diff --git a/.github/workflows/build-metrics.yml b/.github/workflows/build-metrics.yml
index 5141dd5d1a64c..366f7a4e5e9dd 100644
--- a/.github/workflows/build-metrics.yml
+++ b/.github/workflows/build-metrics.yml
@@ -116,3 +116,54 @@ jobs:
             --pr_number "${{ github.event.number }}" \
             --sha "${{ inputs.ref || github.sha }}" \
             "/tmp/metrics"
+
+  upload-report:
+    permissions:
+      contents: write
+    runs-on: ubuntu-latest
+    name: Generate and Upload Build Metric Report
+    needs: metrics
+    steps:
+      - name: Checkout
+        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1
+        with:
+          fetch-depth: 0
+
+      - name: Setup Git User
+        run: |
+          git config --global user.email "velox@users.noreply.github.com"
+          git config --global user.name "velox"
+
+      - uses: cachix/install-nix-action@8887e596b4ee1134dae06b98d573bd674693f47c # v26
+        with:
+          nix_path: nixpkgs=channel:nixos-unstable
+
+      - name: Build Environment
+        run: |
+          cd scripts/bm-report
+          nix-build
+
+      - name: Build Documentation
+        env:
+          CONBENCH_URL: "https://velox-conbench.voltrondata.run/"
+          CONBENCH_EMAIL: "${{ secrets.CONBENCH_EMAIL }}"
+          CONBENCH_PASSWORD: "${{ secrets.CONBENCH_PASSWORD }}"
+        run: |
+          cd scripts/bm-report
+          nix-shell --run "quarto render report.qmd"
+
+      - name: Push Report
+        # The report only uses conbench data from 'main'
+        # so any data generated in a PR won't be included
+        if: ${{ github.event_name != 'pull_request' && github.repository == 'facebookincubator/velox'}}
+        run: |
+          git checkout gh-pages
+          mkdir -p docs/bm-report
+          cp -R scripts/bm-report/report.html docs/bm-report/index.html
+          git add docs
+
+          if [ -n "$(git status --porcelain --untracked-files=no)" ]
+          then
+            git commit -m "Update build metrics"
+            git push
+          fi
diff --git a/.gitignore b/.gitignore
index 243d56b4905a3..614d10dc3f49b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -321,3 +321,4 @@ src/amalgamation/
 #docs
 velox/docs/sphinx/source/README_generated_*
 velox/docs/bindings/python/_generate/*
+scripts/bm-report/report.html
diff --git a/scripts/bm-report/default.nix b/scripts/bm-report/default.nix
new file mode 100644
index 0000000000000..4267be1044dd4
--- /dev/null
+++ b/scripts/bm-report/default.nix
@@ -0,0 +1,61 @@
+# This file was generated by the {rix} R package v0.6.0 on 2024-05-15
+# with following call:
+# >rix::rix(r_ver = "abd6d48f8c77bea7dc51beb2adfa6ed3950d2585",
+#  > r_pkgs = c("dplyr",
+#  > "prettyunits",
+#  > "ggplot2",
+#  > "gh",
+#  > "gt",
+#  > "hms",
+#  > "jqr",
+#  > "jsonlite",
+#  > "lubridate",
+#  > "memoise",
+#  > "plotly",
+#  > "purrr",
+#  > "remotes"),
+#  > system_pkgs = c("quarto"),
+#  > git_pkgs = list(package_name = "conbenchcoms",
+#  > repo_url = "https://github.com/conbench/conbenchcoms",
+#  > branch_name = "main",
+#  > commit = "55cdb120bbe2c668d3cf8ae543f4922131653645"),
+#  > ide = "other",
+#  > project_path = path_default_nix,
+#  > overwrite = TRUE,
+#  > print = TRUE)
+# It uses nixpkgs' revision abd6d48f8c77bea7dc51beb2adfa6ed3950d2585 for reproducibility purposes
+# which will install R version latest
+# Report any issues to https://github.com/b-rodrigues/rix
+let
+ pkgs = import (fetchTarball "https://github.com/NixOS/nixpkgs/archive/abd6d48f8c77bea7dc51beb2adfa6ed3950d2585.tar.gz") {};
+ rpkgs = builtins.attrValues {
+  inherit (pkgs.rPackages) dplyr prettyunits ggplot2 gh gt hms jqr jsonlite lubridate memoise plotly quarto purrr remotes;
+};
+ git_archive_pkgs = [(pkgs.rPackages.buildRPackage {
+    name = "conbenchcoms";
+    src = pkgs.fetchgit {
+      url = "https://github.com/conbench/conbenchcoms";
+      branchName = "main";
+      rev = "55cdb120bbe2c668d3cf8ae543f4922131653645";
+      sha256 = "sha256-XR5+grCUKyvSxsqiOkKd3gMUsWDJblZDmF4O+Jehq6U=";
+    };
+    propagatedBuildInputs = builtins.attrValues {
+      inherit (pkgs.rPackages) dplyr glue httr2 yaml;
+    };
+  }) ];
+  system_packages = builtins.attrValues {
+  inherit (pkgs) R glibcLocales nix quartoMinimal;
+};
+  in
+  pkgs.mkShell {
+    LOCALE_ARCHIVE = if pkgs.system == "x86_64-linux" then  "${pkgs.glibcLocales}/lib/locale/locale-archive" else "";
+    LANG = "en_US.UTF-8";
+    LC_ALL = "en_US.UTF-8";
+    LC_TIME = "en_US.UTF-8";
+    LC_MONETARY = "en_US.UTF-8";
+    LC_PAPER = "en_US.UTF-8";
+    LC_MEASUREMENT = "en_US.UTF-8";
+
+    buildInputs = [ git_archive_pkgs rpkgs  system_packages  ];
+
+  }
diff --git a/scripts/bm-report/report.qmd b/scripts/bm-report/report.qmd
new file mode 100644
index 0000000000000..9951343deec0c
--- /dev/null
+++ b/scripts/bm-report/report.qmd
@@ -0,0 +1,333 @@
+---
+title: "Velox Build Metrics"
+execute:
+  echo: false
+  warning: false
+format:
+  html:
+    grid:
+        sidebar-width: 0px
+        body-width: 1800px
+        margin-width: 150px
+        gutter-width: 1.5rem
+    self-contained: true
+    page-layout: full
+    toc: false
+    margin-left: 30px
+    link-external-newwindow: true
+    theme: cosmo
+---
+
+
+
+
+```{r setup}
+library(gt)
+library(ggplot2)
+library(plotly)
+library(dplyr)
+library(purrr)
+
+# Cache conbench and gh api results for local development
+cd <- cachem::cache_disk(rappdirs::user_cache_dir("velox-bm-report"))
+mgh <- memoise::memoise(gh::gh, cache = cd)
+mruns <- memoise::memoise(conbenchcoms::runs, cache = cd)
+mresults <- memoise::memoise(conbenchcoms::benchmark_results, cache = cd)
+
+# Get latest runs of build-metric job 
+runs <- mgh(
+  "GET /repos/facebookincubator/velox/actions/workflows/build-metrics.yml/runs",
+  status = "success",
+  branch = "main"
+) |> jsonlite::toJSON()
+
+# Extract the commit sha of the most recent run. The results of the latest
+# run are displayed in the tables.
+newest_sha <- runs |>
+  jqr::jq(".workflow_runs | max_by(.updated_at) | .head_sha") |>
+  jsonlite::fromJSON()
+
+run_shas <- runs |>
+  jqr::jq("[.workflow_runs[].head_sha]") |>
+  jsonlite::fromJSON()
+run_ids <- mruns(run_shas) |>
+  filter(commit.branch == "facebookincubator:main", substr(id, 1, 2) == "BM") |>
+  pull(id)
+
+# Fetch the result and do clean/format the data
+results <- run_ids |>
+  purrr::map_df(mresults) |>
+  mutate(
+    timestamp = lubridate::as_datetime(timestamp),
+    stats.data = unlist(stats.data),
+    type = case_when(
+      startsWith(run_id, "BM-debug") ~ "debug",
+      .default = "release"
+    )
+  )
+```
+
+```{r ggplot2-specs}
+theme_set(theme_minimal(base_size = 12) %+replace%
+  theme(
+    plot.title.position = "plot",
+    strip.text = element_text(size = 12)
+  ))
+
+format_tags <- function(x) {
+  x |>
+    stringr::str_replace_all("_", " ") |>
+    stringr::str_to_title()
+}
+```
+
+::::: {.panel-tabset}
+
+## Times
+```{r total-graphs}
+# Filter the data and layout the overview plots
+times_plot <- results |>
+  filter(tags.suite == "total", endsWith(tags.source, "time")) |>
+  mutate(
+    stats.data = lubridate::dseconds(stats.data),
+    tags.name = format_tags(tags.name)
+  ) |>
+  ggplot(aes(
+    x = timestamp,
+    y = stats.data,
+    group = interaction(tags.name, type), color = tags.name
+  )) +
+  facet_wrap(~type) +
+  geom_line() +
+  geom_point() +
+  scale_y_time() +
+  scale_x_datetime() +
+  labs(
+    title = "Velox Build Times",
+    x = "Date",
+    y = "Time in Minutes"
+  ) +
+  scale_color_viridis_d()
+ggplotly(times_plot) |>
+  layout(legend = list(title = list(text = "Tags Name<br>"))) ## needed because theme legend specs don't work with ggplotly
+```
+
+```{r expensive-objects-compile}
+# Format compile time data
+compile_times <- results |>
+  filter(tags.suite == "compiling", commit.sha == newest_sha) |>
+  mutate(
+    stats.data = lubridate::dseconds(stats.data),
+    tags.name = glue::glue("`{tags.name}`")
+  )
+```
+
+### Compile Times
+
+:::: {.columns}
+
+::: {.column width="49%"}
+
+```{r compile-times-release}
+# Select and format the data to be displayed in the release compile time table
+compile_times |>
+  filter(type == "release") |>
+  select(tags.name, stats.data) |>
+  arrange(desc(stats.data)) |>
+  gt() |>
+  cols_label(
+    `tags.name` = "Object",
+    `stats.data` = "Time"
+  ) |>
+  cols_align(align = "left", columns = everything()) |>
+  tab_header(title = "Release") |>
+  fmt_markdown(columns = "tags.name") |>
+  opt_interactive(use_page_size_select = TRUE, use_search = TRUE)
+```
+
+:::
+
+::: {.column width="2%"}
+
+:::
+
+::: {.column width="49%"}
+
+```{r compile-times-debug}
+# Select and format the data to be displayed in the debug compile time table
+compile_times |>
+  filter(type == "debug") |>
+  select(tags.name, stats.data) |>
+  arrange(desc(stats.data)) |>
+  gt() |>
+  cols_label(
+    `tags.name` = "Object",
+    `stats.data` = "Time"
+  ) |>
+  cols_align(align = "left", columns = everything()) |>
+  tab_header(title = "Debug") |>
+  fmt_markdown(columns = "tags.name") |>
+  opt_interactive(use_page_size_select = TRUE, use_search = TRUE)
+```
+
+:::
+
+::::
+
+```{r expensive-objects-link}
+# Format linke time data
+link_times <- results |>
+  filter(tags.suite == "linking", commit.sha == newest_sha) |>
+  mutate(
+    stats.data = lubridate::dseconds(stats.data),
+    tags.name = glue::glue("`{tags.name}`")
+  )
+
+```
+
+### Link Times
+
+:::: {.columns}
+
+::: {.column width="49%"}
+
+```{r link-times-release}
+# Select and format the data to be displayed in the release link time table
+link_times |>
+  filter(type == "release") |>
+  select(tags.name, stats.data) |>
+  arrange(desc(stats.data)) |>
+  gt() |>
+  cols_label(
+    `tags.name` = "Object",
+    `stats.data` = "Time"
+  ) |>
+  cols_align(align = "left", columns = everything()) |>
+  tab_header(title = "Release") |>
+  fmt_markdown(columns = "tags.name") |>
+  opt_interactive(use_page_size_select = TRUE, use_search = TRUE)
+```
+
+:::
+
+::: {.column width="2%"}
+
+:::
+
+::: {.column width="49%"}
+
+```{r link-times-debug}
+# Select and format the data to be displayed in the debug link time table
+link_times |>
+  filter(type == "debug") |>
+  select(tags.name, stats.data) |>
+  arrange(desc(stats.data)) |>
+  gt() |>
+  cols_label(
+    `tags.name` = "Object",
+    `stats.data` = "Time"
+  ) |>
+  cols_align(align = "left", columns = everything()) |>
+  tab_header(title = "Link Times - Debug") |>
+  fmt_markdown(columns = "tags.name") |>
+  opt_interactive(use_page_size_select = TRUE, use_search = TRUE)
+```
+
+:::
+
+::::
+
+
+## Sizes
+```{r big-objects}
+# This is converts byte values into human-readable values in the tables
+size_formatter <- function(x) {
+  function(x) {
+    prettyunits::pretty_bytes(x)
+  }
+}
+
+# Prepare object size data
+object_sizes <- results |>
+  filter(endsWith(tags.source, "size"), commit.sha == newest_sha)  |>
+  mutate(
+    tags.name = glue::glue("`{tags.name}`")
+  )
+
+# Filter the data and layout the size overview plots
+sizes_plot <- results |>
+  filter(tags.suite == "executable", startsWith(tags.name, "total_")) |>
+  ggplot(aes(
+    x = timestamp,
+    y = stats.data,
+    group = interaction(tags.name, type), color = tags.name
+  )) +
+  facet_wrap(~type) +
+  geom_line() +
+  geom_point() +
+  scale_y_continuous(labels = size_formatter()) +
+  scale_x_datetime() +
+  labs(
+    title = "Velox Object Sizes",
+    x = "Date",
+    y = "Size"
+  ) +
+  scale_color_viridis_d()
+ggplotly(sizes_plot) |>
+  layout(legend = list(title = list(text = "Tags Name<br>"))) ## needed because theme legend specs don't work with ggplotly
+```
+
+### Object Sizes 
+:::: {.columns}
+
+::: {.column width="49%"}
+
+```{r object-sizes-release}
+# Select and format the data to be displayed in the release size table
+object_sizes |>
+  filter(type == "release") |>
+  select(tags.name, stats.data) |>
+  arrange(desc(stats.data)) |>
+  gt() |>
+  cols_label(
+    `tags.name` = "Object",
+    `stats.data` = "Size"
+  ) |>
+  fmt(columns = `stats.data`, fn = size_formatter()) |>
+  fmt_markdown(columns = "tags.name") |>
+  cols_align(align = "left", columns = everything()) |>
+  tab_header(title = "Release") |>
+  opt_interactive(use_page_size_select = TRUE, use_search = TRUE)
+```
+
+:::
+
+::: {.column width="2%"}
+
+:::
+
+::: {.column width="49%"}
+
+```{r object-sizes-debug}
+# Select and format the data to be displayed in the debug size table
+object_sizes |>
+  filter(type == "debug") |>
+  select(tags.name, stats.data) |>
+  arrange(desc(stats.data)) |>
+  gt() |>
+  fmt(columns = `stats.data`, fn = size_formatter()) |>
+  fmt_markdown(columns = "tags.name") |>
+  cols_label(
+    `tags.name` = "Object",
+    `stats.data` = "Time"
+  ) |>
+  cols_align(align = "left", columns = everything()) |>
+  tab_header(title = "Debug") |>
+  opt_interactive(use_page_size_select = TRUE, use_search = TRUE)
+```
+
+:::
+
+::::
+
+:::::