diff --git a/content/guides/golang.md b/content/guides/golang.md
index 2a39f00f33b5..5d9a1ccf00b1 100644
--- a/content/guides/golang.md
+++ b/content/guides/golang.md
@@ -506,7 +506,7 @@ FROM build-stage AS run-test-stage
 RUN go test -v ./...
 
 # Deploy the application binary into a lean image
-FROM gcr.io/distroless/base-debian11 AS build-release-stage
+FROM gcr.io/distroless/base-debian12 AS build-release-stage
 
 WORKDIR /
 
@@ -1501,7 +1501,7 @@ FROM build-stage AS run-test-stage
 RUN go test -v ./...
 
 # Deploy the application binary into a lean image
-FROM gcr.io/distroless/base-debian11 AS build-release-stage
+FROM gcr.io/distroless/base-debian12 AS build-release-stage
 
 WORKDIR /
 
diff --git a/content/guides/rust.md b/content/guides/rust.md
index d3ce876ee27a..e9be24b28a29 100644
--- a/content/guides/rust.md
+++ b/content/guides/rust.md
@@ -589,7 +589,7 @@ For the sample application, you'll use a variation of the backend from the react
 
    ARG RUST_VERSION=1.70.0
    ARG APP_NAME=react-rust-postgres
-   FROM rust:${RUST_VERSION}-slim-bullseye AS build
+   FROM rust:${RUST_VERSION}-slim-bookworm AS build
    ARG APP_NAME
    WORKDIR /app
 
@@ -618,12 +618,12 @@ For the sample application, you'll use a variation of the backend from the react
    # image from the build stage where the necessary files are copied from the build
    # stage.
    #
-   # The example below uses the debian bullseye image as the foundation for    running the app.
-   # By specifying the "bullseye-slim" tag, it will also use whatever happens to    be the
+   # The example below uses the Debian Bookworm image as the foundation for    running the app.
+   # By specifying the "bookworm-slim" tag, it will also use whatever happens to    be the
    # most recent version of that tag when you build your Dockerfile. If
    # reproducibility is important, consider using a digest
-   # (e.g.,    debian@sha256:ac707220fbd7b67fc19b112cee8170b41a9e97f703f588b2cdbbcdcecdd8af57).
-   FROM debian:bullseye-slim AS final
+   # (e.g.,    debian@sha256:88200866dfff7ea7f5cbcb6ec7c8a701889efe6fe859fe64d6990e4b07ea4171).
+   FROM debian:bookworm-slim AS final
 
    # Create a non-privileged user that the app will run under.
    # See https://docs.docker.com/develop/develop-images/dockerfile_best-practices/   #user
diff --git a/content/manuals/docker-hub/image-library/trusted-content.md b/content/manuals/docker-hub/image-library/trusted-content.md
index b13d0c6a4cdd..7d09a2d18f09 100644
--- a/content/manuals/docker-hub/image-library/trusted-content.md
+++ b/content/manuals/docker-hub/image-library/trusted-content.md
@@ -145,7 +145,7 @@ codename for Ubuntu 24.04 is "Noble Numbat".
 
 Linux distribution indicators are helpful because many Docker Official Images
 provide variants built upon multiple underlying distribution versions (for
-example, `postgres:bookworm` and `postgres:bullseye`).
+example, `postgres:bookworm` and `postgres:trixie`).
 
 ### Other tags