diff --git a/lab/scripts/installer.sh b/lab/scripts/installer.sh
index e70160728..1284c63ce 100644
--- a/lab/scripts/installer.sh
+++ b/lab/scripts/installer.sh
@@ -20,8 +20,8 @@ kubeseal_checksum='2e765b87889bfcf06a6249cde8e28507e3b7be29851e4fac651853f7638f1
 yq_version='4.30.4'
 yq_checksum='30459aa144a26125a1b22c62760f9b3872123233a5658934f7bd9fe714d7864d'
 
-flux_version='0.38.3'
-flux_checksum='268b8d9a2fa5b0c9e462b551eaefdadb9e03370eb53061a88a2a9ac40e95e8e4'
+flux_version='2.1.0'
+flux_checksum='fe6d32da40d5f876434e964c46bc07d00af138c560e063fdcfa8f73e37224087'
 
 argocd_version='2.7.4'
 argocd_checksum='1b9a5f7c47b3c1326a622533f073cef46511e391d296d9b075f583b474780356'
diff --git a/manifests/modules/automation/gitops/flux/.workshop/terraform/addon.tf b/manifests/modules/automation/gitops/flux/.workshop/terraform/addon.tf
index d51ba08c2..34c8fb753 100644
--- a/manifests/modules/automation/gitops/flux/.workshop/terraform/addon.tf
+++ b/manifests/modules/automation/gitops/flux/.workshop/terraform/addon.tf
@@ -62,5 +62,502 @@ output "environment" {
   value = <<EOF
 export GITOPS_IAM_SSH_KEY_ID=${aws_iam_user_ssh_key.gitops.id}
 export GITOPS_IAM_SSH_USER=${aws_iam_user.gitops.unique_id}
+export IMAGE_URI_UI=${aws_ecr_repository.ecr_ui.repository_url}
 EOF
-}
\ No newline at end of file
+}
+
+## CI to Flux
+
+data "aws_vpc" "selected" {
+  tags = {
+    created-by = "eks-workshop-v2"
+    env        = local.addon_context.eks_cluster_id
+  }
+}
+
+data "aws_subnets" "private" {
+  tags = {
+    created-by = "eks-workshop-v2"
+    env        = local.addon_context.eks_cluster_id
+  }
+
+  filter {
+    name   = "tag:Name"
+    values = ["*Private*"]
+  }
+}
+
+data "aws_security_group" "default" {
+  vpc_id = data.aws_vpc.selected.id
+
+  filter {
+    name   = "group-name"
+    values = ["default"]
+  }
+}
+
+output "gitops_ecr_url_ui" {
+  value       = aws_ecr_repository.ecr_ui.repository_url
+  description = "ECR repository Url for UI module"
+}
+
+resource "aws_codecommit_repository" "codecommit_retail_store_sample" {
+  repository_name = "${local.addon_context.eks_cluster_id}-retail-store-sample"
+  description     = "CodeCommit repository for retail-store-sample"
+}
+
+data "aws_iam_policy_document" "ci_access" {
+  statement {
+    sid = ""
+    actions = [
+      "codecommit:GitPull",
+      "codecommit:GitPush"
+    ]
+    effect = "Allow"
+    resources = [
+      aws_codecommit_repository.codecommit_retail_store_sample.arn
+    ]
+  }
+}
+
+resource "aws_iam_policy" "ci_access" {
+  name   = "${local.addon_context.eks_cluster_id}-ci-access"
+  path   = "/"
+  policy = data.aws_iam_policy_document.ci_access.json
+}
+
+resource "aws_iam_user_policy_attachment" "ci_access" {
+  user       = aws_iam_user.gitops.name
+  policy_arn = aws_iam_policy.ci_access.arn
+}
+
+resource "random_string" "ecr_ui_suffix" {
+  length = 6
+  upper = false
+  special = false
+}
+
+resource "aws_ecr_repository" "ecr_ui" {
+  name                 = "retail-store-sample-ui-${random_string.ecr_ui_suffix.result}"
+  image_tag_mutability = "MUTABLE"
+  force_delete = true
+
+  image_scanning_configuration {
+    scan_on_push = false
+  }
+}
+
+# CodePipeline dependencies
+
+resource "aws_s3_bucket" "build_artifact_bucket" {
+  bucket_prefix = "${local.addon_context.eks_cluster_id}-build-artifact-"
+  force_destroy = true
+}
+
+resource "aws_s3_bucket_public_access_block" "build_artifact_bucket_public_access_block" {
+  bucket = aws_s3_bucket.build_artifact_bucket.id
+  block_public_acls       = true
+  block_public_policy     = true
+  ignore_public_acls      = true
+  restrict_public_buckets = true
+}
+
+data "aws_iam_policy_document" "codepipeline_assume_role" {
+  statement {
+    effect = "Allow"
+    principals {
+      type        = "Service"
+      identifiers = ["codepipeline.amazonaws.com"]
+    }
+    actions = ["sts:AssumeRole"]
+  }
+}
+
+resource "aws_iam_role" "codepipeline_role" {
+  name               = "${local.addon_context.eks_cluster_id}-codepipeline-role"
+  assume_role_policy = data.aws_iam_policy_document.codepipeline_assume_role.json
+}
+
+data "aws_iam_policy_document" "codepipeline_policy" {
+  statement {
+    effect = "Allow"
+    actions = [
+      "s3:GetObject",
+      "s3:GetObjectVersion",
+      "s3:GetBucketVersioning",
+      "s3:PutObjectAcl",
+      "s3:PutObject",
+    ]
+    resources = [
+      aws_s3_bucket.build_artifact_bucket.arn,
+      "${aws_s3_bucket.build_artifact_bucket.arn}/*"
+    ]
+  }
+
+  statement {
+    actions = [
+      "codecommit:*",
+    ]
+    effect = "Allow"
+    resources = [aws_codecommit_repository.codecommit_retail_store_sample.arn]
+  }
+
+  statement {
+    effect = "Allow"
+    actions = [
+      "codebuild:BatchGetBuilds",
+      "codebuild:StartBuild",
+    ]
+    resources = [aws_codebuild_project.codebuild_amd64.arn,
+      aws_codebuild_project.codebuild_arm64.arn,
+      aws_codebuild_project.codebuild_manifest.arn
+    ]
+  }
+
+  statement {
+    effect = "Allow"
+    actions = [
+      "kms:DescribeKey",
+      "kms:GenerateDataKey*",
+      "kms:Encrypt",
+      "kms:ReEncrypt*",
+      "kms:Decrypt"
+    ]
+    resources = [aws_kms_key.artifact_encryption_key.arn]
+  }
+}
+
+resource "aws_iam_role_policy" "codepipeline_policy" {
+  name   = "${local.addon_context.eks_cluster_id}-codepipeline-policy"
+  role   = aws_iam_role.codepipeline_role.id
+  policy = data.aws_iam_policy_document.codepipeline_policy.json
+}
+
+# CodeBuild dependencies
+
+resource "aws_iam_role" "codebuild_role" {
+  name               = "${local.addon_context.eks_cluster_id}-codebuild-role"
+  assume_role_policy = jsonencode({
+    Version = "2012-10-17"
+    Statement = [
+      {
+        Action = "sts:AssumeRole"
+        Effect = "Allow"
+        Sid    = ""
+        Principal = {
+          Service = "codebuild.amazonaws.com"
+        }
+      },
+    ]
+  })
+
+  inline_policy {
+    name = "codebuild_policy"
+
+    policy = jsonencode({
+      Version = "2012-10-17"
+      Statement = [
+        {
+          Effect   = "Allow"
+          Action   = ["ecr:*"]
+          Resource = ["${aws_ecr_repository.ecr_ui.arn}"]
+        },
+        {
+          Effect   = "Allow"
+          Action   = ["ecr:GetAuthorizationToken"]
+          Resource = ["*"]
+        },
+        {
+          Effect   = "Allow"
+          Action   = ["ec2:Describe*"]
+          Resource = ["*"]
+        },
+        {
+          Effect = "Allow"
+          Action = [
+            "s3:GetObject",
+            "s3:GetObjectVersion",
+            "s3:GetBucketVersioning",
+            "s3:PutObjectAcl",
+            "s3:PutObject"
+          ]
+          Resource = [
+            "${aws_s3_bucket.build_artifact_bucket.arn}",
+            "${aws_s3_bucket.build_artifact_bucket.arn}/*"
+          ]
+        },
+        {
+          Effect = "Allow"
+          Action = [
+            "logs:CreateLogGroup",
+            "logs:CreateLogStream",
+            "logs:PutLogEvents"
+          ]
+          Resource = ["*"]
+        },
+        {
+          Effect = "Allow"
+          Action = [
+            "ec2:CreateNetworkInterface",
+            "ec2:DescribeDhcpOptions",
+            "ec2:DescribeNetworkInterfaces",
+            "ec2:DeleteNetworkInterface",
+            "ec2:DescribeSubnets",
+            "ec2:DescribeSecurityGroups",
+            "ec2:DescribeVpcs",
+            "ec2:CreateNetworkInterfacePermission"
+          ]
+          Resource = ["*"]
+        },
+        {
+          Effect = "Allow"
+          Action = [
+            "kms:DescribeKey",
+            "kms:GenerateDataKey*",
+            "kms:Encrypt",
+            "kms:ReEncrypt*",
+            "kms:Decrypt"
+          ]
+          Resource = [aws_kms_key.artifact_encryption_key.arn]
+        }
+      ]
+    })
+  }
+}
+
+resource "aws_kms_key" "artifact_encryption_key" {
+  description             = "artifact-encryption-key"
+  deletion_window_in_days = 10
+}
+
+resource "aws_codebuild_project" "codebuild_amd64" {
+  name            = "${local.addon_context.eks_cluster_id}-retail-store-sample-amd64"
+  service_role    = aws_iam_role.codebuild_role.arn
+  encryption_key  = aws_kms_key.artifact_encryption_key.arn
+
+  artifacts {
+    type = "CODEPIPELINE"
+  }
+
+  environment {
+    compute_type    = "BUILD_GENERAL1_LARGE"
+    image           = "aws/codebuild/amazonlinux2-x86_64-standard:5.0"
+    privileged_mode = true
+    type            = "LINUX_CONTAINER"
+
+    environment_variable {
+      name  = "ECR_URI"
+      value = aws_ecr_repository.ecr_ui.repository_url
+    }
+
+    environment_variable {
+      name  = "IMAGE_TAG"
+      value = "latest-amd64"
+    }
+  }
+
+  source {
+    type      = "CODEPIPELINE"
+    buildspec = "buildspec.yml"
+  }
+
+  vpc_config {
+      vpc_id  = data.aws_vpc.selected.id
+      subnets = data.aws_subnets.private.ids
+      security_group_ids = [data.aws_security_group.default.id]
+  }
+}
+
+resource "aws_codebuild_project" "codebuild_arm64" {
+  name            = "${local.addon_context.eks_cluster_id}-retail-store-sample-arm64"
+  service_role    = aws_iam_role.codebuild_role.arn
+  encryption_key  = aws_kms_key.artifact_encryption_key.arn
+
+  artifacts {
+    type = "CODEPIPELINE"
+  }
+
+  environment {
+    compute_type    = "BUILD_GENERAL1_LARGE"
+    image           = "aws/codebuild/amazonlinux2-aarch64-standard:3.0"
+    privileged_mode = true
+    type            = "ARM_CONTAINER"
+
+    environment_variable {
+      name  = "ECR_URI"
+      value = aws_ecr_repository.ecr_ui.repository_url
+    }
+
+    environment_variable {
+      name  = "IMAGE_TAG"
+      value = "latest-arm64"
+    }
+  }
+
+  source {
+    type      = "CODEPIPELINE"
+    buildspec = "buildspec.yml"
+  }
+
+  vpc_config {
+      vpc_id  = data.aws_vpc.selected.id
+      subnets = data.aws_subnets.private.ids
+      security_group_ids = [data.aws_security_group.default.id]
+  }
+}
+
+resource "aws_codebuild_project" "codebuild_manifest" {
+  name            = "${local.addon_context.eks_cluster_id}-retail-store-sample-manifest"
+  service_role    = aws_iam_role.codebuild_role.arn
+  encryption_key  = aws_kms_key.artifact_encryption_key.arn
+
+  artifacts {
+    type = "CODEPIPELINE"
+  }
+
+  environment {
+    compute_type    = "BUILD_GENERAL1_SMALL"
+    image           = "aws/codebuild/amazonlinux2-x86_64-standard:5.0"
+    privileged_mode = true
+    type            = "LINUX_CONTAINER"
+
+    environment_variable {
+      name  = "ECR_URI"
+      value = aws_ecr_repository.ecr_ui.repository_url
+    }
+  }
+
+  source {
+    type      = "CODEPIPELINE"
+    buildspec = "buildspec-manifest.yml"
+  }
+
+  vpc_config {
+      vpc_id  = data.aws_vpc.selected.id
+      subnets = data.aws_subnets.private.ids
+      security_group_ids = [data.aws_security_group.default.id]
+  }
+}
+
+resource "aws_codepipeline" "codepipeline" {
+  name     = "${local.addon_context.eks_cluster_id}-retail-store-sample"
+  role_arn = aws_iam_role.codepipeline_role.arn
+
+  artifact_store {
+    location = aws_s3_bucket.build_artifact_bucket.bucket
+    type     = "S3"
+
+  encryption_key {
+    id   = aws_kms_key.artifact_encryption_key.arn
+    type = "KMS"
+    }
+  }
+
+  stage {
+    name = "Source"
+
+    action {
+      name             = "Source"
+      category         = "Source"
+      owner            = "AWS"
+      provider         = "CodeCommit"
+      version          = "1"
+      output_artifacts = ["source"]
+
+      configuration = {
+        RepositoryName = aws_codecommit_repository.codecommit_retail_store_sample.repository_name
+        BranchName     = "main"
+      }
+    }
+  }
+
+  stage {
+    name = "Build"
+
+    action {
+      name             = "build_amd64"
+      category         = "Build"
+      owner            = "AWS"
+      provider         = "CodeBuild"
+      input_artifacts  = ["source"]
+      version          = "1"
+      run_order        = 1
+
+      configuration = {
+        ProjectName = aws_codebuild_project.codebuild_amd64.name
+      }
+    }
+
+    action {
+      name             = "build_arm64"
+      category         = "Build"
+      owner            = "AWS"
+      provider         = "CodeBuild"
+      input_artifacts  = ["source"]
+      version          = "1"
+      run_order        = 1
+
+      configuration = {
+        ProjectName = aws_codebuild_project.codebuild_arm64.name
+      }
+    }
+    action {
+      name             = "build-manifest"
+      category         = "Build"
+      owner            = "AWS"
+      provider         = "CodeBuild"
+      input_artifacts  = ["source"]
+      version          = "1"
+      run_order        = 2
+
+      configuration = {
+        ProjectName = aws_codebuild_project.codebuild_manifest.name
+      }
+    }
+  }
+}
+
+module "iam_assumable_role_ui" {
+  source                        = "terraform-aws-modules/iam/aws//modules/iam-assumable-role-with-oidc"
+  version                       = "~> v5.5.5"
+  create_role                   = true
+  role_name                     = "${local.addon_context.eks_cluster_id}-ecr-ui"
+  provider_url                  = "${local.addon_context.eks_oidc_issuer_url}"
+  role_policy_arns              = [aws_iam_policy.ecr_ui.arn]
+  oidc_fully_qualified_subjects = ["system:serviceaccount:ui:ui"]
+}
+
+resource "aws_iam_policy" "ecr_ui" {
+  name        = "${local.addon_context.eks_cluster_id}-ecr-ui"
+  path        = "/"
+  description = "ECR policy for ui application"
+
+  policy = <<EOF
+{
+  "Version": "2012-10-17",
+  "Statement": [
+    {
+      "Sid": "AllEcrActions",
+      "Effect": "Allow",
+      "Action": "ecr:*",
+      "Resource" : ["${aws_ecr_repository.ecr_ui.arn}"]
+    }
+  ]
+}
+EOF
+}
+
+module "eks_blueprints_addons" {
+  source = "aws-ia/eks-blueprints-addons/aws"
+  version = "~> 1.0"
+
+  enable_aws_load_balancer_controller = true
+  aws_load_balancer_controller = {
+    wait = true
+  }
+
+  cluster_name      = local.addon_context.eks_cluster_id
+  cluster_endpoint  = local.addon_context.aws_eks_cluster_endpoint
+  cluster_version   = local.eks_cluster_version
+  oidc_provider_arn = local.addon_context.eks_oidc_provider_arn
+}
diff --git a/manifests/modules/automation/gitops/flux/buildspec-manifest.yml b/manifests/modules/automation/gitops/flux/buildspec-manifest.yml
new file mode 100644
index 000000000..752f810ae
--- /dev/null
+++ b/manifests/modules/automation/gitops/flux/buildspec-manifest.yml
@@ -0,0 +1,36 @@
+version: 0.2
+
+phases:
+  install:
+    commands:
+      - echo Build started on `date`
+  pre_build:
+    commands:
+      - echo Logging in to Amazon ECR in $AWS_REGION
+      - COMMIT_HASH=$(echo $CODEBUILD_RESOLVED_SOURCE_VERSION | cut -c 1-8)
+      - IMAGE_TAG=i$(date +%Y%m%d%H%M%S)-${COMMIT_HASH:=latest}
+      - echo ECR_URI=$ECR_URI
+      - echo COMMIT_HASH=$COMMIT_HASH
+      - echo IMAGE_TAG=$IMAGE_TAG
+      - aws ecr get-login-password --region $AWS_REGION | docker login --username AWS --password-stdin $ECR_URI
+  build:
+    commands:
+      - echo Building the Docker manifest...
+      # Based on the Docker documentation, must include the DOCKER_CLI_EXPERIMENTAL environment variable
+      # https://docs.docker.com/engine/reference/commandline/manifest/
+      - export DOCKER_CLI_EXPERIMENTAL=enabled
+      - docker manifest create $ECR_URI:$IMAGE_TAG $ECR_URI:latest-arm64 $ECR_URI:latest-amd64
+      - docker manifest create $ECR_URI:latest $ECR_URI:latest-arm64 $ECR_URI:latest-amd64
+      - docker manifest annotate --arch arm64 $ECR_URI:$IMAGE_TAG $ECR_URI:latest-arm64
+      - docker manifest annotate --arch arm64 $ECR_URI:latest $ECR_URI:latest-arm64
+      - docker manifest annotate --arch amd64 $ECR_URI:$IMAGE_TAG $ECR_URI:latest-amd64
+      - docker manifest annotate --arch amd64 $ECR_URI:latest $ECR_URI:latest-amd64
+
+  post_build:
+    commands:
+      - echo Pushing the Docker image...
+      - docker manifest push $ECR_URI:$IMAGE_TAG
+      - docker manifest push $ECR_URI:latest
+      - docker manifest inspect $ECR_URI:$IMAGE_TAG
+      - docker manifest inspect $ECR_URI:latest
+      - echo Build completed on `date`
diff --git a/manifests/modules/automation/gitops/flux/buildspec.yml b/manifests/modules/automation/gitops/flux/buildspec.yml
new file mode 100644
index 000000000..01281bb11
--- /dev/null
+++ b/manifests/modules/automation/gitops/flux/buildspec.yml
@@ -0,0 +1,30 @@
+version: 0.2
+
+phases:
+  install:
+    commands:
+      - echo Build started on `date`
+  pre_build:
+    commands:
+      - echo Logging in to Amazon ECR in $AWS_REGION
+      - COMMIT_HASH=$(echo $CODEBUILD_RESOLVED_SOURCE_VERSION | cut -c 1-8)
+      - IMAGE_TAG_I=i$(date +%Y%m%d%H%M%S)-${COMMIT_HASH:=latest}
+      - echo ECR_URI=$ECR_URI
+      - echo IMAGE_TAG=$IMAGE_TAG
+      - echo IMAGE_TAG_I=$IMAGE_TAG_I
+      - aws ecr get-login-password --region $AWS_REGION | docker login --username AWS --password-stdin $ECR_URI
+  build:
+    commands:
+      - echo Building a container image ...
+      - component=ui
+      - component_dir="./src/$component"
+      - source "$component_dir/scripts/build.source"
+      - cd $component_dir
+      - docker build -f $dockerfile $docker_build_args -t $ECR_URI:$IMAGE_TAG .
+      - docker tag $ECR_URI:$IMAGE_TAG $ECR_URI:$IMAGE_TAG_I
+      - docker images
+  post_build:
+    commands:
+      - docker push $ECR_URI:$IMAGE_TAG_I
+      - docker push $ECR_URI:$IMAGE_TAG
+      - echo Build completed on `date`
diff --git a/manifests/modules/automation/gitops/flux/imagepolicy.yaml b/manifests/modules/automation/gitops/flux/imagepolicy.yaml
new file mode 100644
index 000000000..b2b3a2ba7
--- /dev/null
+++ b/manifests/modules/automation/gitops/flux/imagepolicy.yaml
@@ -0,0 +1,17 @@
+apiVersion: image.toolkit.fluxcd.io/v1beta2
+kind: ImagePolicy
+metadata:
+  # HIGHLIGHT
+  name: ui
+  namespace: flux-system
+spec:
+  imageRepositoryRef:
+    # HIGHLIGHT
+    name: ui
+  filterTags:
+    # HIGHLIGHT
+    pattern: '^i[a-fA-F0-9]'
+  policy:
+    alphabetical:
+      # HIGHLIGHT
+      order: asc
diff --git a/manifests/modules/automation/gitops/flux/imagerepository.yaml b/manifests/modules/automation/gitops/flux/imagerepository.yaml
new file mode 100644
index 000000000..bebffc0ef
--- /dev/null
+++ b/manifests/modules/automation/gitops/flux/imagerepository.yaml
@@ -0,0 +1,15 @@
+apiVersion: image.toolkit.fluxcd.io/v1beta2
+kind: ImageRepository
+metadata:
+  # HIGHLIGHT
+  name: ui
+  namespace: flux-system
+spec:
+  provider: aws
+  interval: 1m
+  # HIGHLIGHT
+  image: ${IMAGE_URI_UI}
+  accessFrom:
+    namespaceSelectors:
+      - matchLabels:
+          kubernetes.io/metadata.name: flux-system
diff --git a/manifests/modules/automation/gitops/flux/imageupdateautomation.yaml b/manifests/modules/automation/gitops/flux/imageupdateautomation.yaml
new file mode 100644
index 000000000..cbb130359
--- /dev/null
+++ b/manifests/modules/automation/gitops/flux/imageupdateautomation.yaml
@@ -0,0 +1,30 @@
+apiVersion: image.toolkit.fluxcd.io/v1beta1
+kind: ImageUpdateAutomation
+metadata:
+  # HIGHLIGHT
+  name: ui
+  namespace: flux-system
+spec:
+  git:
+    # HIGHLIGHT
+    checkout:
+      ref:
+        branch: main
+    commit:
+      author:
+        email: fluxcdbot@users.noreply.github.com
+        name: fluxcdbot
+      messageTemplate: '{{range .Updated.Images}}{{println .}}{{end}}'
+    push:
+      branch: main
+  # HIGHLIGHT
+  interval: 1m0s
+  sourceRef:
+    # HIGHLIGHT
+    kind: GitRepository
+    name: flux-system
+    namespace: flux-system
+  update:
+    # HIGHLIGHT
+    path: ./apps
+    strategy: Setters
diff --git a/website/docs/automation/gitops/flux/assets/ci-eks-gitops.png b/website/docs/automation/gitops/flux/assets/ci-eks-gitops.png
new file mode 100644
index 000000000..190b8fb9e
Binary files /dev/null and b/website/docs/automation/gitops/flux/assets/ci-eks-gitops.png differ
diff --git a/website/docs/automation/gitops/flux/assets/ci-multi-arch.png b/website/docs/automation/gitops/flux/assets/ci-multi-arch.png
new file mode 100644
index 000000000..0336f8e43
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+          <mxGeometry relative="1" as="geometry" />
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+        </mxCell>
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+  </diagram>
+</mxfile>
diff --git a/website/docs/automation/gitops/flux/assets/ecr.png b/website/docs/automation/gitops/flux/assets/ecr.png
new file mode 100644
index 000000000..55dbbe2dd
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diff --git a/website/docs/automation/gitops/flux/assets/ui-after.png b/website/docs/automation/gitops/flux/assets/ui-after.png
new file mode 100644
index 000000000..5cad05524
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diff --git a/website/docs/automation/gitops/flux/assets/ui-before.png b/website/docs/automation/gitops/flux/assets/ui-before.png
new file mode 100644
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diff --git a/website/docs/automation/gitops/flux/ci.md b/website/docs/automation/gitops/flux/ci.md
new file mode 100644
index 000000000..2d1a5d661
--- /dev/null
+++ b/website/docs/automation/gitops/flux/ci.md
@@ -0,0 +1,223 @@
+---
+title: 'Continuous Integration and GitOps'
+sidebar_position: 50
+---
+
+We have successfully bootstrapped Flux on EKS cluster and deployed the application. To demonstrate how to make changes in the source code an application, build a new container images and leverage GitOps to deploy a new image to a cluster we introduce Continuous Integration pipeline. We will leverage AWS Developer Tools and [DevOps principles](https://aws.amazon.com/devops/what-is-devops/) to build [multi-architecture container images](https://aws.amazon.com/blogs/containers/introducing-multi-architecture-container-images-for-amazon-ecr/) for Amazon ECR.
+
+We created Continuous Integration Pipeline during the prepare environment step and now we need to make it up and running.
+
+![CI](assets/ci-multi-arch.png)
+
+First, clone CodeCommit repository for the application sources:
+
+```bash
+$ git clone ssh://${GITOPS_IAM_SSH_KEY_ID}@git-codecommit.${AWS_REGION}.amazonaws.com/v1/repos/${EKS_CLUSTER_NAME}-retail-store-sample ~/environment/retail-store-sample-codecommit
+```
+
+Next, populate the CodeCommit repository with the sources from the public repository of the [Sample application](https://github.com/aws-containers/retail-store-sample-app):
+
+```bash
+$ git clone https://github.com/aws-containers/retail-store-sample-app ~/environment/retail-store-sample-app
+$ git -C ~/environment/retail-store-sample-codecommit checkout -b main
+$ cp -R ~/environment/retail-store-sample-app/src ~/environment/retail-store-sample-codecommit
+$ cp -R ~/environment/retail-store-sample-app/images ~/environment/retail-store-sample-codecommit
+```
+
+We use AWS CodeBuild and define `buildspec.yml` to build new `x86_64` and `arm64` images in parallel.
+
+```file
+manifests/modules/automation/gitops/flux/buildspec.yml
+```
+
+```bash
+$ cp ~/environment/eks-workshop/modules/automation/gitops/flux/buildspec.yml ~/environment/retail-store-sample-codecommit/buildspec.yml
+```
+
+We use AWS CodeBuild also to build `Image Index` for `multi-architecture image` using `buildspec-manifest.yml`
+
+```file
+manifests/modules/automation/gitops/flux/buildspec-manifest.yml
+```
+
+```bash
+$ cp ~/environment/eks-workshop/modules/automation/gitops/flux/buildspec-manifest.yml ~/environment/retail-store-sample-codecommit/buildspec-manifest.yml
+```
+
+Now we are ready to push our changes to CodeCommit and start the CodePipeline
+
+```bash
+$ git -C ~/environment/retail-store-sample-codecommit add .
+$ git -C ~/environment/retail-store-sample-codecommit commit -am "initial commit"
+$ git -C ~/environment/retail-store-sample-codecommit push --set-upstream origin main
+```
+You can navigate to `CodePipeline` in AWS Console and explore `eks-workshop-retail-store-sample` pipeline.
+
+![ci-start](assets/ci-start.png)
+
+As a result of a CodePipeline run with CodeBuild you will have a new image in ECR
+
+```bash
+$ echo IMAGE_URI_UI=$IMAGE_URI_UI
+```
+
+The suffix `z7llv2` in the name `retail-store-sample-ui-z7llv2` is random and will be different in your case.
+
+![ci-start](assets/ecr.png)
+
+While we are waiting for pipeline to create new images (5-10 minutes), let's [automate image updates to Git](https://fluxcd.io/flux/guides/image-update/) using Flux Image Automation Controller.
+
+First, we need to install Flux components.
+
+```bash
+$ flux install --components-extra=image-reflector-controller,image-automation-controller
+```
+
+Next, edit file `deployment.yaml` and add placeholder for new container image url
+
+```bash
+$ git -C ~/environment/flux pull
+$ sed -i 's/^\(\s*\)image: "public.ecr.aws\/aws-containers\/retail-store-sample-ui:0.4.0"/\1image: "public.ecr.aws\/aws-containers\/retail-store-sample-ui:0.4.0" # {"$imagepolicy": "flux-system:ui"}/' ~/environment/flux/apps/ui/deployment.yaml
+$ less ~/environment/flux/apps/ui/deployment.yaml | grep imagepolicy
+          image: "public.ecr.aws/aws-containers/retail-store-sample-ui:0.4.0" # {"$imagepolicy": "flux-system:ui"}
+```
+
+Change to:
+
+image: "public.ecr.aws/aws-containers/retail-store-sample-ui:0.4.0" `# {"$imagepolicy": "flux-system:ui"}`
+
+Commit changes to deployment:
+
+```bash
+$ git -C ~/environment/flux add .
+$ git -C ~/environment/flux commit -am "Adding ImagePolicy"
+$ git -C ~/environment/flux push
+```
+
+We need to deploy custom resource definitions (ImageRepository, ImagePolicy, ImageUpdateAutomation) for Flux to enable monitoring of new container images in ECR and automated deployment using GitOps.
+
+1. ImageRepository:
+
+```file
+manifests/modules/automation/gitops/flux/imagerepository.yaml
+```
+
+2. ImagePolicy:
+
+```file
+manifests/modules/automation/gitops/flux/imagepolicy.yaml
+```
+
+3. ImageUpdateAutomation:
+
+```file
+manifests/modules/automation/gitops/flux/imageupdateautomation.yaml
+```
+
+```bash
+$ cp ~/environment/eks-workshop/modules/automation/gitops/flux/image*.yaml ~/environment/retail-store-sample-codecommit/
+$ yq -i ".spec.image = env(IMAGE_URI_UI)" ~/environment/retail-store-sample-codecommit/imagerepository.yaml
+$ less ~/environment/retail-store-sample-codecommit/imagerepository.yaml | grep image:
+$ kubectl apply -f ~/environment/retail-store-sample-codecommit/imagerepository.yaml
+$ kubectl apply -f ~/environment/retail-store-sample-codecommit/imagepolicy.yaml
+$ kubectl apply -f ~/environment/retail-store-sample-codecommit/imageupdateautomation.yaml
+```
+
+We created the following architecture:
+
+![ci-eks-gitops](assets/ci-eks-gitops.png)
+
+Now, lets reconcile the changes.
+
+```bash
+$ flux reconcile image repository ui
+$ flux reconcile source git flux-system
+$ flux reconcile kustomization apps
+$ kubectl wait deployment -n ui ui --for condition=Available=True --timeout=120s
+$ git -C ~/environment/flux pull
+$ kubectl -n ui get pods
+```
+
+We can check that `image:` in the `deployment` has been updated to a new tag.
+
+```bash
+$ kubectl -n ui describe deployment ui | grep Image
+```
+
+To access `UI` using a browser we need to expose it using `Ingress` and `Load Balancer`.
+
+Let's create an Ingress resource with the following manifest:
+
+```file
+manifests/modules/exposing/ingress/creating-ingress/ingress.yaml
+```
+
+This will cause the AWS Load Balancer Controller to provision an Application Load Balancer and configure it to route traffic to the Pods for the `ui` application.
+
+```bash timeout=180
+$ kubectl apply -k ~/environment/eks-workshop/modules/exposing/ingress/creating-ingress
+```
+
+Let's inspect the Ingress object created:
+
+```bash
+$ kubectl get ingress ui -n ui
+NAME   CLASS   HOSTS   ADDRESS                                            PORTS   AGE
+ui     alb     *       k8s-ui-ui-1268651632.us-west-2.elb.amazonaws.com   80      15s
+```
+
+We wait 2-5 minutes until Application Load Balancer will be provisioned and check the UI page using url of the ingress.
+
+```bash timeout=300
+$ export UI_URL=$(kubectl get ingress -n ui ui -o jsonpath="{.status.loadBalancer.ingress[*].hostname}{'\n'}")
+$ wait-for-lb $UI_URL
+```
+
+![ui-before](assets/ui-before.png)
+
+Let's introduce changes to the source code of the Sample Application.
+
+Edit the file:
+
+```bash
+$ sed -i 's/\(^\s*<a class="navbar-brand" href="\/home">\)Retail Store Sample/\1Retail Store Sample New/' ~/environment/retail-store-sample-codecommit/src/ui/src/main/resources/templates/fragments/layout.html
+$ less ~/environment/retail-store-sample-codecommit/src/ui/src/main/resources/templates/fragments/layout.html | grep New
+```
+
+Change line 24
+
+`<a class="navbar-brand" href="/home">Retail Store Sample</a>` to `<a class="navbar-brand" href="/home">Retail Store Sample New</a>`
+
+Commit changes.
+
+```bash
+$ git -C ~/environment/retail-store-sample-codecommit status
+$ git -C ~/environment/retail-store-sample-codecommit add .
+$ git -C ~/environment/retail-store-sample-codecommit commit -am "Update UI src"
+$ git -C ~/environment/retail-store-sample-codecommit push
+```
+
+Wait until CodePipeline will build the new image and Flux will deploy it.
+
+```bash timeout=900
+$ kubectl -n ui describe deployment ui | grep Image
+$ while [[ "$(aws codepipeline get-pipeline-state --name eks-workshop-retail-store-sample --query 'stageStates[1].actionStates[0].latestExecution.status' --output text)" != "InProgress" ]]; do echo "Waiting for pipeline to start ..."; sleep 10; done && echo "Pipeline started."
+$ while [[ "$(aws codepipeline get-pipeline-state --name eks-workshop-retail-store-sample --query 'stageStates[1].actionStates[2].latestExecution.status' --output text)" != "Succeeded" ]]; do echo "Waiting for pipeline to reach 'Succeeded' state ..."; sleep 10; done && echo "Pipeline has reached the 'Succeeded' state."
+
+$ flux reconcile image repository ui
+$ sleep 5
+$ flux reconcile source git flux-system
+$ flux reconcile kustomization apps
+$ kubectl wait deployment -n ui ui --for condition=Available=True --timeout=120s
+$ git -C ~/environment/flux pull
+$ kubectl -n ui get pods
+
+$ kubectl -n ui describe deployment ui | grep Image
+
+$ export UI_URL=$(kubectl get ingress -n ui ui -o jsonpath="{.status.loadBalancer.ingress[*].hostname}{'\n'}")
+$ wait-for-lb $UI_URL
+```
+
+After successful build and deployment (5-10 minutes) we will have the new version of UI application up and running.
+
+![ui-after](assets/ui-after.png)
diff --git a/website/docs/automation/gitops/flux/index.md b/website/docs/automation/gitops/flux/index.md
index b6a6e7d54..1438aadf1 100644
--- a/website/docs/automation/gitops/flux/index.md
+++ b/website/docs/automation/gitops/flux/index.md
@@ -14,6 +14,7 @@ $ prepare-environment automation/gitops/flux
 This will make the following changes to your lab environment:
 - Create an AWS CodeCommit repository
 - Create an IAM user with access to the CodeCommit repository
+- Create Continuous Integration Pipeline for [Sample Application UI](https://github.com/aws-containers/retail-store-sample-app)
 
 You can view the Terraform that applies these changes [here](https://github.com/VAR::MANIFESTS_OWNER/VAR::MANIFESTS_REPOSITORY/tree/VAR::MANIFESTS_REF/manifests/modules/networking/custom-networking/.workshop/terraform).