelaySeconds }}
+          initialDelaySeconds: {{ .Values.readinessProbe.initialDelaySeconds }}
+          {{- end }}
+          {{- if .Values.readinessProbe.periodSeconds }}
+          periodSeconds: {{ .Values.readinessProbe.periodSeconds }}
+          {{- end }}
+          {{- if .Values.readinessProbe.timeoutSeconds }}
+          timeoutSeconds: {{ .Values.readinessProbe.timeoutSeconds }}
+          {{- end }}
+          {{- if .Values.readinessProbe.failureThreshold }}
+          failureThreshold: {{ .Values.readinessProbe.failureThreshold }}
+          {{- end }}
+        {{- end }}
+        {{- if .Values.resources }}
+        resources:
+          {{- toYaml .Values.resources | nindent 10 }}
+        {{- end }}
+        {{- if or (and .Values.persistence.enabled (not .Values.s3.enabled)) (index (.Values.s3.cache | default dict) "enabled") }}
+        volumeMounts:
+        {{- if and .Values.persistence.enabled (not .Values.s3.enabled) }}
+        - name: workspace-storage
+          mountPath: {{ .Values.persistence.mountPath }}
+        {{- end }}
+        {{- if (index (.Values.s3.cache | default dict) "enabled") }}
+        - name: s3-cache
+          mountPath: {{ (.Values.s3.cache | default dict).storagePath | default "/app/s3-cache" }}
+        {{- end }}
+        {{- end }}
+      {{- if or (and .Values.persistence.enabled (not .Values.s3.enabled)) (index (.Values.s3.cache | default dict) "enabled") }}
+      volumes:
+      {{- if and .Values.persistence.enabled (not .Values.s3.enabled) }}
+      - name: workspace-storage
+        persistentVolumeClaim:
+          claimName: {{ .Values.persistence.existingClaim | default (include "evidently-ui.fullname" .) }}
+      {{- end }}
+      {{- if (index (.Values.s3.cache | default dict) "enabled") }}
+      - name: s3-cache
+        emptyDir: {}
+      {{- end }}
+      {{- end }}
diff --git a/deploy/helm/templates/hpa.yaml b/deploy/helm/templates/hpa.yaml
new file mode 100644
index 0000000000..4fb1c8c135
--- /dev/null
+++ b/deploy/helm/templates/hpa.yaml
@@ -0,0 +1,32 @@
+{{- if .Values.autoscaling.enabled }}
+apiVersion: autoscaling/v2
+kind: HorizontalPodAutoscaler
+metadata:
+  name: {{ include "evidently-ui.fullname" . }}
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+spec:
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: {{ include "evidently-ui.fullname" . }}
+  minReplicas: {{ .Values.autoscaling.minReplicas }}
+  maxReplicas: {{ .Values.autoscaling.maxReplicas }}
+  metrics:
+    {{- if .Values.autoscaling.targetCPUUtilizationPercentage }}
+    - type: Resource
+      resource:
+        name: cpu
+        target:
+          type: Utilization
+          averageUtilization: {{ .Values.autoscaling.targetCPUUtilizationPercentage }}
+    {{- end }}
+    {{- if .Values.autoscaling.targetMemoryUtilizationPercentage }}
+    - type: Resource
+      resource:
+        name: memory
+        target:
+          type: Utilization
+          averageUtilization: {{ .Values.autoscaling.targetMemoryUtilizationPercentage }}
+    {{- end }}
+{{- end }}
diff --git a/deploy/helm/templates/httproute.yaml b/deploy/helm/templates/httproute.yaml
new file mode 100644
index 0000000000..865c47155b
--- /dev/null
+++ b/deploy/helm/templates/httproute.yaml
@@ -0,0 +1,32 @@
+{{- if and .Values.httpRoute.enabled .Values.httpRoute.parentRefs -}}
+apiVersion: gateway.networking.k8s.io/v1
+kind: HTTPRoute
+metadata:
+  name: {{ include "evidently-ui.fullname" . }}
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+  {{- with .Values.httpRoute.annotations }}
+  annotations:
+    {{- toYaml . | nindent 4 }}
+  {{- end }}
+spec:
+  parentRefs:
+    {{- toYaml .Values.httpRoute.parentRefs | nindent 4 }}
+  {{- if .Values.httpRoute.hostnames }}
+  hostnames:
+    {{- range .Values.httpRoute.hostnames }}
+    - {{ . | quote }}
+    {{- end }}
+  {{- end }}
+  rules:
+    - matches:
+        - path:
+            type: {{ .Values.httpRoute.pathMatchType | default "PathPrefix" }}
+            value: {{ .Values.httpRoute.path | default "/" | quote }}
+      backendRefs:
+        - name: {{ include "evidently-ui.fullname" . }}
+          port: {{ .Values.service.port }}
+          {{- if .Values.httpRoute.backendRefWeight }}
+          weight: {{ .Values.httpRoute.backendRefWeight }}
+          {{- end }}
+{{- end }}
diff --git a/deploy/helm/templates/ingress.yaml b/deploy/helm/templates/ingress.yaml
new file mode 100644
index 0000000000..58c55c2247
--- /dev/null
+++ b/deploy/helm/templates/ingress.yaml
@@ -0,0 +1,39 @@
+{{- if .Values.ingress.enabled -}}
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: {{ include "evidently-ui.fullname" . }}
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+  {{- with .Values.ingress.annotations }}
+  annotations:
+    {{- toYaml . | nindent 4 }}
+  {{- end }}
+spec:
+  {{- if .Values.ingress.className }}
+  ingressClassName: {{ .Values.ingress.className }}
+  {{- end }}
+  {{- if .Values.ingress.tls }}
+  tls:
+    {{- range .Values.ingress.tls }}
+    - hosts:
+        {{- range .hosts }}
+        - {{ . | quote }}
+        {{- end }}
+      secretName: {{ .secretName }}
+    {{- end }}
+  {{- end }}
+  rules:
+    {{- range .Values.ingress.hosts }}
+    - host: {{ .host | quote }}
+      http:
+        paths:
+          - path: {{ .path | default "/" }}
+            pathType: {{ .pathType | default "Prefix" }}
+            backend:
+              service:
+                name: {{ include "evidently-ui.fullname" $ }}
+                port:
+                  number: {{ $.Values.service.port }}
+    {{- end }}
+{{- end }}
diff --git a/deploy/helm/templates/pdb.yaml b/deploy/helm/templates/pdb.yaml
new file mode 100644
index 0000000000..ff20e694fa
--- /dev/null
+++ b/deploy/helm/templates/pdb.yaml
@@ -0,0 +1,18 @@
+{{- if .Values.podDisruptionBudget.enabled }}
+apiVersion: policy/v1
+kind: PodDisruptionBudget
+metadata:
+  name: {{ include "evidently-ui.fullname" . }}
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+spec:
+  {{- if .Values.podDisruptionBudget.minAvailable }}
+  minAvailable: {{ .Values.podDisruptionBudget.minAvailable }}
+  {{- end }}
+  {{- if .Values.podDisruptionBudget.maxUnavailable }}
+  maxUnavailable: {{ .Values.podDisruptionBudget.maxUnavailable }}
+  {{- end }}
+  selector:
+    matchLabels:
+      {{- include "evidently-ui.selectorLabels" . | nindent 6 }}
+{{- end }}
diff --git a/deploy/helm/templates/pvc.yaml b/deploy/helm/templates/pvc.yaml
new file mode 100644
index 0000000000..51f814a1ce
--- /dev/null
+++ b/deploy/helm/templates/pvc.yaml
@@ -0,0 +1,21 @@
+{{- if and .Values.persistence.enabled (not .Values.s3.enabled) (not .Values.persistence.existingClaim) -}}
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: {{ include "evidently-ui.fullname" . }}
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+spec:
+  accessModes:
+    - {{ .Values.persistence.accessMode | quote }}
+  resources:
+    requests:
+      storage: {{ .Values.persistence.size | quote }}
+  {{- if .Values.persistence.storageClass }}
+  {{- if (eq "-" .Values.persistence.storageClass) }}
+  storageClassName: ""
+  {{- else }}
+  storageClassName: {{ .Values.persistence.storageClass | quote }}
+  {{- end }}
+  {{- end }}
+{{- end -}}
diff --git a/deploy/helm/templates/secret.yaml b/deploy/helm/templates/secret.yaml
new file mode 100644
index 0000000000..edb5835b7c
--- /dev/null
+++ b/deploy/helm/templates/secret.yaml
@@ -0,0 +1,12 @@
+{{- if and .Values.s3.enabled (not .Values.s3.existingSecret.name) .Values.s3.accessKey .Values.s3.secretKey -}}
+apiVersion: v1
+kind: Secret
+metadata:
+  name: {{ include "evidently-ui.fullname" . }}-s3
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+type: Opaque
+data:
+  access-key: {{ .Values.s3.accessKey | b64enc | quote }}
+  secret-key: {{ .Values.s3.secretKey | b64enc | quote }}
+{{- end -}}
diff --git a/deploy/helm/templates/service.yaml b/deploy/helm/templates/service.yaml
new file mode 100644
index 0000000000..1bc18c8890
--- /dev/null
+++ b/deploy/helm/templates/service.yaml
@@ -0,0 +1,21 @@
+apiVersion: v1
+kind: Service
+metadata:
+  name: {{ include "evidently-ui.fullname" . }}
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+spec:
+  type: {{ .Values.service.type }}
+  {{- if and .Values.s3.enabled (index (.Values.s3.cache | default dict) "enabled") }}
+  sessionAffinity: ClientIP
+  sessionAffinityConfig:
+    clientIP:
+      timeoutSeconds: 10800
+  {{- end }}
+  ports:
+    - port: {{ .Values.service.port }}
+      targetPort: http
+      protocol: TCP
+      name: http
+  selector:
+    {{- include "evidently-ui.selectorLabels" . | nindent 4 }}
diff --git a/deploy/helm/templates/serviceaccount.yaml b/deploy/helm/templates/serviceaccount.yaml
new file mode 100644
index 0000000000..e06781d8d6
--- /dev/null
+++ b/deploy/helm/templates/serviceaccount.yaml
@@ -0,0 +1,13 @@
+{{- if .Values.serviceAccount.create -}}
+apiVersion: v1
+kind: ServiceAccount
+metadata:
+  name: {{ include "evidently-ui.serviceAccountName" . }}
+  labels:
+    {{- include "evidently-ui.labels" . | nindent 4 }}
+  {{- with .Values.serviceAccount.annotations }}
+  annotations:
+    {{- toYaml . | nindent 4 }}
+  {{- end }}
+automountServiceAccountToken: {{ .Values.serviceAccount.automount }}
+{{- end }}
diff --git a/deploy/helm/values.yaml b/deploy/helm/values.yaml
new file mode 100644
index 0000000000..f87b70a1de
--- /dev/null
+++ b/deploy/helm/values.yaml
@@ -0,0 +1,164 @@
+replicaCount: 1
+
+image:
+  repository: evidently/evidently-service
+  pullPolicy: IfNotPresent
+  tag: "0.7.20" 
+
+imagePullSecrets: []
+
+nameOverride: ""
+fullnameOverride: "evidently-ui"
+
+serviceAccount:
+  create: true
+  automount: true
+  annotations: {}
+  name: ""
+
+podAnnotations: {}
+podLabels: {}
+
+podSecurityContext: {}
+  # fsGroup: 2000
+
+securityContext: {}
+  # capabilities:
+  #   drop:
+  #   - ALL
+  # readOnlyRootFilesystem: true
+  # runAsNonRoot: true
+  # runAsUser: 1000
+
+service:
+  type: ClusterIP
+  port: 80
+  targetPort: 8000
+
+ingress:
+  enabled: false
+  className: ""
+  annotations: {}
+    # kubernetes.io/ingress.class: nginx
+    # cert-manager.io/cluster-issuer: letsencrypt-prod
+  hosts:
+    - host: evidently.local
+      path: /
+      pathType: Prefix
+  tls: []
+  #  - secretName: evidently-tls
+  #    hosts:
+  #      - evidently.local
+
+# Gateway API HTTPRoute (e.g. for Istio, Envoy Gateway, Cilium).
+# Requires a Gateway to exist; set parentRefs to attach to it.
+httpRoute:
+  enabled: false
+  annotations: {}
+  parentRefs: []
+  #  - name: my-gateway
+  #    namespace: istio-system
+  #  - name: my-gateway
+  #    namespace: istio-system
+  #    sectionName: http  # optional: bind to specific listener
+  hostnames: []
+  #  - evidently.example.com
+  path: "/"
+  pathMatchType: PathPrefix  # PathPrefix or Exact
+  # backendRefWeight: 1  # optional, for traffic splitting
+
+resources:
+  limits:
+    cpu: 200m
+    memory: 1Gi
+  requests:
+    cpu: 100m
+    memory: 512Mi
+
+initContainersResources:
+  limits:
+    cpu: 200m
+    memory: 512Mi
+  requests:
+    cpu: 100m
+    memory: 256Mi
+
+startupProbe:
+  httpGet:
+    path: /
+    port: 8000
+  initialDelaySeconds: 10
+  periodSeconds: 10
+  timeoutSeconds: 5
+  failureThreshold: 36
+
+livenessProbe:
+  httpGet:
+    path: /
+    port: 8000
+  initialDelaySeconds: 60
+  periodSeconds: 10
+  timeoutSeconds: 5
+  failureThreshold: 3
+
+readinessProbe:
+  httpGet:
+    path: /
+    port: 8000
+  initialDelaySeconds: 30
+  periodSeconds: 5
+  timeoutSeconds: 5
+  failureThreshold: 3
+
+autoscaling:
+  enabled: false
+  minReplicas: 1
+  maxReplicas: 2
+  targetCPUUtilizationPercentage: 80
+  targetMemoryUtilizationPercentage: 80
+
+podDisruptionBudget:
+  enabled: false
+  # Use one of minAvailable or maxUnavailable
+  minAvailable: 1
+  # maxUnavailable: 0
+
+nodeSelector: {}
+
+tolerations: []
+
+affinity: {}
+
+persistence:
+  enabled: false
+  mountPath: /app/workspace
+  accessMode: ReadWriteOnce
+  size: 10Gi
+  # storageClass: null   # use default storage class
+  # existingClaim: "evidently-pvc"
+
+envVars: []
+  # - name: EVIDENTLY_WORKSPACE
+  #   value: "/app/workspace"
+
+evidentlyDebug: false
+
+s3:
+  enabled: true
+  bucketName: ""
+  path: ""
+  endpointUrl: ""
+  region: ""
+  addressingStyle: ""
+  accessKey: ""
+  secretKey: ""
+  # existingSecret:
+  #   name: "my-s3-credentials"
+  #   accessKeyKey: "access-key-id"
+  #   secretKeyKey: "secret-access-key"
+  existingSecret: {}
+  # Cache S3 reads locally for faster report loads (fsspec simplecache).
+  # Cache is per-pod (emptyDir), lost on restart. Re-opening a report uses cache.
+  cache:
+    enabled: true
+    storagePath: "/app/s3-cache"