diff --git a/data/cdf.yaml b/data/cdf.yaml
index 2739bbb2..e07a1792 100644
--- a/data/cdf.yaml
+++ b/data/cdf.yaml
@@ -147,38 +147,6 @@
       url: https://github.com/ortelius/ortelius-docs
       check_sets:
         - docs
-- name: shipwright
-  display_name: Shipwright
-  description: A framework for building container images on Kubernetes
-  category: Container Registry & Build
-  logo_url: https://raw.githubusercontent.com/cdfoundation/artwork/main/shipwright/icon/color/shipwright-icon-color.svg
-  devstats_url: https://shipwright.devstats.cd.foundation/
-  maturity: incubating
-  repositories:
-    - name: community
-      url: https://github.com/shipwright-io/community
-      check_sets:
-        - community
-    - name: build
-      url: https://github.com/shipwright-io/build
-      check_sets:
-        - code
-    - name: operator
-      url: https://github.com/shipwright-io/operator
-      check_sets:
-        - code-lite
-    - name: triggers
-      url: https://github.com/shipwright-io/triggers
-      check_sets:
-        - code-lite
-    - name: cli
-      url: https://github.com/shipwright-io/cli
-      check_sets:
-        - code-lite
-    - name: website
-      url: https://github.com/shipwright-io/website
-      check_sets:
-        - docs
 - name: cdevents
   display_name: CDEvents
   description: CDEvents are a common specification for Continuous Delivery events, enabling interoperability in the complete software production ecosystem
diff --git a/data/cncf.yaml b/data/cncf.yaml
index 18d394a1..e48928cf 100644
--- a/data/cncf.yaml
+++ b/data/cncf.yaml
@@ -180,7 +180,7 @@
   logo_url: https://raw.githubusercontent.com/cncf/artwork/master/projects/cert-manager/icon/color/cert-manager-icon-color.svg
   devstats_url: https://certmanager.devstats.cncf.io/
   accepted_at: "2020-11-10"
-  maturity: incubating
+  maturity: graduated
   repositories:
     - name: community
       url: https://github.com/cert-manager/community
@@ -1385,20 +1385,6 @@
         - code-lite
       exclude:
         - clomonitor
-- name: krustlet
-  display_name: Krustlet
-  description: Run WebAssembly workloads in your Kubernetes cluster
-  category: serverless
-  logo_url: https://raw.githubusercontent.com/cncf/artwork/master/projects/krustlet/icon/color/krustlet-icon-color.svg
-  devstats_url: https://krustlet.devstats.cncf.io/
-  accepted_at: "2021-05-24"
-  maturity: sandbox
-  repositories:
-    - name: krustlet
-      url: https://github.com/krustlet/krustlet
-      check_sets:
-        - community
-        - code
 - name: kube-edge
   display_name: KubeEdge
   description: A Kubernetes Native Edge Computing Framework
@@ -1406,7 +1392,7 @@
   logo_url: https://raw.githubusercontent.com/cncf/artwork/master/projects/kubeedge/icon/color/kubeedge-icon-color.svg
   devstats_url: https://kubeedge.devstats.cncf.io/
   accepted_at: "2019-03-18"
-  maturity: incubating
+  maturity: graduated
   repositories:
     - name: sedna
       url: https://github.com/kubeedge/sedna
@@ -4386,3 +4372,72 @@
       check_sets:
         - code
         - community
+- name: flatcar
+  display_name: Flatcar
+  description: Flatcar project repository for issue tracking, project documentation, etc.
+  category: wasm
+  logo_url: https://raw.githubusercontent.com/cncf/landscape/refs/heads/master/hosted_logos/flatcar.svg
+  devstats_url: https://flatcar.devstats.cncf.io
+  accepted_at: "2024-08-02"
+  maturity: incubating
+  repositories:
+    - name: Flatcar
+      url: https://github.com/flatcar/Flatcar
+      check_sets:
+        - code
+        - community
+    - name: flatcar-website
+      url: https://github.com/flatcar/flatcar-website
+      check_sets:
+        - docs
+- name: youki
+  description: A container runtime written in Rust
+  category: runtime
+  logo_url: https://raw.githubusercontent.com/cncf/landscape/refs/heads/master/hosted_logos/youki.svg
+  devstats_url: https://youki.devstats.cncf.io
+  accepted_at: "2024-10-17"
+  maturity: sandbox
+  repositories:
+    - name: youki
+      url: https://github.com/containers/youki
+      check_sets:
+        - code
+        - community
+- name: kmesh
+  display_name: Kmesh
+  description: Kmesh is a high-performance and low overhead service mesh data plane based on eBPF and programmable kernel. Kmesh brings traffic management, security and monitoring to service communication without needing application code changes. It is natively sidecarless, zero intrusion and without adding any resource cost to application container
+  category: orchestration
+  logo_url: https://raw.githubusercontent.com/cncf/landscape/refs/heads/master/hosted_logos/kmesh.svg
+  accepted_at: "2024-10-17"
+  maturity: sandbox
+  repositories:
+    - name: kmesh
+      url: https://github.com/kmesh-net/kmesh
+      check_sets:
+        - code
+    - name: community
+      url: https://github.com/kmesh-net/community
+      check_sets:
+        - community
+    - name: website
+      url: https://github.com/kmesh-net/website
+      check_sets:
+        - docs
+- name: kusionstack
+  display_name: KusionStack
+  description: Declarative Intent Driven Platform Orchestrator for Internal Developer Platform (IDP)
+  category: provisioning
+  logo_url: https://raw.githubusercontent.com/cncf/artwork/refs/heads/main/projects/kusionstack/icon/color/kusionstack-icon-color.svg
+  devstats_url: https://kusionstack.devstats.cncf.io
+  accepted_at: "2024-10-17"
+  maturity: sandbox
+  repositories:
+    - name: kusion
+      url: https://github.com/KusionStack/kusion
+      check_sets:
+        - code
+    - name: community
+      url: https://github.com/KusionStack/community
+      check_sets:
+        - community        - community
+        - community        
diff --git a/data/lfaidata.yaml b/data/lfaidata.yaml
index 7730c5fe..9f99d0d4 100644
--- a/data/lfaidata.yaml
+++ b/data/lfaidata.yaml
@@ -811,7 +811,7 @@
   logo_url: https://raw.githubusercontent.com/lfai/artwork/main/projects/bitol/icon/color/Bitol_Logo_icon_color.svg
   logo_dark_url: https://raw.githubusercontent.com/lfai/artwork/main/projects/bitol/icon/white/Bitol_Logo_icon_white.svg
   accepted_at: "2023-11-03"
-  maturity: sandbox
+  maturity: incubating
   repositories:
     - name: open-data-contract-standard
       url: https://github.com/bitol-io/open-data-contract-standard
@@ -923,6 +923,7 @@
 - name: monocle
   display_name: Monocle AI
   description: The goal of the open source Monocle project is to help GenAI developers trace their applications
+  category: generative ai
   logo_url: https://raw.githubusercontent.com/monocle2ai/artwork/main/horizontal/color/Monocle-Logo-Color.svg
   accepted_at: "2024-06-27"
   maturity: sandbox
@@ -932,4 +933,27 @@
       check_sets:
         - community
         - code
-
+- name: dlrover
+  display_name: DLRover
+  description: "DLRover: An Automatic Distributed Deep Learning System"
+  category: model
+  logo_url: https://raw.githubusercontent.com/lfai/artwork/refs/heads/main/projects/dl-rover/color/dl-rover-color.svg
+  maturity: sandbox
+  repositories:
+    - name: dlrover
+      url: https://github.com/intelligent-machine-learning/dlrover
+      check_sets:
+        - community
+        - code
+- name: delta-lake
+  display_name: Delta Lake
+  description: An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs
+  category: model
+  logo_url: https://raw.githubusercontent.com/lfai/artwork/refs/heads/main/projects/DeltaLake/icon/DeltaLake-icon-color.svg
+  maturity: incubating
+  repositories:
+    - name: delta
+      url: https://github.com/delta-io/delta
+      check_sets:
+        - community
+        - code