diff --git a/.github/workflows/release-please.yml b/.github/workflows/release-please.yml
new file mode 100644
index 000000000..b75873f80
--- /dev/null
+++ b/.github/workflows/release-please.yml
@@ -0,0 +1,92 @@
+on:
+  push:
+    branches:
+      - main
+
+permissions:
+  contents: write
+  pull-requests: write
+
+name: release-please
+
+jobs:
+  release-please:
+    runs-on: ubuntu-latest
+    outputs:
+      release_created: "${{ steps.release-please.outputs.release_created }}"
+      release_tag: "${{ steps.release-please.outputs.tag_name }}"
+
+    steps:
+      - uses: actions/checkout@d632683dd7b4114ad314bca15554477dd762a938 # v4.2.0
+        with:
+          # https://github.com/actions/checkout/issues/1467 
+          fetch-depth: 0
+
+      - uses: googleapis/release-please-action@7987652d64b4581673a76e33ad5e98e3dd56832f # v4.1.3
+        id: release-please
+        with:
+          config-file: .release-please.json
+          manifest-file: .release-please-manifest.json
+          github-token: ${{ github.secret }}
+
+  # If a release was created, also create the binaries and attach them
+  release-binaries:
+    runs-on: ubuntu-latest
+    needs:
+      - release-please
+    if: needs.release-please.outputs.release_created
+
+    steps:
+      - uses: actions/checkout@d632683dd7b4114ad314bca15554477dd762a938 # v4.2.0
+        with:
+          # https://github.com/actions/checkout/issues/1467 
+          fetch-depth: 0
+          ref: "${{ needs.release-please.outputs.release_tag }}"
+
+      - name: Look up release
+        id: lookup-release
+        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
+        with:
+          script: |
+            const currentTag = "${{ needs.release-please.outputs.release_tag }}";
+            core.info(`Looking for release associated with '${currentTag}'`);
+            const release = await github.rest.repos.getReleaseByTag({owner: context.repo.owner, repo: context.repo.repo, tag: currentTag});
+            core.info(`Release found: ${release.data.id}'`);
+            core.setOutput('release_id', release.data.id);
+
+
+      - uses: ./.github/actions/setup-goversion
+
+      - name: Build binaries
+        run: make cross
+
+      - name: Attach binaries
+        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
+        with:
+          github-token: ${{ github.token }}
+          script: |
+            const path = require('node:path');
+            const fs = require('node:fs/promises');
+
+            const releaseId = '${{ steps.lookup-release.outputs.release_id }}';
+            const globber = await glob.create('dist/*');
+
+            for await (const file of globber.globGenerator()) {
+              const filename = path.basename(file);
+              try {
+                await github.rest.repos.uploadReleaseAsset({
+                  owner: context.repo.owner,
+                  repo: context.repo.repo,
+                  release_id: releaseId,
+                  name: filename,
+                  data: await fs.readFile(file),
+                });
+              } catch (e) {
+                if (e.status === 422) {
+                  core.setFailed(`${filename} already attached to release`);
+                  return;
+                }
+                throw e;
+              }
+            }
+
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
deleted file mode 100644
index d170502e2..000000000
--- a/.github/workflows/release.yml
+++ /dev/null
@@ -1,50 +0,0 @@
-name: Release
-
-on:
-  push:
-    tags:
-      - v*
-
-permissions:
-  contents: write
-
-jobs:
-  release:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-        with:
-          # https://github.com/actions/checkout/issues/1467 
-          fetch-depth: 0
-      - uses: ./.github/actions/setup-goversion
-      - run: make cross
-      - id: docker_tag
-        run: echo "DOCKER_TAG=${GITHUB_REF_NAME#v}" >> "$GITHUB_ENV"
-      - name: Release
-        uses: softprops/action-gh-release@e7a8f85e1c67a31e6ed99a94b41bd0b71bbee6b8 # v2.0.9
-        with:
-          body: |
-            This is release `${{ github.ref_name }}` of Tanka (`tk`).
-
-            ## Install instructions
-
-            #### Binary:
-            ```bash
-            # download the binary (adapt os and arch as needed)
-            $ curl -fSL -o "/usr/local/bin/tk" "https://github.com/grafana/tanka/releases/download/${{ github.ref_name }}/tk-linux-amd64"
-
-            # make it executable
-            $ chmod a+x "/usr/local/bin/tk"
-
-            # have fun :)
-            $ tk --help
-            ```
-
-            #### Docker container:
-            https://hub.docker.com/r/grafana/tanka
-            ```bash
-            $ docker pull grafana/tanka:${{ env.DOCKER_TAG }}
-            ```
-          draft: true
-          files: |
-            dist/*
diff --git a/.release-please-manifest.json b/.release-please-manifest.json
new file mode 100644
index 000000000..2d8c67d51
--- /dev/null
+++ b/.release-please-manifest.json
@@ -0,0 +1 @@
+{".": "0.28.3"}
diff --git a/.release-please.json b/.release-please.json
new file mode 100644
index 000000000..31be90c2d
--- /dev/null
+++ b/.release-please.json
@@ -0,0 +1,60 @@
+{
+  "$schema": "https://raw.githubusercontent.com/googleapis/release-please/main/schemas/config.json",
+  "changelog-sections": [
+    {
+      "section": "🎉 Features",
+      "type": "feat"
+    },
+    {
+      "section": "🐛 Bug Fixes",
+      "type": "fix"
+    },
+    {
+      "section": "⚡ Performance Improvements",
+      "type": "perf"
+    },
+    {
+      "section": "🔗 Dependencies",
+      "type": "deps"
+    },
+    {
+      "section": "📝 Documentation",
+      "type": "docs"
+    },
+    {
+      "section": "🏗️ Build System",
+      "type": "build"
+    },
+    {
+      "section": "🤖 Continuous Integration",
+      "type": "ci"
+    },
+    {
+      "section": "🔧 Miscellaneous Chores",
+      "type": "chore"
+    },
+    {
+      "section": "⏪ Reverts",
+      "type": "revert"
+    },
+    {
+      "section": "✅ Tests",
+      "type": "test"
+    },
+    {
+      "section": "💄 Style",
+      "type": "style"
+    },
+    {
+      "section": "♻️ Code Refactoring",
+      "type": "refactor"
+    }
+  ],
+  "draft-pull-request": true,
+  "include-v-in-tag": true,
+  "packages": {
+    ".": {
+    }
+  },
+  "release-type": "go"
+}
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 76fbbe1fb..1bdd2e5f6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # Changelog
 
-For releases from v0.24.0 forward, you can find the changelog in Github releases: https://github.com/grafana/tanka/releases
+For releases from v0.24.0 to v0.28.3, you can find the changelog in the GitHub releases: https://github.com/grafana/tanka/releases
 
 ## 0.23.1 (2022-09-28)