diff --git a/charts/apicurio-registry-3.8.0.tgz b/charts/apicurio-registry-3.8.0.tgz
index 58eedc9..dd00522 100644
Binary files a/charts/apicurio-registry-3.8.0.tgz and b/charts/apicurio-registry-3.8.0.tgz differ
diff --git a/charts/console-3.3.0.tgz b/charts/console-3.3.0.tgz
deleted file mode 100644
index b323694..0000000
Binary files a/charts/console-3.3.0.tgz and /dev/null differ
diff --git a/charts/flink-kubernetes-operator-1.14.0.tgz b/charts/flink-kubernetes-operator-1.14.0.tgz
deleted file mode 100644
index c0df1c3..0000000
Binary files a/charts/flink-kubernetes-operator-1.14.0.tgz and /dev/null differ
diff --git a/charts/github-runner-0.2.11.tgz b/charts/github-runner-0.2.11.tgz
index 1ebead7..9c4ff19 100644
Binary files a/charts/github-runner-0.2.11.tgz and b/charts/github-runner-0.2.11.tgz differ
diff --git a/charts/index.yaml b/charts/index.yaml
index fdafdf8..6a96d9f 100644
--- a/charts/index.yaml
+++ b/charts/index.yaml
@@ -38,9 +38,9 @@ entries:
           url: https://github.com/Apicurio/apicurio-registry-content-sync-operator
     apiVersion: v2
     appVersion: 0.0.0
-    created: "2026-03-21T03:29:51.43842381Z"
+    created: "2026-03-22T01:05:20.962714222Z"
     description: Install and configure Apicurio Registry in Kubernetes.
-    digest: 176242567c6904ddaa2f64a22deeb7ebe937adceab715fec35edf824f59eb6af
+    digest: 72c9c5bebbc7bbf54e38351499fc24f76617e17f454a15665094507b205d2988
     home: https://github.com/eshepelyuk/apicurio-registry-helm
     icon: https://design.jboss.org/apicurio/logo/final/svg/apicurio_registry_icon_default.svg
     keywords:
@@ -72,7 +72,7 @@ entries:
         url: https://argoproj.github.io/argo-helm/pgp_keys.asc
     apiVersion: v2
     appVersion: v3.3.4
-    created: "2026-03-21T03:29:51.448626354Z"
+    created: "2026-03-22T01:05:21.018907693Z"
     dependencies:
     - condition: redis-ha.enabled
       name: redis-ha
@@ -108,7 +108,7 @@ entries:
         url: https://cert-manager.io/public-keys/cert-manager-keyring-2021-09-20-1020CF3C033D4F35BAE1C19E1226061C665DF13E.gpg
     apiVersion: v2
     appVersion: v1.20.0
-    created: "2026-03-21T03:29:51.45328655Z"
+    created: "2026-03-22T01:05:21.047235694Z"
     description: A Helm chart for cert-manager
     digest: 1f1a268fd1642d76d0b9fd162aaedc91973a81b87d9e57c0fff246024ccd2ad4
     home: https://cert-manager.io
@@ -138,7 +138,7 @@ entries:
       artifacthub.io/prerelease: "false"
     apiVersion: v2
     appVersion: 2.8.1
-    created: "2026-03-21T03:29:51.461858326Z"
+    created: "2026-03-22T01:05:21.100288159Z"
     description: Chaos Mesh is a cloud-native Chaos Engineering platform that orchestrates
       chaos on Kubernetes environments.
     digest: 27d3411c18c15eb55e40b4c5255a06d7a6f8d97b722f58faae0255fe5c894f4b
@@ -167,38 +167,10 @@ entries:
     urls:
     - https://MathTrail.github.io/charts/charts/chaos-mesh-2.8.1.tgz
     version: 2.8.1
-  console:
-  - annotations:
-      artifacthub.io/images: |
-        - name: console
-          image: docker.redpanda.com/redpandadata/console:v3.3.2
-      artifacthub.io/license: Apache-2.0
-      artifacthub.io/links: |
-        - name: Documentation
-          url: https://docs.redpanda.com
-        - name: "Helm (>= 3.6.0)"
-          url: https://helm.sh/docs/intro/install/
-    apiVersion: v2
-    appVersion: v3.3.2
-    created: "2026-03-21T03:29:51.462817327Z"
-    description: Helm chart to deploy Redpanda Console.
-    digest: b0554cbdcae5e24f5e4be58ed6f46f6811b009d51f8c416c49f84e80073ae420
-    icon: https://go.redpanda.com/hubfs/Redpandas/skate-stand-panda.svg
-    kubeVersion: '>= 1.25.0-0'
-    maintainers:
-    - name: redpanda-data
-      url: https://github.com/orgs/redpanda-data/people
-    name: console
-    sources:
-    - https://github.com/redpanda-data/redpanda-operator/tree/main/charts/console
-    type: application
-    urls:
-    - https://MathTrail.github.io/charts/charts/console-3.3.0.tgz
-    version: 3.3.0
   external-secrets:
   - apiVersion: v2
     appVersion: v2.2.0
-    created: "2026-03-21T03:29:51.468561535Z"
+    created: "2026-03-22T01:05:21.144024856Z"
     dependencies:
     - condition: bitwarden-sdk-server.enabled
       name: bitwarden-sdk-server
@@ -220,25 +192,13 @@ entries:
     urls:
     - https://MathTrail.github.io/charts/charts/external-secrets-2.2.0.tgz
     version: 2.2.0
-  flink-kubernetes-operator:
-  - apiVersion: v2
-    appVersion: 1.14.0
-    created: "2026-03-21T03:29:51.471224906Z"
-    description: A Helm chart for the Apache Flink Kubernetes Operator
-    digest: 330f8569d410ee9dc0b2a33f420ddb8457aa92331c8402ac034d589b9f80d883
-    icon: https://flink.apache.org/img/logo/png/50/color_50.png
-    name: flink-kubernetes-operator
-    type: application
-    urls:
-    - https://MathTrail.github.io/charts/charts/flink-kubernetes-operator-1.14.0.tgz
-    version: 1.14.0
   github-runner:
   - apiVersion: v2
     appVersion: latest
-    created: "2026-03-21T03:29:51.471412398Z"
+    created: "2026-03-22T01:05:21.154230012Z"
     description: GitHub Actions self-hosted runner for MathTrail CI/CD (BuildKit +
       Buildah)
-    digest: 5fd5d324dce67667f8c27d899c556ff73b60cd8ebbb4d0387474093df8cf0466
+    digest: 734d01e3500ad13c8a542d5189b402ccc26c76bb7cad16758f827f7cb7e1dbf3
     name: github-runner
     type: application
     urls:
@@ -254,7 +214,7 @@ entries:
           url: https://github.com/grafana/grafana
     apiVersion: v2
     appVersion: 12.3.1
-    created: "2026-03-21T03:29:51.473181643Z"
+    created: "2026-03-22T01:05:21.179303969Z"
     deprecated: true
     description: The leading tool for querying and visualizing time series and metrics.
     digest: c08c87969270402e7d5227edb8385af67cc32ee34817bff89773ad02303b5d79
@@ -290,7 +250,7 @@ entries:
   hydra:
   - apiVersion: v2
     appVersion: v25.4.0
-    created: "2026-03-21T03:29:51.475193838Z"
+    created: "2026-03-22T01:05:21.199334206Z"
     dependencies:
     - alias: ory
       name: ory-commons
@@ -328,7 +288,7 @@ entries:
   k6-operator:
   - apiVersion: v1
     appVersion: 1.3.0
-    created: "2026-03-21T03:29:51.47725702Z"
+    created: "2026-03-22T01:05:21.218367211Z"
     description: A Helm chart to install the k6-operator
     digest: 63fffef28bc6166fb8facd8204db5439704bfcbd56f3ac5def38107369a615ea
     home: https://k6.io
@@ -353,9 +313,9 @@ entries:
   k6-test-runner:
   - apiVersion: v2
     appVersion: 0.54.0
-    created: "2026-03-21T03:29:51.477397291Z"
+    created: "2026-03-22T01:05:21.228121027Z"
     description: Universal k6 load test runner for MathTrail services
-    digest: 5320bbf16a97c2c778353efac552fe3db6ef13f1f7f64c2392caec85637b4441
+    digest: 95fe6197a1db0f3ef3440d7cc5a2524e1ed305e7aec6b93a1163da9b3dd34531
     name: k6-test-runner
     type: application
     urls:
@@ -364,7 +324,7 @@ entries:
   k8s-monitoring:
   - apiVersion: v2
     appVersion: 3.8.4
-    created: "2026-03-21T03:29:51.499830625Z"
+    created: "2026-03-22T01:05:21.33800656Z"
     dependencies:
     - alias: annotationAutodiscovery
       condition: annotationAutodiscovery.enabled
@@ -449,24 +409,53 @@ entries:
     urls:
     - https://MathTrail.github.io/charts/charts/k8s-monitoring-3.8.4.tgz
     version: 3.8.4
-  kafka-ui:
-  - apiVersion: v2
-    appVersion: v1.2.0
-    created: "2026-03-21T03:29:51.500200048Z"
-    description: A Helm chart for kafka-UI
-    digest: 374dc423e03e55a55cc37b31e9a68503c2d529680af8893ba370641e18d42452
-    icon: https://raw.githubusercontent.com/kafbat/kafka-ui/main/documentation/images/logo_new.png
+  kafka:
+  - annotations:
+      category: Infrastructure
+      images: |
+        - name: jmx-exporter
+          image: docker.io/bitnami/jmx-exporter:1.4.0-debian-12-r0
+        - name: kafka
+          image: docker.io/bitnami/kafka:4.0.0-debian-12-r10
+        - name: kubectl
+          image: docker.io/bitnami/kubectl:1.33.4-debian-12-r0
+        - name: os-shell
+          image: docker.io/bitnami/os-shell:12-debian-12-r51
+      licenses: Apache-2.0
+      tanzuCategory: service
+    apiVersion: v2
+    appVersion: 4.0.0
+    created: "2026-03-22T01:05:21.364070951Z"
+    dependencies:
+    - name: common
+      repository: oci://registry-1.docker.io/bitnamicharts
+      tags:
+      - bitnami-common
+      version: 2.x.x
+    description: Apache Kafka is a distributed streaming platform designed to build
+      real-time pipelines and can be used as a message broker or as a replacement
+      for a log aggregation solution for big data applications.
+    digest: fe39cc71f350929c35561b30c1c7f3e16019de69edab9b82d656d0aca7667a64
+    home: https://bitnami.com
+    icon: https://dyltqmyl993wv.cloudfront.net/assets/stacks/kafka/img/kafka-stack-220x234.png
+    keywords:
+    - kafka
+    - streaming
+    - producer
+    - consumer
     maintainers:
-    - name: DDDFiish
-    name: kafka-ui
-    type: application
+    - name: Broadcom, Inc. All Rights Reserved.
+      url: https://github.com/bitnami/charts
+    name: kafka
+    sources:
+    - https://github.com/bitnami/charts/tree/main/bitnami/kafka
     urls:
-    - https://MathTrail.github.io/charts/charts/kafka-ui-1.5.2.tgz
-    version: 1.5.2
+    - https://MathTrail.github.io/charts/charts/kafka-32.4.3.tgz
+    version: 32.4.3
   keto:
   - apiVersion: v2
     appVersion: v25.4.0
-    created: "2026-03-21T03:29:51.5009161Z"
+    created: "2026-03-22T01:05:21.381358507Z"
     dependencies:
     - alias: ory
       name: ory-commons
@@ -498,7 +487,7 @@ entries:
   kratos:
   - apiVersion: v2
     appVersion: v25.4.0
-    created: "2026-03-21T03:29:51.501888627Z"
+    created: "2026-03-22T01:05:21.392916141Z"
     dependencies:
     - alias: ory
       name: ory-commons
@@ -515,7 +504,7 @@ entries:
   loki:
   - apiVersion: v2
     appVersion: 3.6.7
-    created: "2026-03-21T03:29:51.511259286Z"
+    created: "2026-03-22T01:05:21.434282184Z"
     dependencies:
     - alias: minio
       condition: minio.enabled
@@ -551,10 +540,10 @@ entries:
     version: 6.55.0
   mathtrail-service-lib:
   - apiVersion: v2
-    created: "2026-03-21T03:29:51.511933136Z"
+    created: "2026-03-22T01:05:21.443090344Z"
     description: 'Library Helm Chart for MathTrail microservices. Provides reusable
       templates. '
-    digest: 0f3d80d2d8f21f1c6659c85360e27c5706ab3f012a47424ce83a3a42c28423e7
+    digest: 17482be51876bdea0f2861e1efd3c137925416ae36e5f4d999479ac2c7571fb2
     name: mathtrail-service-lib
     type: library
     urls:
@@ -563,7 +552,7 @@ entries:
   mimir-distributed:
   - apiVersion: v2
     appVersion: 3.0.4
-    created: "2026-03-21T03:29:51.522549369Z"
+    created: "2026-03-22T01:05:21.494452017Z"
     dependencies:
     - alias: minio
       condition: minio.enabled
@@ -589,10 +578,54 @@ entries:
     urls:
     - https://MathTrail.github.io/charts/charts/mimir-distributed-6.0.6.tgz
     version: 6.0.6
+  minio:
+  - annotations:
+      category: Infrastructure
+      images: |
+        - name: minio
+          image: docker.io/bitnami/minio:2025.7.23-debian-12-r3
+        - name: minio-client
+          image: docker.io/bitnami/minio-client:2025.7.21-debian-12-r2
+        - name: minio-object-browser
+          image: docker.io/bitnami/minio-object-browser:2.0.2-debian-12-r3
+        - name: os-shell
+          image: docker.io/bitnami/os-shell:12-debian-12-r50
+      licenses: Apache-2.0
+      tanzuCategory: service
+    apiVersion: v2
+    appVersion: 2025.7.23
+    created: "2026-03-22T01:05:21.514578345Z"
+    dependencies:
+    - name: common
+      repository: oci://registry-1.docker.io/bitnamicharts
+      tags:
+      - bitnami-common
+      version: 2.x.x
+    description: MinIO(R) is an object storage server, compatible with Amazon S3 cloud
+      storage service, mainly used for storing unstructured data (such as photos,
+      videos, log files, etc.).
+    digest: 0a82daf088c8971cc5c727abbc68798d64283fef702ccd58f7bd499ceeda6a09
+    home: https://bitnami.com
+    icon: https://dyltqmyl993wv.cloudfront.net/assets/stacks/minio/img/minio-stack-220x234.png
+    keywords:
+    - minio
+    - storage
+    - object-storage
+    - s3
+    - cluster
+    maintainers:
+    - name: Broadcom, Inc. All Rights Reserved.
+      url: https://github.com/bitnami/charts
+    name: minio
+    sources:
+    - https://github.com/bitnami/charts/tree/main/bitnami/minio
+    urls:
+    - https://MathTrail.github.io/charts/charts/minio-17.0.21.tgz
+    version: 17.0.21
   oathkeeper:
   - apiVersion: v2
     appVersion: v25.4.0
-    created: "2026-03-21T03:29:51.524308926Z"
+    created: "2026-03-22T01:05:21.52610611Z"
     dependencies:
     - alias: oathkeeper-maester
       condition: maester.enabled
@@ -627,7 +660,7 @@ entries:
   opentelemetry-collector:
   - apiVersion: v2
     appVersion: 0.147.0
-    created: "2026-03-21T03:29:51.525878165Z"
+    created: "2026-03-22T01:05:21.541813043Z"
     description: OpenTelemetry Collector Helm chart for Kubernetes
     digest: d1d4b4f5c3fdbcff26cacec9a0378a889ce8b6b36e0cdfe49017a72b228a2dc9
     home: https://opentelemetry.io/
@@ -661,7 +694,7 @@ entries:
       tanzuCategory: service
     apiVersion: v2
     appVersion: 18.3.0
-    created: "2026-03-21T03:29:51.531724801Z"
+    created: "2026-03-22T01:05:21.568759168Z"
     dependencies:
     - name: common
       repository: oci://registry-1.docker.io/bitnamicharts
@@ -693,7 +726,7 @@ entries:
   pyroscope:
   - apiVersion: v2
     appVersion: 1.19.0
-    created: "2026-03-21T03:29:51.537876005Z"
+    created: "2026-03-22T01:05:21.595545259Z"
     dependencies:
     - alias: agent
       condition: agent.enabled
@@ -745,7 +778,7 @@ entries:
       tanzuCategory: service
     apiVersion: v2
     appVersion: 8.6.1
-    created: "2026-03-21T03:29:51.54199718Z"
+    created: "2026-03-22T01:05:21.620730219Z"
     dependencies:
     - name: common
       repository: oci://registry-1.docker.io/bitnamicharts
@@ -771,48 +804,50 @@ entries:
     urls:
     - https://MathTrail.github.io/charts/charts/redis-25.3.7.tgz
     version: 25.3.7
-  seaweedfs:
-  - apiVersion: v1
-    appVersion: "4.17"
-    created: "2026-03-21T03:29:51.544619973Z"
-    description: SeaweedFS
-    digest: aed484974461cd43b27753a12ca15e86d4d8dd12a7a32695b326da998407d42b
-    name: seaweedfs
-    urls:
-    - https://MathTrail.github.io/charts/charts/seaweedfs-4.17.0.tgz
-    version: 4.17.0
-  strimzi-kafka-operator:
+  risingwave:
   - apiVersion: v2
-    appVersion: 0.51.0
-    created: "2026-03-21T03:29:51.548422122Z"
-    description: 'Strimzi: Apache Kafka running on Kubernetes'
-    digest: 1ec8bbffe5e40d645635ace9c439ac54b39639af243bae6ce5b1f9eabfc07e9b
-    home: https://strimzi.io/
-    icon: https://raw.githubusercontent.com/strimzi/strimzi-kafka-operator/main/documentation/logo/strimzi_logo.png
+    appVersion: v2.8.0
+    created: "2026-03-22T01:05:21.658628263Z"
+    dependencies:
+    - name: common
+      repository: https://charts.bitnami.com/bitnami
+      version: 2.x.x
+    - name: postgresql
+      repository: https://charts.bitnami.com/bitnami
+      tags:
+      - bundle
+      - postgresql
+      version: 16.x.x
+    - name: minio
+      repository: https://charts.bitnami.com/bitnami
+      tags:
+      - minio
+      - bundle
+      version: 14.x.x
+    description: The distributed streaming database SQL stream processing with Postgres-like
+      experience.
+    digest: 08b2f229c85c1cd13d8a7cb0595731219599150babb14d9bff0c8c64bb006fe3
+    home: https://www.risingwave.com
+    icon: https://avatars.githubusercontent.com/u/77175557?s=48&v=4
     keywords:
-    - kafka
-    - queue
-    - stream
-    - event
-    - messaging
-    - datastore
-    - topic
+    - risingwave
+    - streaming-processing
+    - cloud-native
+    - real-time
     maintainers:
-    - email: cncf-strimzi-maintainers@lists.cncf.io
-      name: Strimzi Project Maintainers
-      url: https://github.com/strimzi/governance
-    name: strimzi-kafka-operator
-    sources:
-    - https://github.com/strimzi/strimzi-kafka-operator
+    - name: RisingWave Labs
+      url: https://www.risingwave-labs.com
+    name: risingwave
+    type: application
     urls:
-    - https://MathTrail.github.io/charts/charts/strimzi-kafka-operator-helm-3-chart-0.51.0.tgz
-    version: 0.51.0
+    - https://MathTrail.github.io/charts/charts/risingwave-0.2.48.tgz
+    version: 0.2.48
   telepresence-oss:
   - annotations:
       artifacthub.io/license: Apache-2.0
     apiVersion: v2
     appVersion: 2.27.2
-    created: "2026-03-21T03:29:51.553118758Z"
+    created: "2026-03-22T01:05:21.7068452Z"
     description: A chart for deploying the server-side components of Telepresence
     digest: 531251ffe0c8216e54f1ede79ca1a4c6b756aae29f78073cb8a3337e0518db01
     icon: https://raw.githubusercontent.com/telepresenceio/telepresence.io/master/src/assets/images/telepresence-edgy.svg
@@ -830,7 +865,7 @@ entries:
   tempo:
   - apiVersion: v2
     appVersion: 2.9.0
-    created: "2026-03-21T03:29:51.553695652Z"
+    created: "2026-03-22T01:05:21.717373161Z"
     deprecated: true
     description: Grafana Tempo Single Binary Mode
     digest: f1f6e318d5bca3b5097cb676077796cdf8135beb2c1f71c4d14614ccf9b0081b
@@ -861,7 +896,7 @@ entries:
         - "chore(release): :rocket: publish v39.0.6"
     apiVersion: v2
     appVersion: v3.6.11
-    created: "2026-03-21T03:29:51.561852978Z"
+    created: "2026-03-22T01:05:21.774206735Z"
     description: A Traefik based Kubernetes ingress controller
     digest: 481fddc33f7e6827a7bf5d2a9b35fbff3925f6456517506c933e77c058390853
     home: https://traefik.io/
@@ -890,7 +925,7 @@ entries:
       charts.openshift.io/name: HashiCorp Vault
     apiVersion: v2
     appVersion: 1.21.2
-    created: "2026-03-21T03:29:51.563458236Z"
+    created: "2026-03-22T01:05:21.790767374Z"
     description: Official HashiCorp Vault Chart
     digest: e31ddf3f6dd031c0f5407dd6b63361ea5ff655f89c781049b39f4c2a95a6f88a
     home: https://www.vaultproject.io
@@ -916,7 +951,7 @@ entries:
   vault-config-operator:
   - apiVersion: v1
     appVersion: v0.8.38
-    created: "2026-03-21T03:29:51.565700886Z"
+    created: "2026-03-22T01:05:21.811250461Z"
     description: Helm chart that deploys vault-config-operator
     digest: fec8842524725a5bcceefa8fcf194275e678e40eeae23e0b8843cb7dd00d2070
     keywords:
@@ -934,7 +969,7 @@ entries:
   vault-secrets-operator:
   - apiVersion: v2
     appVersion: 1.3.0
-    created: "2026-03-21T03:29:51.568209518Z"
+    created: "2026-03-22T01:05:21.827224849Z"
     description: Official Vault Secrets Operator Chart
     digest: 6841861f9299fa968389ce4e48d579f628f3f8c0247c087ae3426f66efa45cc5
     kubeVersion: '>=1.21.0-0'
@@ -945,4 +980,4 @@ entries:
     urls:
     - https://MathTrail.github.io/charts/charts/vault-secrets-operator-1.3.0.tgz
     version: 1.3.0
-generated: "2026-03-21T03:29:51.437945667Z"
+generated: "2026-03-22T01:05:20.953477611Z"
diff --git a/charts/k6-test-runner-0.1.1.tgz b/charts/k6-test-runner-0.1.1.tgz
index 5c103a0..b4207b6 100644
Binary files a/charts/k6-test-runner-0.1.1.tgz and b/charts/k6-test-runner-0.1.1.tgz differ
diff --git a/charts/kafka-32.4.3.tgz b/charts/kafka-32.4.3.tgz
new file mode 100644
index 0000000..f73f888
Binary files /dev/null and b/charts/kafka-32.4.3.tgz differ
diff --git a/charts/kafka-ui-1.5.2.tgz b/charts/kafka-ui-1.5.2.tgz
deleted file mode 100644
index e8a8278..0000000
Binary files a/charts/kafka-ui-1.5.2.tgz and /dev/null differ
diff --git a/charts/mathtrail-service-lib-0.2.8.tgz b/charts/mathtrail-service-lib-0.2.8.tgz
index ef4ecbb..5e46768 100644
Binary files a/charts/mathtrail-service-lib-0.2.8.tgz and b/charts/mathtrail-service-lib-0.2.8.tgz differ
diff --git a/charts/minio-17.0.21.tgz b/charts/minio-17.0.21.tgz
new file mode 100644
index 0000000..f4e0a0a
Binary files /dev/null and b/charts/minio-17.0.21.tgz differ
diff --git a/charts/risingwave-0.2.48.tgz b/charts/risingwave-0.2.48.tgz
new file mode 100644
index 0000000..030c66a
Binary files /dev/null and b/charts/risingwave-0.2.48.tgz differ
diff --git a/charts/seaweedfs-4.17.0.tgz b/charts/seaweedfs-4.17.0.tgz
deleted file mode 100644
index 7685cc0..0000000
Binary files a/charts/seaweedfs-4.17.0.tgz and /dev/null differ
diff --git a/charts/strimzi-kafka-operator-helm-3-chart-0.51.0.tgz b/charts/strimzi-kafka-operator-helm-3-chart-0.51.0.tgz
deleted file mode 100644
index 9bfeab9..0000000
Binary files a/charts/strimzi-kafka-operator-helm-3-chart-0.51.0.tgz and /dev/null differ
diff --git a/justfile b/justfile
index 689597a..e4d2b7a 100644
--- a/justfile
+++ b/justfile
@@ -14,7 +14,7 @@ update:
 
     echo "📦 Updating Helm repositories..."
     helm repo add bitnami https://charts.bitnami.com/bitnami 2>/dev/null || true
-    helm repo add strimzi https://strimzi.io/charts/ 2>/dev/null || true
+    helm repo add risingwave https://risingwavelabs.github.io/helm-charts 2>/dev/null || true
     helm repo add grafana https://grafana.github.io/helm-charts 2>/dev/null || true
     helm repo add open-telemetry https://open-telemetry.github.io/opentelemetry-helm-charts 2>/dev/null || true
     helm repo add datawire https://app.getambassador.io 2>/dev/null || true
@@ -42,7 +42,7 @@ update:
     echo "📥 Pulling Infrastructure charts..."
     pull_chart postgresql bitnami/postgresql
     pull_chart redis bitnami/redis
-    pull_chart strimzi-kafka-operator strimzi/strimzi-kafka-operator
+    pull_chart minio bitnami/minio
 
     echo "📥 Pulling Identity (Ory) charts..."
     pull_chart kratos ory/kratos
@@ -78,18 +78,16 @@ update:
     pull_chart kafka-ui douban/kafka-ui
 
     echo "📥 Pulling Streaming Infrastructure..."
-    helm repo add seaweedfs https://seaweedfs.github.io/seaweedfs/helm 2>/dev/null || true
     helm repo update
     rm -f ./charts/apicurio-registry-*.tgz
     helm package ./mathtrail-charts/apicurio-registry --destination ./charts
-    pull_chart seaweedfs seaweedfs/seaweedfs
-
-    echo "📥 Pulling Flink Kubernetes Operator..."
-    FLINK_VERSION=$(curl -s "https://downloads.apache.org/flink/" | grep -oP 'flink-kubernetes-operator-\K[\d.]+(?=/)' | sort -V | tail -1)
-    echo "Detected latest version: $FLINK_VERSION"
-    rm -f ./charts/flink-kubernetes-operator-*.tgz
-    curl -L "https://downloads.apache.org/flink/flink-kubernetes-operator-${FLINK_VERSION}/flink-kubernetes-operator-${FLINK_VERSION}-helm.tgz" \
-        -o "./charts/flink-kubernetes-operator-${FLINK_VERSION}.tgz"
+
+    echo "📥 Pulling AutoMQ (Bitnami Kafka chart + AutoMQ image override)..."
+    rm -f ./charts/kafka-*.tgz
+    helm pull oci://registry-1.docker.io/bitnamicharts/kafka --destination ./charts
+
+    echo "📥 Pulling RisingWave (CDC + stream processing)..."
+    pull_chart risingwave risingwave/risingwave
 
     echo "📥 Pulling Development Tools..."
     rm -f ./charts/telepresence-*.tgz