diff --git a/report/.python-version b/report/.python-version
new file mode 100644
index 0000000..c8cfe39
--- /dev/null
+++ b/report/.python-version
@@ -0,0 +1 @@
+3.10
diff --git a/report/README.md b/report/README.md
index 708bd53..f14bc96 100644
--- a/report/README.md
+++ b/report/README.md
@@ -7,27 +7,11 @@ It is best to take a look at their usage from previous surveys, and start with t
 
 # Build and install
 
-First install system dependencies, the development packages for `libxml2`, `libxslt1`, `zlib1g`, `libjpeg` and python3. For Debian is for example:
-``` bash
-sudo apt install libxml2-dev libxslt1-dev zlib1g-dev libjpeg-dev libpython3-dev
-```
-
-Ensure you have Python 3.8 installed (last minor release is 3.8.20). Specifically an old version of the `lxml` library is used and due to [this bug](https://bugs.launchpad.net/lxml/+bug/1973155) an accordingly old version of Python is required. If your distribution does not ship anymore with Python 3.8.x you'll have to compile it yourself ([instructions](https://stackoverflow.com/a/62831268)).
-
-To use the scripts, you should install their dependencies first:
-```bash
-$ python3 -m venv venv
-$ source venv/venv/bin/activate
-(venv) $ pip install -U setuptools wheel pip
-(venv) $ pip install -r requirements.txt
-```
-
-Also ensure to install the Pillow library (this step fixes a ValueError "WordCloud Only Supported for TrueType fonts")
-```bash
-(venv) $ pip install -U pillow
-```
-
-and then add this directory to the `PYTHONPATH` of your main Python script, and then use e.g. `from surveyhero.parser import parse_surveyhero_report`.
+Install [uv](https://docs.astral.sh/uv/getting-started/installation/).
+
+Then run `uv sync` to initialize a virtual environment, and add this directory to the `PYTHONPATH` of your main Python script, and then use e.g. `from surveyhero.parser import parse_surveyhero_report`.
+
+You can then execute your analysis scripts using `uv run <script>`.
 
 ## Useful functions
 First, you will probably want to export data from SurveyHero into two CSV files - one containing the aggregated data from
diff --git a/report/pyproject.toml b/report/pyproject.toml
new file mode 100644
index 0000000..48baee7
--- /dev/null
+++ b/report/pyproject.toml
@@ -0,0 +1,19 @@
+[project]
+name = "report"
+version = "0.1.0"
+description = "Helper scripts for survey reports"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+    "beautifulsoup4>=4.13.4",
+    "kaleido==0.2.1",
+    "matplotlib==3.7.5",
+    "multiprocess>=0.70.18",
+    "nelsie==0.16",
+    "pandas==2.3.1",
+    "pillow>=11.3.0",
+    "plotly>=6",
+    "pyarrow==21.0.0",
+    "tqdm==4.66.1",
+    "wordcloud==1.9.3",
+]
diff --git a/report/requirements.txt b/report/requirements.txt
deleted file mode 100644
index add827d..0000000
--- a/report/requirements.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-plotly==5.18.0
-kaleido==0.2.1
-pandas==2.0.3
-matplotlib==3.7.5
-wordcloud==1.9.3
-elsie[cairo]==3.4
-beautifulsoup4==4.12.3
-lxml==4.6.5
-tqdm==4.66.1
-multiprocess==0.70.16
-dill==0.3.8
diff --git a/report/surveyhero/chart.py b/report/surveyhero/chart.py
index f3ed7dc..1c2d5ce 100644
--- a/report/surveyhero/chart.py
+++ b/report/surveyhero/chart.py
@@ -19,7 +19,12 @@ def format_title(question: Question, include_kind: bool = False) -> str:
         kind = "single answer" if question.is_single_answer() else "multiple answers"
         kind = f", {kind}"
 
-    return f'<b>{wrap_text(question.question, max_width=75)}</b><br /><span style="font-size: 0.8em;">(total responses = {question.total_responses}{kind})</span>'
+    title = question.question
+    if "\n" in title:
+        title = title.replace("\n", "<br />")
+    else:
+        title = wrap_text(title, max_width=75)
+    return f'<b>{title}</b><br /><span style="font-size: 0.8em;">(total responses = {question.total_responses}{kind})</span>'
 
 
 def wrap_text(text: str, max_width: int, override_line_size: Optional[str] = None) -> str:
@@ -39,7 +44,14 @@ def make_bar_chart(
         legend_order: Optional[List[str]] = None,
         layout_args: Optional[Dict[str, Any]] = None,
         legend_params: Optional[Dict[str, Any]] = None,
+        sort_by_pct=True,
+        range=(0, 119)
 ) -> Figure:
+    """
+    By default, the X axis is sorted in decreasing order by percentage counts.
+    If `sort_by_pct` is `False`, the original order of answers in the first
+    question is kept.
+    """
     assert len(questions) > 0
     assert len(set(question.year for question in questions)) == len(questions)
 
@@ -56,6 +68,9 @@ def make_bar_chart(
     xaxis_font_size = 9
     override_line_size = f"{12 / xaxis_font_size:.1f}em"
 
+    if legend_order is None and not sort_by_pct:
+        legend_order = [a.answer for a in questions[0].kind.answers]
+
     if legend_order is not None:
         # We need to apply the size hack also to the legend, otherwise the answers won't match
         legend_order = [wrap_text(
@@ -168,7 +183,7 @@ def generate_text(row) -> str:
         # See usage of `override_line_size` above
         xaxis_tickfont=dict(size=xaxis_font_size),
         yaxis_title="Percent out of all responses (%)",
-        yaxis_range=[0, 119],
+        yaxis_range=range,
         yaxis_ticksuffix="%",
         yaxis_fixedrange=True,
         title_text=format_title(questions[0], include_kind=True),
@@ -276,14 +291,14 @@ def make_pie_chart(
 
 def make_matrix_chart(
         question: Question,
-        categories: List[str],
-        category_label: str,
+        categories: Optional[List[str]] = None,
+        category_label: Optional[str] = None,
         option_label: Optional[str] = None,
         height: Optional[int] = None,
         horizontal: bool = False,
         max_label_width=20,
         legend_params: Optional[Dict[str, Any]] = None,
-        textposition = "outside"
+        textposition="outside"
 ) -> Figure:
     """
     Create a matrix chart with different categories.
@@ -291,6 +306,11 @@ def make_matrix_chart(
     """
     assert isinstance(question.kind, MatrixQuestion)
 
+    if categories is None:
+        categories = [a.answer for a in next(iter(question.kind.answer_groups.values()))]
+    if category_label is None:
+        category_label = "Response"
+
     mapping = dict(zip(categories[::-1], range(1, len(categories) + 1)))
 
     items = question.kind.answer_groups.items()
diff --git a/report/surveyhero/parser.py b/report/surveyhero/parser.py
index 80fe7e1..de8806c 100644
--- a/report/surveyhero/parser.py
+++ b/report/surveyhero/parser.py
@@ -3,7 +3,8 @@
 from collections import defaultdict
 from pathlib import Path
 
-from .survey import SurveyFullAnswers, Question, MatrixQuestion, Answer, SimpleQuestion, SurveyReport
+from .survey import SurveyFullAnswers, Question, MatrixQuestion, Answer, SimpleQuestion, \
+    SurveyReport, RatingQuestion, RatingAnswer
 
 
 def parse_surveyhero_answers(path: Path, year: int) -> SurveyFullAnswers:
@@ -46,13 +47,15 @@ def parse_surveyhero_report(path: Path, year: int) -> SurveyReport:
         questions = []
 
         for row in csv.reader(f):
-            if row and "Answer" in row:
+            if row and ("Answer" in row or "Rating" in row):
                 if active_question is not None:
                     questions.append(active_question)
                 question = row[0]
                 kind = SimpleQuestion(answers=[])
                 if row[1] == "Row":
                     kind = MatrixQuestion(answer_groups=defaultdict(list))
+                elif row[2] == "Rating":
+                    kind = RatingQuestion(answers=[])
 
                 count = int(COUNT_REGEX.search(question).group(1))
                 question = question[:question.rindex("(")].strip()
@@ -69,7 +72,7 @@ def parse_surveyhero_report(path: Path, year: int) -> SurveyReport:
                 if all(r == "" for r in row):
                     # Empty row
                     continue
-                elif "Average" in row or "Standard Deviation" in row:
+                elif "Average" in row or "Standard Deviation" in row or "Net Promoter Score" in row:
                     # Statistics
                     continue
                 else:
@@ -88,6 +91,16 @@ def parse_surveyhero_report(path: Path, year: int) -> SurveyReport:
                             answer=normalize_answer(answer),
                             count=count,
                         ))
+                    elif isinstance(active_question.kind, RatingQuestion):
+                        label = row[1]
+                        rating = int(row[2])
+                        count = int(row[3])
+                        active_question.kind.answers.append(RatingAnswer(
+                            answer=Answer(
+                                answer=normalize_answer(label),
+                                count=count),
+                            rating=rating
+                        ))
                     else:
                         print(row)
                         assert False
diff --git a/report/surveyhero/render.py b/report/surveyhero/render.py
index 8272791..af10d2c 100644
--- a/report/surveyhero/render.py
+++ b/report/surveyhero/render.py
@@ -23,18 +23,12 @@ class RenderedChart:
     to_replace: str
 
 
-def make_rel_path(image_dir: Path, path: Path) -> str:
-    path = path.relative_to(image_dir.parent)
-    return f"../../../images/{path}"
-
-
-def render_png(image_dir: Path, renderer: ChartRenderer, chart_id: str) -> Path:
+def render_png(image_dir: Path, renderer: ChartRenderer, chart_id: str) -> str:
     png_bytes = renderer.to_image_bytes(format="png")
     png_bytes = optimize_png_image(png_bytes)
-    png_path = image_dir / f"{chart_id}.png"
-    with open(png_path, "wb") as f:
-        f.write(png_bytes)
-    return png_path
+    png_filename = f"{chart_id}.png"
+    write_if_unchanged(image_dir / png_filename, png_bytes)
+    return png_filename
 
 
 def render_blog_chart(arg) -> RenderedChart:
@@ -47,7 +41,10 @@ def render_blog_chart(arg) -> RenderedChart:
     chart = report.get_chart(chart_id)
 
     def normalize_arg(key, value) -> Tuple[str, Any]:
-        value = int(value)
+        if value == "None":
+            value = None
+        else:
+            value = int(value)
         if key == "xrange":
             key = "layout_args"
             value = dict(xaxis_range=(-1, value))
@@ -62,12 +59,12 @@ def normalize_arg(key, value) -> Tuple[str, Any]:
     height = args.get("height", 600)
 
     # Render the chart as PNG and SVG
-    png_path = render_png(image_dir=image_dir, renderer=chart, chart_id=chart_id)
+    png_filename = render_png(image_dir=image_dir, renderer=chart, chart_id=chart_id)
 
     svg_bytes = chart.to_image_bytes(format="svg")
-    svg_path = image_dir / f"{chart_id}.svg"
-    with open(svg_path, "wb") as f:
-        f.write(svg_bytes)
+    svg_filename = f"{chart_id}.svg"
+    svg_path = image_dir / svg_filename
+    write_if_unchanged(svg_path, svg_bytes)
 
     if isinstance(chart, PlotlyRenderer):
         figure = chart.render_fn(**args)
@@ -96,7 +93,7 @@ def normalize_arg(key, value) -> Tuple[str, Any]:
         div.append(
             BeautifulSoup(
                 f"""<noscript>
-    <img src="{make_rel_path(image_dir=image_dir, path=png_path)}" height="{height}" alt="{chart_id}" />
+    <img src="{png_filename}" height="{height}" alt="{chart_id}" />
 </noscript>""",
                 "html.parser",
             )
@@ -104,12 +101,12 @@ def normalize_arg(key, value) -> Tuple[str, Any]:
 
         links = [
             (
-                make_rel_path(image_dir=image_dir, path=png_path),
+                png_filename,
                 "Download chart as PNG",
                 "PNG",
             ),
             (
-                make_rel_path(image_dir=image_dir, path=svg_path),
+                svg_filename,
                 "Download chart as SVG",
                 "SVG",
             ),
@@ -118,12 +115,12 @@ def normalize_arg(key, value) -> Tuple[str, Any]:
         wordcloud_id = f"{chart_id}-wordcloud"
         wordcloud = report.get_chart(wordcloud_id)
         if wordcloud is not None:
-            wc_png_path = render_png(
+            wc_png_filename = render_png(
                 image_dir=image_dir, renderer=wordcloud, chart_id=wordcloud_id
             )
             links.append(
                 (
-                    make_rel_path(image_dir=image_dir, path=wc_png_path),
+                    wc_png_filename,
                     "Download open answers as wordcloud PNG",
                     "Wordcloud of open answers",
                 )
@@ -153,7 +150,7 @@ def normalize_arg(key, value) -> Tuple[str, Any]:
 
 
 def render_blog_post(
-    template: Path, blog_root: Path, resource_dir: str, report: ChartReport
+        template: Path, blog_dir: Path, report: ChartReport
 ):
     """
     Render a Rust Blog post containing special placeholders that will render as SurveyHero charts from the given `report`.
@@ -168,19 +165,13 @@ def render_blog_post(
     at the end of the template.
 
     :param template: Blog post Markdown template. Its filename will be used to name the generated blog post file.
-    :param blog_root: Local checkout of the https://github.com/rust-lang/blog.rust-lang.org repository
-    :param resource_dir: Name of a directory in <blog_root/static/images> where the rendered charts will be stored.
+    :param blog_dir: A directory of the blog contained in a local checkout of the https://github.com/rust-lang/blog.rust-lang.org repository
     :param report: `ChartReport` containing charts that can be rendered.
     """
-    output_path = blog_root / "posts" / template.name
+    blog_dir.mkdir(parents=True, exist_ok=True)
+    output_path = blog_dir / "index.md"
 
-    image_dir = blog_root / "static" / "images" / resource_dir
-    image_dir.mkdir(parents=True, exist_ok=True)
-    script_dir = blog_root / "static" / "scripts" / resource_dir
-    script_dir.mkdir(parents=True, exist_ok=True)
-    print(
-        f"Generating blog post to {output_path}, image directory {image_dir}, scripts directory {script_dir}"
-    )
+    print(f"Generating blog post to {output_path}")
 
     with open(template) as f:
         document = f.read()
@@ -188,7 +179,7 @@ def render_blog_post(
     matches = list(CHART_MARKER_REGEX.finditer(document))
 
     args = [
-        (image_dir, report, (match.group(0), match.group(1), match.group(2)))
+        (blog_dir, report, (match.group(0), match.group(1), match.group(2)))
         for match in matches
     ]
 
@@ -240,19 +231,20 @@ def render_blog_post(
 window.addEventListener("resize", relayoutCharts);
 document.addEventListener("DOMContentLoaded", relayoutCharts);
 """
-    script_path = script_dir / "charts.js"
-    with open(script_path, "w") as f:
-        f.write(script_text)
+    script_filename = "charts.js"
+    script_path = blog_dir / script_filename
+    write_if_unchanged(script_path, script_text.encode())
 
-    plotly_script_path = script_dir.parent / "plotly-basic-2.29.0.min.js"
+    # Go from <blog-root>/content/<blog-dir> to <blog-root>/static/scripts
+    plotly_script_path = blog_dir.parent.parent / "static/scripts" / "plotly-basic-2.29.0.min.js"
     if not os.path.isfile(plotly_script_path):
         urllib.request.urlretrieve(
             "https://cdn.plot.ly/plotly-basic-2.29.0.min.js", plotly_script_path
         )
 
     scripts = [
-        '<script charset="utf-8" src="../../../scripts/plotly-basic-2.29.0.min.js"></script>',
-        f'<script src="../../../scripts/{script_path.relative_to(script_dir.parent)}"></script>',
+        '<script charset="utf-8" src="/scripts/plotly-basic-2.29.0.min.js"></script>',
+        f'<script src="{script_filename}"></script>',
     ]
 
     script_marker = "<!-- scripts -->"
@@ -263,8 +255,7 @@ def render_blog_post(
     script_str = "<!-- Chart scripts -->\n\n" + "\n\n".join(scripts)
     document = document.replace(script_marker, script_str)
 
-    with open(output_path, "w") as f:
-        f.write(document)
+    write_if_unchanged(output_path, document.encode())
 
 
 def render_pdf_page(args) -> Tuple[str, str, Union[str, bytes]]:
@@ -283,18 +274,17 @@ def render_pdf_page(args) -> Tuple[str, str, Union[str, bytes]]:
 
 
 def render_report_to_pdf(
-    report: ChartReport, output: Path, title: str, include_labels=False
+        report: ChartReport, output: Path, title: str, include_labels=False
 ):
     """
     Renders a PDF report containing all charts from the given `report` into the `output` path.
     """
-    import elsie
-    from elsie.render.backends.cairo.backend import CairoBackend
+    import nelsie
 
     # A4 format
-    slides = elsie.SlideDeck(backend=CairoBackend(), width=595, height=842)
+    slides = nelsie.SlideDeck(width=595, height=842)
     slide = slides.new_slide()
-    slide.box().text(title)
+    slide.text(title, align="center")
 
     print("Rendering charts")
 
@@ -303,26 +293,25 @@ def render_report_to_pdf(
     args = [(report, name) for name in report.charts.keys()]
     with mp.Pool() as pool:
         for name, format, result in tqdm.tqdm(
-            pool.imap(render_pdf_page, args), total=len(args)
+                pool.imap(render_pdf_page, args), total=len(args)
         ):
             slide = slides.new_slide()
 
             if name.endswith("-wordcloud"):
                 slide.box(y=150).text(
                     "Wordcloud of open answers for the previous chart:",
-                    style=elsie.TextStyle(size=20),
+                    style=nelsie.TextStyle(size=20),
                 )
 
-            box = slide.box(width="95%")
             if format == "png":
-                box.image(result, image_type="png")
+                slide.image((result, "png"), width="90%")
             elif format == "svg":
-                box.image(result)
+                slide.image(result, width="90%")
                 os.unlink(result)
             else:
                 assert False
             if include_labels:
-                slide.box(x=5, y=5).text(name, style=elsie.TextStyle(size=10))
+                slide.box(x=5, y=5).text(name, style=nelsie.TextStyle(size=10))
     print("Rendering PDF")
     slides.render(str(output))
 
@@ -338,3 +327,21 @@ def pillow_to_png_bytes(image: Image.Image) -> bytes:
         image.save(buffer, format="png", optimize=True)
         buffer.seek(0)
         return buffer.getvalue()
+
+
+def write_if_unchanged(path: Path, content: bytes):
+    """
+    Writes `content` into the file at `path`.
+    If the file existed before and had the exact same content, nothing will be written.
+    This serves as an optimization for notify/watch tooling, to avoid reloading too much state
+    each time a file is updated with the same content.
+    """
+    try:
+        with open(path, "rb") as f:
+            existing = f.read()
+            if existing == content:
+                return
+    except:
+        pass
+    with open(path, "wb") as f:
+        f.write(content)
diff --git a/report/surveyhero/report.py b/report/surveyhero/report.py
index 5fc40bf..e8a83e6 100644
--- a/report/surveyhero/report.py
+++ b/report/surveyhero/report.py
@@ -1,4 +1,6 @@
-from typing import Dict, Optional, List
+from typing import Dict, Optional, List, Callable
+
+from plotly.graph_objs import Figure
 
 from .chart import make_bar_chart, make_pie_chart, make_wordcloud, make_matrix_chart
 from .survey import Question, normalize_open_answers, MatrixQuestion
@@ -45,9 +47,13 @@ class ChartReport:
     Container that aggregates charts under IDs (string names).
     It can be used to render these charts to a PDF report or a blog post (see `render.py`).
     """
+
     def __init__(self):
         self.charts: Dict[str, ChartRenderer] = {}
 
+    def keep(self, keys: List[str]):
+        self.charts = {k: v for (k, v) in self.charts.items() if k in keys}
+
     def add_bar_chart(self, name: str, question: Question, *baselines: Question, **kwargs):
         questions = [question] + list(baselines)
 
@@ -73,6 +79,12 @@ def render_fn(**args):
 
         self.add_renderer(name, PlotlyRenderer(name=name, render_fn=render_fn))
 
+    def add_custom_chart(self, name: str, func: Callable[[], Figure], **kwargs):
+        def render_fn(**args):
+            return func(**join(kwargs, args))
+
+        self.add_renderer(name, PlotlyRenderer(name=name, render_fn=render_fn))
+
     def add_wordcloud(self, name: str, answers: List[str], **kwargs):
         answers = normalize_open_answers(answers)
 
diff --git a/report/surveyhero/survey.py b/report/surveyhero/survey.py
index 92b8475..0457270 100644
--- a/report/surveyhero/survey.py
+++ b/report/surveyhero/survey.py
@@ -1,5 +1,5 @@
 import dataclasses
-from typing import List, Union, Dict, Optional
+from typing import List, Union, Dict, Optional, Callable
 
 import pandas as pd
 
@@ -47,7 +47,21 @@ def rename_answers(self, diff: Dict[str, str]) -> "MatrixQuestion":
         return dataclasses.replace(self, answer_groups=answer_groups)
 
 
-QuestionKind = Union[SimpleQuestion, MatrixQuestion]
+@dataclasses.dataclass
+class RatingAnswer:
+    answer: Answer
+    rating: int
+
+
+@dataclasses.dataclass
+class RatingQuestion:
+    answers: List[RatingAnswer]
+
+    def rename_answers(self, _diff: Dict[str, str]) -> "RatingQuestion":
+        return self
+
+
+QuestionKind = Union[SimpleQuestion, MatrixQuestion, RatingQuestion]
 
 
 @dataclasses.dataclass
@@ -123,6 +137,27 @@ def add_open(self, open_answers: List[str], id: str, label: str, replace="Other"
         answers.append(Answer(answer=label, count=added_count))
         return dataclasses.replace(self, kind=SimpleQuestion(answers=answers))
 
+    def with_title(self, func: Callable[[str], str]) -> "Question":
+        return Question(
+            id=self.id,
+            year=self.year,
+            question=func(self.question),
+            total_responses=self.total_responses,
+            kind=self.kind
+        )
+
+
+def rating_to_simple_question(question: Question) -> Question:
+    assert isinstance(question.kind, RatingQuestion)
+    return Question(
+        id=question.id,
+        year=question.year,
+        total_responses=question.total_responses,
+        question=question.question,
+        kind=SimpleQuestion(answers=[Answer(answer=str(a.rating), count=a.answer.count) for a in
+                                     question.kind.answers])
+    )
+
 
 @dataclasses.dataclass
 class SurveyReport:
diff --git a/report/surveyhero/utils.py b/report/surveyhero/utils.py
new file mode 100644
index 0000000..df18f79
--- /dev/null
+++ b/report/surveyhero/utils.py
@@ -0,0 +1,34 @@
+from pathlib import Path
+from typing import Optional
+
+from .survey import SurveyReport, SurveyFullAnswers
+
+
+def print_question_index(path: Path, new: SurveyReport, old: Optional[SurveyReport] = None):
+    if old is not None:
+        old_index = 0
+        new_index = 0
+
+        with open(path, "w") as f:
+            while old_index < len(old.questions) or new_index < len(new.questions):
+                if old_index < len(old.questions):
+                    old_q = old.questions[old_index]
+                    print(f"{old.year}/{old_index}: {old_q.question}", file=f)
+                    old_index += 1
+                if new_index < len(new.questions):
+                    new_q = new.questions[new_index]
+                    print(f"{new.year}/{new_index}: {new_q.question}", file=f)
+                    new_index += 1
+    else:
+        with open(path, "w") as f:
+            for (index, question) in enumerate(new.questions):
+                kind = question.kind.__class__.__name__
+                print(f"{new.year}/{index} ({kind}): {question.question}", file=f)
+
+
+def print_answer_index(answers: SurveyFullAnswers, report: SurveyReport, path: Path):
+    with open(path, "w") as f:
+        for (index, question) in enumerate(answers.questions):
+            if any(question == q.question for q in report.questions) and index > 0:
+                print(file=f)
+            print(f"{index}: {question}", file=f)
diff --git a/report/uv.lock b/report/uv.lock
new file mode 100644
index 0000000..b8a5ce8
--- /dev/null
+++ b/report/uv.lock
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diff --git a/surveys/micro/2025-06-compiler-performance.md b/surveys/2025/compiler-performance-survey/questions.md
similarity index 100%
rename from surveys/micro/2025-06-compiler-performance.md
rename to surveys/2025/compiler-performance-survey/questions.md
diff --git a/surveys/2025/compiler-performance-survey/report/blog.md b/surveys/2025/compiler-performance-survey/report/blog.md
new file mode 100644
index 0000000..b3fbbaf
--- /dev/null
+++ b/surveys/2025/compiler-performance-survey/report/blog.md
@@ -0,0 +1,204 @@
++++
+path = "9999/12/31/rust-compiler-performance-survey-2025-results"
+title = "Rust compiler performance survey 2025 results"
+authors = ["Jakub Beránek"]
+
+[extra]
+team = "the compiler performance working group"
+team_url = "https://www.rust-lang.org/governance/teams/compiler#team-wg-compiler-performance"
++++
+
+Two months ago, we launched the first [Rust Compiler Performance Survey](../rust-compiler-performance-survey-2025.md), with the goal of helping us understand the biggest pain points of Rust developers related to build performance. It is clear that this topic is very important for the Rust community, as the survey received over 3 700 responses! We would like to thank everyone who participated in the survey, and especially those who described their workflows and challenges with an open answer. We plan to run this survey annually, so that we can observe long-term trends in Rust build performance and its perception.
+
+In this post, we'll show some interesting results and insights that we got from the survey and promote work that we have already done recently or that we plan to do to improve the build performance of Rust code. If you would like to examine the complete results of the survey, you can find them [here][report].
+
+And now strap in, as there is a lot of data to explore! As this post is relatively long, here is an index of topics that it covers:
+
+- [Overall satisfaction](#overall-satisfaction)
+- [Important workflows](#important-workflows)
+- [Incremental rebuilds](#incremental-rebuilds)
+- [Type checking and IDE performance](#type-checking-and-ide-performance)
+- [Clean and CI builds](#clean-and-ci-builds)
+- [Debug information](#debug-information)
+- [Workarounds for improving build performance](#workarounds-for-improving-build-performance)
+- [Understanding why builds are slow](#understanding-why-builds-are-slow)
+
+## Overall satisfaction
+
+To understand the overall sentiment, we asked our respondents to rate their satisfaction with their build performance, on a scale from 0 (worst) to 10 (best). The average rating was 6, with most people rating their experience with 7 out of 10:
+
+<!-- chart: satisfaction -->
+
+To help us understand the overall build experience in more detail, we also analyzed all open answers (almost six hundred of them) written by our respondents, to help us identify several recurring themes, which we will discuss in this post.
+
+One thing that is clear from both the satisfaction rating and the open answers is that the build experience differs wildly across users and workflows, and it is not as clear-cut as "Rust builds are slow". We actually received many positive comments about users being happy with Rust build performance, and appreciation for it being improved vastly over the past several years to the point where it stopped being a problem.
+
+People also liked to compare their experience with other competing technologies. For example, many people wrote that the build performance of Rust is not worse, or is even better, than what they saw with C++. On the other hand, others noted that the build performance of languages such as Go or Zig is much better than that of Rust.
+
+While it is great to see some developers being happy with the state we have today, it is clear that many people are not so lucky, and Rust's build performance limits their productivity. Around 45% respondents who answered that they are no longer using Rust said that at least one of the reasons why they stopped were long compile times.
+
+In our survey we received a lot of feedback pointing out real issues and challenges in several areas of build performance, which is what we will focus on in this post. 
+
+## Important workflows
+
+The challenges that Rust developers experience with build performance are not always as simple as the compiler itself being slow. There are many diverse workflows with competing trade-offs, and optimizing build performance for them might require completely different solutions. Some approaches for improving build performance can also be quite unintuitive. For example, stabilizing certain language features could help remove the need for certain build scripts or proc macros, and thus speed up compilation across the Rust ecosystem. You can watch [this talk][performance-talk-rustweek] from RustWeek about build performance to learn more.
+
+It is difficult to enumerate all possible build workflows, but we at least tried to ask about workflows that we assumed are common and could limit the productivity of Rust developers the most: 
+
+<!-- chart: limiting-workflows (height=500) -->
+
+We can see that all the workflows that we asked about cause significant problems to at least a fraction of the respondents, but some of them more so than others. To gain more information about the specific problems that developers face, we also asked a more detailed, follow-up question:
+
+<!-- chart: problems (height=650) -->
+
+Based on the answers to these two questions, and other experiences shared in the open answers, we identifified three groups of workflows that we will discuss next:
+
+- Incremental rebuilds after making a small change
+- Type checking using `cargo check` or with a code editor
+- Clean, from-scratch builds, including CI builds
+
+### Incremental rebuilds
+
+Waiting too long for an incremental rebuild after making a small source code change was by far the most common complaint in the open answers that we received, and it was also the most common problem that respondents said they struggle with. Based on our respondents' answers, this comes down to three main bottlenecks:
+
+- **Changes in workspaces trigger unneccessary rebuilds.** If you modify a crate in a workspace that has several dependent crates and perform a rebuild, all those dependent crates will currently have to be recompiled. This can cause a lot of unnecessary work and dramatically increase the latency of rebuilds in large (or deep) workspaces. We have some ideas about how to improve this workflow, such as the ["Relink, don't rebuild"][project-goal-rdr] proposal, but these are currently in a very experimental stage.
+- **The linking phase is too slow.** This was a very common complaint, and it is indeed a real issue, because unlike the rest of the compilation process, linking is always performed "from scratch". The Rust compiler usually delegates linking to an external/system linker, so its performance is not completely within our hands. However, we are attempting to switch to faster linkers by default. For example, the most popular target (`x86_64-unknown-linux-gnu`) has recently switched to the [LLD linker][rust-lld-blog-post], which provides significant performance wins. Long-term, it is possible that some linkers (e.g. [wild]) will allow us to perform even linking incrementally.
+- **Incremental rebuild of a single crate is too slow.** The performance of this workflow depends on the cleverness of the incremental engine of the Rust compiler. While it is already very sophisticated, there are some parts of the compilation process that are not incremental yet or that are not cached in an optimal way. For example, expansion of derive proc macros is not currently cached, although work is underway to [change that][cache-proc-macros].
+
+Several users have mentioned that they would like to see Rust perform hot-patching (such as the `subsecond` system used by the Dioxus UI framwork or similar approaches used e.g. by the Bevy game engine). While these hot-patching systems are very exciting and can produce truly near-instant rebuild times for specialized use-cases, it should be noted that they also come with many limitations and edge-cases, and it does not seem that a solution that would allow hot-patching to work in a robust way has been found yet.
+
+To gauge how long is the typical rebuild latency, we asked our respondents to pick a single Rust project that they work on and which causes them to struggle with build times the most, and tell us how longthey have to wait for it to be rebuilt after making a code change.
+
+<!-- chart: rebuild-wait-time (height=400) -->
+
+Even though many developers do not actually experience this latency after each code change, as they consume results of type checking or inline annotations in their code editor, the fact that 55% of respondents have to wait more than ten seconds for a rebuild is far from ideal.
+
+If we partition these results based on answers to other questions, it is clear that the rebuild times depend a lot on the size of the project:
+
+<!-- chart: rebuild-wait-time-code-size (height=600) -->
+
+And to a lesser factor also on the number of used dependencies:
+
+<!-- chart: rebuild-wait-time-dep-count (height=800) -->
+
+We would love to get to a point where the time needed to rebuild a Rust project is dependent primarily on the amount of performed code changes, rather than on the size of the codebase, but clearly we are not there yet.
+
+### Type checking and IDE performance
+
+Approximately 60% of respondents say that they use `cargo` terminal commands to type check, build or test their code, with `cargo check` being the most commonly used command performed after each code change:
+
+<!-- chart: cargo-commands (height=500) -->
+
+While the performance of `cargo check` does not seem to be as big of a blocker as e.g. incremental rebuilds, it also causes some pain points. One of the most common ones present in the survey responses is the fact that `cargo check` does not share the build cache with `cargo build`. This causes additional compilation to happen when you run e.g. `cargo check` several times to find all type errors, and when it succeeds, you follow up with `cargo build` to actually produce a built artifact. This workflow is an example of competing trade-offs, because sharing the build cache between these two commands by unifying them more would likely make `cargo check` itself slightly slower, which might be undesirable to some users. It is possible that we might be able to find some middle ground to improve the status quo though. You can follow updates to this work in [this issue][cargo-check-build-reuse-issue].
+
+A related aspect is the latency of type checking in code editors and IDEs. Around 87% of respondents say that they use inline annotations in their editor as the primary mechanism of inspecting compiler errors, and around 30% of respondents consider waiting for these annotations to be a big blocker. In the open answers, we also received many reports of Rust Analyzer's performance and memory usage being a limiting factor.
+
+The maintainers of Rust Analyzer are working hard on improving its performance. Its caching system is [being improved][ra-talk-rustweek] to reduce analysis latency, the distributed builds of the editor are now [optimized with PGO][ra-pgo], which provided 15-20% performance wins, and work is underway to integrate the compiler's [new trait solver][ra-new-trait-solver] into Rust Analyzer, which could eventually also result in increased performance.
+
+More than 35% users said that they consider the IDE and Cargo blocking one another to be a big problem. There is an existing workaround for this, where you can configure Rust Analyzer to use a different target directory than Cargo, at the cost of increased disk space usage. We realized that this workaround has not been documented in a very visible way, so we added it to the [FAQ section][ra-cargo-blocking] of the Rust Analyzer book.
+
+### Clean and CI builds
+
+Around 20% of participants responded that clean builds are a significant blocker for them. In order to improve their performance, you can try a recently introduced experimental Cargo and compiler option called [`hint-mostly-unused`][hint-mostly-unused], which can in certain situations help improve the performance of clean builds, particularly if your dependencies contain a lot of code that might not actually be used by your crate(s).
+
+One area where clean builds might happen often is Continuous Integration (CI). 1495 respondents said that they use CI to build Rust code, and around 25% of them consider its performance to be a big blocker for them. However, almost 36% of respondents who consider CI build performace to be a big issue said that they do not use any caching in CI, which we found surprising. One explanation might be that the generated artifacts (the `target` directory) is too large for effective caching, and runs into usage limits of CI providers, which is something that we saw mentioned repeatedly in the open answers section. We have recently introduced an experimental Cargo and compiler option called [`-Zembed-metadata`][cargo-no-embed-metadata] that is designed to reduce the size of the `target` directory, which might help with this issue somewhat in the future.
+
+## Debug information
+
+The default Cargo `dev` profile generates full debug information (debuginfo) both for workspace crates and also all dependencies. This enables stepping through code with a debugger, but it also increases disk usage of the `target` directory, and crucially it makes compilation and linking slower. This effect can be quite large, as our benchmarks show a possible improvement of [2-30% in cycle counts][perf-debug-line-tables-only] if we reduce the debuginfo level to `line-tables-only` (which only generates enough debuginfo for backtraces to work), and the improvements are [even larger][perf-debug-false] if we disable debuginfo generation completely[^lld].
+
+[^lld]: This benchmark was already performed using the fast LLD linker. If a slower linker was used, the build time wins would likely be even larger.
+
+However, if Rust developers debug their code after most builds, then this cost might be justified. We thus asked them how often they use a debugger to debug their Rust code:
+
+<!-- chart: debugger (height=500) -->
+
+Based on these results, it seems that the respondents of our survey do not actually use a debugger all that much[^why-not-debug]. Similarly, only 6% of respondents answered that they use a profiler (which also benefits from at least basic debuginfo) often.
+
+[^why-not-debug]: Potentially because of the strong invariants upheld by the Rust type system, and partly also because the Rust debugging experience might not be optimal for many users, which is a feedback that we received in the [State of Rust 2024 survey][state-of-rust-2024].
+
+On the other hand, when we asked people if they require debuginfo to be generated by default, the responses were much less clear-cut:
+
+<!-- chart: required-debuginfo (height=400) -->
+
+This is the problem with changing defaults: it is challenging to improve the workflows of one user without regressing the workflow of another.  For completeness, here are the answers to the previous question partitioned on the answer to the "How often do you use a debugger" question:
+
+<!-- chart: required-debuginfo-debugger (height=400) -->
+
+It was surprising for us to see that around a quarter of respondents who (almost) never use a debugger still want to have full debuginfo generated by default.
+
+Of course, you can always disable debuginfo manually to improve your build performance, but not everyone knows about that option, and defaults matter a lot. The Cargo team is [considering][cargo-issue-dev-debug] ways of changing the status quo, for example by reducing the level of generated debug information in the `dev` profile, and introducing a new built-in profile designed for debugging.
+
+## Workarounds for improving build performance
+
+Build performance of Rust is affected by many different aspects, including the configuration of the build system (usually Cargo) and the Rust compiler, but also the organization of Rust crates and used source code patterns. There are thus several approaches that can be used to improve build performance by either using different configuration options or restructuring source code. We asked our respondents if they are even aware of such possibilities, whether they have tried them and how effective they were:
+
+<!-- chart: compile-time-improvement-mechanisms -->
+
+It seems that the most popular (and effective) mechanisms for improving build performance are reducing the number of dependencies and their activated features, and splitting larger crates into smaller crates. The most common way of improving build performance without making source code changes seems to be the usage of an alternative linker. It seems that especially the `mold` and `lld` linkers are very popular:
+
+<!-- chart: alternative-linker (height=500) -->
+
+We have good news here! After many years, we have finally switched the most popular `x86_64-unknown-linux-gnu` Linux target to use the `lld` linker, resulting in faster link times *by default*. Over time, we will be able to evaluate how disruptive is this change to the overall Rust ecosystem, and whether we could e.g. switch to a different (even faster) linker.
+
+### Build performance guide
+
+We were surprised by the relatively large number of users who were unaware of some approaches for improving compilation times, in particular those that are very easy to try and typically do not require source code changes (such as reducing debuginfo or using a different linker or a codegen backend). Furthermore, almost 42% of respondents have not tried to use *any* mechanism for improving build performance whatsoever. While this is not totally unexpected, as some of these mechanisms require using the nightly toolchain or making non-trivial changes to source code, we think that one the reasons is also simply that Rust developers might not know about these mechanisms being available. In the open answers, several people also noted that they would appreciate if there was some sort of official guidance from the Rust Project about such mechanisms for improving compile times.
+
+It should be noted that the mechanisms that we asked about are in fact workarounds that present various trade-offs, and these should always be carefully considered. Several people have expressed dissatisfaction with some of these workarounds in the open answers, as they find it unacceptable to modify their code (which could sometimes result e.g. in increased maintenance costs or worse runtime performance) just to achieve reasonable compile times. Nevertheless, these workarounds can still be incredibly useful in some cases.
+
+The feedback that we received shows that it might be beneficial to spread awareness of these mechanisms in the Rust community more, as some of them can make a really large difference in build performance, but also to candidly explain the trade-offs that they introduce. Even though several great resources that cover this topic already exist online, we decided to create an [official guide][cargo-build-performance-guide] for optimizing build performance (currently work-in-progress), which will likely be hosted in the [Cargo book][cargo-book]. The aim of this guide is to increase the awareness of various mechanisms for improving build performance, and also provide a framework for evaluating their trade-offs.
+
+Our long-standing goal is to make compilation so fast that similar workarounds will not be necessary anymore for the vast majority of use-cases. However, there is no free lunch, and the combination of Rust's strong type system guarantees, its compilation model and also heavy focus on runtime performance often go against very fast (re)build performance, and might require usage of at least some workarounds. We hope that this guide will help Rust developers learn about them and evaluate them for their specific use-case.
+
+## Understanding why builds are slow
+
+When Rust developers experience slow builds, it can be challenging to identify where exactly is the compilation process spending time, and what could be the bottleneck. It seems that only very few Rust developers leverage tools for profiling their builds:
+
+<!-- chart: profiling-tools (height=450) -->
+
+This hardly comes as a surprise. There are currently not that many ways of intuitively understanding the performance characteristics of Cargo and `rustc`. Some tools offer only a limited amount of information (e.g. `cargo build --timings`), and the output of others (e.g. `-Zself-profile`) is very hard to interpret without knowledge of the compiler internals.
+
+To slightly improve this situation, we have recently added support for displaying [link times][cargo-linker-timings] to the `cargo build --timings` output, to provide more information about the possible bottleneck in crate compilation (note this feature has not been stabilized yet).
+
+Long-term, it would be great to have tooling that could help Rust developers diagnose compilation bottlenecks in their crates without them having to understand how the compiler works. For example, it could help answer questions such as "Which code had to be recompiled after a given source change" or "Which (proc) macros take the longest time to expand or produce the largest output", and ideally even offer some actionable suggestions. We plan to work on such tooling, but it will take time to manifest.
+
+One approach that could help Rust compiler contributors understand why are Rust (re)builds slow "in the wild" is the opt-in [compilation metrics collection initiative][project-goal-metrics-initiative].
+
+## What's next
+
+There are more interesting things in the survey results, for example how do answers to selected questions differ based on the used operating system. You can examine the full results in the [full report PDF][report].
+
+We would like to thank once more everyone who has participated in our survey. It helped us understand which workflows are the most painful for Rust developers, and especially the open answers provided several great suggestions that we tried to act upon.
+
+Even though the Rust compiler is getting increasingly faster every year, we understand that many Rust developers require truly significant improvements to improve their productivity, rather than "just" incremental performance wins. Our goal for the future is to finally stabilize long-standing initiatives that could improve build performance a lot, such as the [Cranelift codegen backend][project-goal-cranelift] or the [parallel compiler frontend][project-goal-parallel-frontend]. One such initiative (using a [faster linker by default][rust-lld-blog-post]) has finally landed recently, but the fact that it took many years shows how difficult it is to make such large cutting changes to the compilation process.
+
+There are other ambitious ideas for reducing (re)build times, such as [avoiding unnecessary workspace rebuilds][project-goal-rdr] or e.g. using some form of [incremental linking][wild], but these will require a lot of work and design discussions.
+
+We know that some people are wondering why it takes so much time to achieve progress in improving the build performance of Rust. The answer is relatively simple. These changes require a lot of work, domain knowledge (that takes a relatively long time to acquire) and many discussions and code reviews, and the pool of people that have time and motivation to work on them or review these changes is very limited. Current compiler maintainers and contributors (many of whom work on the compiler as volunteers, without any funding) work very hard to keep up with maintaining the compiler and keeping it working with a high-quality bar that Rust developers expect, across many targets, platforms and operating systems. Introducing large structural changes, which are likely needed to reach massive performance improvements, would require a lot of concentrated effort and funding.
+
+[report]: https://raw.githubusercontent.com/rust-lang/surveys/main/surveys/2025/compiler-performance-survey/report/compiler-performance-2025-report.pdf
+[perf-debug-line-tables-only]: https://perf.rust-lang.org/compare.html?start=0d0f4eac8b98133e5da6d3604d86a8f3b5a67844&end=71ea9a0cacc3473c7b6852c17453259f74635c62&stat=cycles%3Au&doc=false&check=false&opt=false
+[perf-debug-false]: https://perf.rust-lang.org/compare.html?start=bea625f3275e3c897dc965ed97a1d19ef7831f01&end=87c3e1ecd699573f7cb4c9074b8727956bd37a74&stat=cycles%3Au&check=false&opt=false&doc=false
+[cargo-issue-dev-debug]: https://github.com/rust-lang/cargo/issues/15931
+[state-of-rust-2024]: https://blog.rust-lang.org/2025/02/13/2024-State-Of-Rust-Survey-results/#challenges
+[cargo-build-performance-guide]: https://github.com/rust-lang/cargo/pull/15924
+[cargo-book]: https://doc.rust-lang.org/cargo
+[cargo-linker-timings]: https://github.com/rust-lang/cargo/pull/15923
+[cargo-no-embed-metadata]: https://doc.rust-lang.org/nightly/cargo/reference/unstable.html#no-embed-metadata
+[cargo-check-build-reuse-issue]: https://github.com/rust-lang/cargo/issues/3501
+[cache-proc-macros]: https://github.com/rust-lang/rust/pull/145354
+[rust-lld-blog-post]: https://blog.rust-lang.org/2025/09/01/rust-lld-on-1.90.0-stable
+[project-goal-rdr]: https://rust-lang.github.io/rust-project-goals/2025h2/relink-dont-rebuild.html
+[project-goal-cranelift]: https://rust-lang.github.io/rust-project-goals/2025h2/production-ready-cranelift.html
+[project-goal-parallel-frontend]: https://rust-lang.github.io/rust-project-goals/2025h2/parallel-front-end.html
+[project-goal-metrics-initiative]: https://rust-lang.github.io/rust-project-goals/2025h1/metrics-initiative.html
+[wild]: https://github.com/davidlattimore/wild
+[hint-mostly-unused]: https://blog.rust-lang.org/inside-rust/2025/07/15/call-for-testing-hint-mostly-unused
+[performance-talk-rustweek]: https://www.youtube.com/watch?v=-jy4HaNEJCo
+[ra-talk-rustweek]: https://www.youtube.com/watch?v=tn6qwhMNBJo
+[ra-pgo]: https://github.com/rust-lang/rust-analyzer/pull/19582
+[ra-new-trait-solver]: https://github.com/rust-lang/rust-analyzer/pull/20329
+[ra-cargo-blocking]: https://rust-analyzer.github.io/book/faq.html#rust-analyzer-and-cargo-compete-over-the-build-lock
+
+<!-- scripts -->
diff --git a/surveys/2025/compiler-performance-survey/report/compiler-performance-2025-report.pdf b/surveys/2025/compiler-performance-survey/report/compiler-performance-2025-report.pdf
new file mode 100644
index 0000000..63bd451
Binary files /dev/null and b/surveys/2025/compiler-performance-survey/report/compiler-performance-2025-report.pdf differ
diff --git a/surveys/2025/compiler-performance-survey/report/main.py b/surveys/2025/compiler-performance-survey/report/main.py
new file mode 100644
index 0000000..a7ee3e4
--- /dev/null
+++ b/surveys/2025/compiler-performance-survey/report/main.py
@@ -0,0 +1,661 @@
+import itertools
+import random
+import sys
+from pathlib import Path
+from typing import List, Any, Callable
+
+import numpy as np
+import pandas as pd
+import plotly.express as px
+from collections import defaultdict
+from plotly.graph_objs import Figure
+
+CURRENT_DIR = Path(__file__).absolute().parent
+ROOT_DIR = CURRENT_DIR.parent.parent.parent.parent
+REPORT_SCRIPT_DIR = ROOT_DIR / "report"
+
+sys.path.insert(0, str(REPORT_SCRIPT_DIR))
+
+from surveyhero.parser import parse_surveyhero_report, parse_surveyhero_answers
+from surveyhero.render import render_blog_post, render_report_to_pdf
+from surveyhero.report import ChartReport
+from surveyhero.survey import Question, SurveyFullAnswers, SurveyReport, rating_to_simple_question
+from surveyhero.utils import print_question_index
+
+
+def print_answers(a: Question, b: Question):
+    assert a.is_simple()
+    assert b.is_simple()
+
+    a_answers = set(a.answer for a in a.kind.answers)
+    b_answers = set(a.answer for a in b.kind.answers)
+    answers = a_answers | b_answers
+    for answer in sorted(answers):
+        has_a = answer in a_answers
+        has_b = answer in b_answers
+        print(answer, has_a, has_b)
+
+
+def print_answer_index(answers: SurveyFullAnswers, report: SurveyReport, path: Path):
+    with open(path, "w") as f:
+        for (index, question) in enumerate(answers.questions):
+            if any(question == q.question for q in report.questions) and index > 0:
+                print(file=f)
+            print(f"{index}: {question}", file=f)
+
+
+def inspect_open_answers(answers: List[str]):
+    normalized = defaultdict(int)
+    for answer in answers:
+        answer = answer.strip().lower()
+        normalized[answer] += 1
+    items = sorted(normalized.items(), key=lambda x: x[1], reverse=True)
+    for (value, count) in items:
+        print(f"{value}: {count}")
+
+
+def group_by_pct(df: pd.DataFrame, group_by_columns: List[str]) -> pd.DataFrame:
+    grouped_count = df.groupby(group_by_columns).agg({
+        "id": "count"
+    }).rename(columns={"id": "pct"})
+
+    reset_level = tuple(itertools.islice(range(len(group_by_columns)), len(group_by_columns) - 1))
+    grouped_pct = grouped_count.groupby(level=reset_level).apply(lambda x: 100 * x / x.sum())
+    return grouped_pct.reset_index(level=reset_level)["pct"].reset_index()
+
+
+def render_stacked_bar_chart(
+        df: pd.DataFrame,
+        col: str,
+        row: str,
+        title: str,
+        col_title: str,
+        row_title: str,
+        pct=True,
+        height=600,
+        grid=None,
+        **kwargs
+) -> Figure:
+    """
+    Renders a stacked bar chart from the individual groups created by `col` and `row`.
+
+    If `pct` is `True`, then the values will be normalized to percentages within the individual
+    groups.
+    """
+    assert col in df.columns
+    assert col != col_title
+    assert row in df.columns
+    assert row != row_title
+
+    if pct:
+        title += " (%)"
+    else:
+        title += " (absolute counts)"
+
+    df = df.rename(columns={
+        row: row_title,
+        col: col_title
+    })
+    if "category_orders" in kwargs and row in kwargs["category_orders"]:
+        kwargs["category_orders"][row_title] = kwargs["category_orders"][row]
+        del kwargs["category_orders"][row]
+    if "category_orders" in kwargs and col in kwargs["category_orders"]:
+        kwargs["category_orders"][col_title] = kwargs["category_orders"][col]
+        del kwargs["category_orders"][col]
+
+    row = row_title
+    col = col_title
+
+    group_by_columns = [col, row]
+    if grid is not None:
+        group_by_columns = [grid] + group_by_columns
+
+    title = f"<b>{title}</b>"
+    if pct:
+        df = df[~df[col].isna()]
+        assert len(df) > 0
+        data = group_by_pct(df, group_by_columns)
+        title += '<br /><span style="font-size: 0.8em;">The percentages are relative to each individual group on the X axis</span>'
+    else:
+        data = df.groupby(group_by_columns)["id"].count().reset_index().rename(
+            columns=dict(id="count"))
+
+    data = data.rename(columns=dict(pct="Percentage (%)"))
+    fig = px.bar(data,
+                 x=col,
+                 y="Percentage (%)" if pct else "count",
+                 color=row,
+                 facet_col=grid,
+                 facet_col_wrap=3,
+                 title=title,
+                 height=height,
+                 **kwargs)
+    fig.for_each_annotation(lambda a: a.update(text=a.text.split("=")[-1]))
+
+    return fig
+
+
+def compiler_performance_2025_report(df: pd.DataFrame) -> ChartReport:
+    res = parse_surveyhero_report(
+        Path(ROOT_DIR / "data/2025/compiler-performance/summary.csv"),
+        year=2025)
+    answers = parse_surveyhero_answers(
+        Path(ROOT_DIR / "data/2025/compiler-performance/responses.csv"), year=2025)
+
+    print_answer_index(answers, res, Path("answers.txt"))
+    print_question_index(Path("questions.txt"), res)
+
+    report = ChartReport()
+    report.add_bar_chart("do-you-use-rust", res.q(0))
+    report.add_bar_chart("reason-stop-using-rust", res.q(1))
+    report.add_bar_chart("development-os", res.q(2), xaxis_tickangle=30)
+    report.add_bar_chart("rust-at-company", res.q(3), xaxis_tickangle=30,
+                         sort_by_pct=False)
+
+    build_systems_diff = {
+        "I use some other build system": ["I use some other build system",
+                                          "If you use other build system(s), which ones do you use?"]
+    }
+    report.add_bar_chart("build-systems", res.q(4).combine_answers(build_systems_diff),
+                         xaxis_tickangle=30)
+    report.add_wordcloud("build-systems-wordcloud", answers.answers[21])
+
+    report.add_bar_chart("how-do-you-build-rust-projects", res.q(5),
+                         xaxis_tickangle=30)
+
+    workflows_diff = {
+        "Type checking (change code, type check using cargo check or IDE)": "cargo check",
+        "Running tests (change code, run tests cargo test or IDE)": "cargo test",
+        "Unoptimized rebuilds (change code, rebuild without optimizations)": "Unoptimized rebuilds",
+        "Optimized rebuilds (change code, rebuild with optimizations)": "Optimized rebuilds",
+        "Workspace rebuilds (change a crate which causes multiple other crates in your workspace to be rebuilt)": "Workspace rebuilds",
+        "Clean unoptimized builds (build a crate graph from scratch)": "Clean unoptimized builds",
+        "Clean optimized builds (build a crate graph from scratch)": "Clean optimized builds",
+        "CI (Continuous Integration) builds": "CI builds",
+    }
+    report.add_matrix_chart("limiting-workflows", res.q(6).rename_answers(workflows_diff),
+                            horizontal=True,
+                            category_label="Severity",
+                            height=800,
+                            textposition="inside",
+                            legend_params=dict(
+                                orientation="h",
+                                y=-0.05,
+                            ))
+    report.add_bar_chart("caching", res.q(7))
+    report.add_wordcloud("caching-wordcloud", answers.answers[42])
+
+    report.add_bar_chart(
+        "project-size-lines",
+        res.q(8),
+        xaxis_tickangle=30,
+        sort_by_pct=False
+    )
+    report.add_bar_chart(
+        "project-size-dependencies",
+        res.q(9),
+        xaxis_tickangle=30,
+        sort_by_pct=False
+    )
+    report.add_bar_chart(
+        "rebuild-wait-time",
+        res.q(10),
+        xaxis_tickangle=30,
+        sort_by_pct=False
+    )
+
+    rebuild_time_order = [
+        "<1s",
+        "1-5s",
+        "5-10s",
+        "10-30s",
+        "30s-1m",
+        "1-5m",
+        ">5m"
+    ]
+
+    os_order = ["Linux", "macOS", "Windows", "Windows Subsystem for Linux", "Other"]
+    report.add_custom_chart("rebuild-wait-time-os",
+                            lambda **kwargs: render_stacked_bar_chart(
+                                df,
+                                col="os",
+                                row="rebuild-time",
+                                col_title="Operating system",
+                                row_title="Rebuild time",
+                                title="Average rebuild time based on OS",
+                                category_orders={
+                                    "os": os_order,
+                                    "rebuild-time": rebuild_time_order
+                                },
+                                **kwargs
+                            ),
+                            height=800)
+
+    core_count_order = [
+        "1",
+        "2-4",
+        "5-8",
+        "9-16",
+        "17-32",
+        "More than 32 cores"
+    ]
+    code_size_order = [
+        "Less than 2 thousand lines",
+        "2-10 thousand lines",
+        "11-50 thousand lines",
+        "51-100 thousand lines",
+        "101-500 thousand lines",
+        "More than 500 thousand lines of code"
+    ]
+    report.add_custom_chart("rebuild-wait-time-code-size",
+                            lambda **kwargs: render_stacked_bar_chart(
+                                df,
+                                col="code-size",
+                                row="rebuild-time",
+                                col_title="Codebase size",
+                                row_title="Rebuild time",
+                                title="Average rebuild time based on project size",
+                                category_orders={
+                                    "code-size": code_size_order,
+                                    "rebuild-time": rebuild_time_order
+                                },
+                                **kwargs
+                            ), height=800)
+
+    df["lines-of-code-est"] = df["code-size"].apply(lambda v: {
+        "2-10 thousand lines": 5000,
+        "11-50 thousand lines": 25000,
+        "51-100 thousand lines": 75000,
+        "101-500 thousand lines": 250000,
+    }.get(v, np.nan))
+    df["rebuild-time-est"] = df["rebuild-time"].apply(lambda v: {
+        "Less than a second": 0.5,
+        "Between 1 and 5 seconds": 2.5,
+        "Between 5 and 10 seconds": 7.5,
+        "Between 10 and 30 seconds": 20,
+        "Between 30 seconds and 1 minute": 45,
+        "Between 1 and 5 minutes": 150,
+    }.get(v, np.nan))
+    df["build-perf-est"] = df["lines-of-code-est"] / df["rebuild-time-est"]
+    group = df.groupby("core-count")["build-perf-est"].mean().reset_index()
+    # report.add_custom_chart("rebuild-wait-time-code-size-hw-cores",
+    #                         lambda **kwargs: px.bar(group,
+    #                                                 x="core-count",
+    #                                                 y="build-perf-est",
+    #                                                 category_orders={
+    #                                                     "core-count": core_count_order
+    #                                                 }))
+    report.add_custom_chart("rebuild-wait-time-dep-count",
+                            lambda **kwargs: render_stacked_bar_chart(
+                                df,
+                                col="dep-count",
+                                row="rebuild-time",
+                                col_title="",
+                                row_title="Rebuild time",
+                                grid="code-size",
+                                title="Average rebuild time based on project size and dependency count",
+                                facet_col_spacing=0.05,
+                                category_orders={
+                                    "dep-count": [
+                                        "No dependencies",
+                                        "1-10 dependencies",
+                                        "11-50 dependencies",
+                                        "51-100 dependencies",
+                                        "101-200 dependencies",
+                                        "201-300 dependencies",
+                                        "301-500 dependencies",
+                                        "More than 500 dependencies"
+                                    ],
+                                    "rebuild-time": rebuild_time_order,
+                                    "code-size": code_size_order
+                                },
+                                **kwargs
+                            ), height=800)
+
+    report.add_matrix_chart(
+        "problems",
+        res.q(11),
+        horizontal=True,
+        category_label="Severity",
+        height=800,
+        textposition="inside",
+        legend_params=dict(
+            orientation="h",
+            y=-0.05,
+        )
+    )
+    report.add_bar_chart(
+        "compile-error-examination",
+        res.q(12),
+    )
+    report.add_wordcloud("compile-error-examination-wordcloud", answers.answers[57])
+    report.add_matrix_chart(
+        "cargo-commands",
+        res.q(13),
+        horizontal=True,
+        category_label="Severity",
+        height=800,
+        textposition="inside",
+        legend_params=dict(
+            orientation="h",
+            y=-0.05,
+        )
+    )
+    report.add_matrix_chart(
+        "profiling-tools",
+        res.q(14),
+        horizontal=True,
+        category_label="Severity",
+        height=800,
+        textposition="inside",
+        legend_params=dict(
+            orientation="h",
+            y=-0.05,
+        )
+    )
+    comptime_mechanisms_diff = {
+        "Disable (or reduce) debuginfo (e.g. set debug = 0 in Cargo.toml)": "Disable or reduce debuginfo",
+        "Parallel compiler frontend (pass -Zthreads=<N> to the compiler)": "Parallel compiler frontend",
+        'Cranelift codegen backend (e.g. set codegen-backend = "cranelift" in Cargo.toml)': "Cranelift backend",
+        "Alternative linker (e.g. lld/mold/wild)": "Alternative linker",
+        "Caching compiler wrapper (e.g. sccache)": "Caching compiler wrapper",
+        "Share target directory amongst multiple projects (e.g. with CARGO_TARGET_DIR)": "Share target directory",
+        "Split crates into smaller crates": "Split crates",
+        "Reduce the amount of dependencies": "Reduce dependency count",
+        "Create a Cargo feature to make certain dependencies (or their features) opt-in": "Create opt-in Cargo features",
+        "Reduce usage of generic code (e.g. by converting it to dyn Trait instead)": "Reduce usage of generic code",
+    }
+    report.add_matrix_chart(
+        "compile-time-improvement-mechanisms",
+        res.q(15).rename_answers(comptime_mechanisms_diff),
+        horizontal=True,
+        category_label="Severity",
+        height=800,
+        textposition="inside",
+        legend_params=dict(
+            orientation="h",
+            y=-0.05,
+        )
+    )
+    report.add_bar_chart(
+        "alternative-linker",
+        res.q(16),
+    )
+    report.add_custom_chart("alternative-linker-os", lambda **kwargs: render_stacked_bar_chart(
+        df,
+        col="os",
+        row="linker",
+        col_title="",
+        row_title="Rebuild time",
+        title="Alternative linker used based on OS",
+        pct=False,
+        category_orders={
+            "os": os_order
+        },
+        **kwargs
+    ))
+
+    report.add_wordcloud("alternative-linker-wordcloud", answers.answers[87])
+    report.add_bar_chart(
+        "nightly-compiler",
+        res.q(17),
+    )
+    report.add_wordcloud(
+        "nightly-compiler-wordcloud",
+        answers.answers[89],
+    )
+    report.add_bar_chart(
+        "debugger",
+        res.q(18),
+        xaxis_tickangle=30,
+        sort_by_pct=False
+    )
+    report.add_bar_chart(
+        "profiler",
+        res.q(19),
+        xaxis_tickangle=30,
+        sort_by_pct=False
+    )
+    report.add_bar_chart(
+        "required-debuginfo",
+        res.q(20),
+    )
+
+    frequency_order = ["Almost always", "Often",
+                       "Sometimes", "Never or very rarely"]
+    debuginfo_order = ["Yes", "Only for my code", "No"]
+    report.add_custom_chart(
+        "required-debuginfo-debugger",
+        lambda **kwargs: render_stacked_bar_chart(
+            df,
+            "how-often-do-you-use-debugger",
+            "require-debuginfo",
+            col_title="Do you use a debugger?",
+            row_title="Do you require debuginfo?",
+            title="Debuginfo requirement based on the usage of a debugger",
+            category_orders={
+                "how-often-do-you-use-debugger": frequency_order,
+                "require-debuginfo": debuginfo_order
+            },
+            **kwargs
+        )
+    )
+    report.add_custom_chart(
+        "required-debuginfo-profiler",
+        lambda **kwargs: render_stacked_bar_chart(
+            df,
+            "how-often-do-you-use-profiler",
+            "require-debuginfo",
+            col_title="Do you use a profiler?",
+            row_title="Do you require debuginfo?",
+            title="Debuginfo requirement based on the usage of a profiler",
+            category_orders={
+                "how-often-do-you-use-profiler": frequency_order,
+                "require-debuginfo": debuginfo_order
+            },
+            **kwargs
+        )
+    )
+
+    report.add_bar_chart(
+        "hw-cores",
+        res.q(21),
+        sort_by_pct=False
+    )
+    report.add_custom_chart(
+        "rebuild-wait-time-hw-cores",
+        lambda **kwargs: render_stacked_bar_chart(
+            df,
+            col="core-count",
+            row="rebuild-time",
+            row_title="Rebuild time",
+            col_title="",
+            title="Rebuild time based on core count",
+            category_orders={
+                "rebuild-time": rebuild_time_order,
+                "core-count": core_count_order
+            },
+            **kwargs
+        )
+    )
+
+    report.add_bar_chart(
+        "hw-ram",
+        res.q(22),
+        sort_by_pct=False
+    )
+    report.add_bar_chart(
+        "satisfaction",
+        rating_to_simple_question(res.q(23)).with_title(
+            lambda title: format(f"{title}\n(0 = worst, 10 = best)")),
+        sort_by_pct=False,
+        height=400
+    )
+    report.add_custom_chart(
+        "satisfaction-code-size",
+        lambda **kwargs: render_stacked_bar_chart(
+            df,
+            col="code-size",
+            row="satisfaction",
+            row_title="Satisfaction (10 = best)",
+            col_title="",
+            title="Overall satisfaction based on project size",
+            category_orders={
+                "code-size": code_size_order
+            },
+            **kwargs
+        )
+    )
+    report.add_custom_chart(
+        "satisfaction-os",
+        lambda **kwargs: render_stacked_bar_chart(
+            df,
+            col="os",
+            row="satisfaction",
+            row_title="Satisfaction (10 = best)",
+            col_title="",
+            title="Overall satisfaction based on operating system",
+            category_orders={
+                "os": os_order,
+                "code-size": code_size_order
+            },
+            **kwargs
+        )
+    )
+
+    return report
+
+
+def create_df(path: Path) -> pd.DataFrame:
+    data = pd.read_csv(path)
+
+    def remap(df, col, mapping):
+        return df[col].map(lambda v: mapping.get(v, v))
+
+    def find_single_value_or_nan(row):
+        nonnan_value = row.last_valid_index()
+        if nonnan_value is None:
+            return np.nan
+        if nonnan_value.startswith("Other"):
+            return "Other"
+        return nonnan_value
+
+    def find_any_or_nan(row, needles: List[str]):
+        nonnan_value = row.last_valid_index()
+        if nonnan_value is None:
+            return np.nan
+        return any(v in needles for v in row if v is not np.nan)
+
+    def reconstruct_col(name: str, answer_count: int, map_value: Callable[[Any], Any]):
+        """
+        Reconstructs answers from a wide format to a long format.
+        For example, if `name` is `foo` and there are three answers:
+
+        foo a   b   c
+            x   nan nan
+            nan x   nan
+            nan nan nan
+            nan nan x
+
+        Then it would return ["a", "b", nan, "c"].
+        """
+        col_index = data.columns.get_loc(name)
+        col_data = data.iloc[:, col_index + 1:col_index + answer_count + 1]
+
+        return col_data.apply(map_value, axis=1)
+
+    frequency_mapping = {
+        "Almost always (e.g. after almost every build)": "Almost always",
+        "Sometimes (e.g. once per week or less)": "Sometimes",
+        "Often (e.g. multiple times per day)": "Often"
+    }
+    df = pd.DataFrame({
+        "id": data["ID"],
+        "core-count": data["How many cores does your computer have?"],
+        "rebuild-time": data[
+            'How long do you need to wait for the compiler to rebuild your code after making a change?'].apply(
+            lambda v: {
+                "Less than a second": "<1s",
+                "Between 1 and 5 seconds": "1-5s",
+                "Between 5 and 10 seconds": "5-10s",
+                "Between 10 and 30 seconds": "10-30s",
+                "Between 30 seconds and 1 minute": "30s-1m",
+                "Between 1 and 5 minutes": "1-5m",
+                "More than 5 minutes": ">5m",
+            }.get(v, v)),
+        "how-often-do-you-use-debugger": remap(
+            data,
+            "How often do you use a debugger to debug your Rust code?",
+            frequency_mapping),
+        "how-often-do-you-use-profiler": remap(
+            data,
+            "How often do you use a profiler to profile your Rust code?",
+            frequency_mapping),
+        "require-debuginfo": remap(
+            data,
+            "Do you require unoptimized builds to have debuginfo by default?",
+            {
+                "Yes, I want full debuginfo by default": "Yes",
+                "Yes, but I do not need full debuginfo for my dependencies, just for my code": "Only for my code",
+                "No, I would prefer slightly faster compilation with less debuginfo by default": "No"
+            }
+        ),
+        "os": reconstruct_col("Which operating systems do you use regularly for Rust development?",
+                              5, find_single_value_or_nan),
+        "code-size": data[
+            "How large is the Rust project that you work on in terms of lines of Rust code?"],
+        "dep-count": data[
+            "How large is the Rust project that you work on in terms of (Cargo) dependencies?"],
+        "linker": reconstruct_col("If you use an alternative linker, which one do you use?", 5,
+                                  find_single_value_or_nan),
+        "satisfaction": data["Overall, how satisfied are you with Rust compilation performance?"],
+        "used-workarounds": reconstruct_col(
+            "Have you used any of the following mechanisms to improve compilation performance?", 13,
+            lambda row: find_any_or_nan(row,
+                                        ["It helps me to improve compile times",
+                                         "I tried it, but it didn't help"])),
+        "uses-ci": ~data["On CI (Continuous Integration) infrastructure"].isna(),
+        "uses-ci-caching": ~reconstruct_col("Do you use any caching to speed up CI builds?", 4,
+                                            lambda row: find_single_value_or_nan(row)).isna(),
+        "ci-is-blocker": data["CI (Continuous Integration) builds"].isin(
+            ("Big problem for me",))  # "Could be improved, but does not limit me"))
+    })
+    print(f"Used workaround: {df['used-workarounds'].value_counts()}")
+
+    uses_ci = df["uses-ci"].sum()
+    uses_ci_is_blocker = (df["uses-ci"] & df["ci-is-blocker"]).sum()
+    uses_ci_is_blocker_no_caching = (
+            df["uses-ci"] & df["ci-is-blocker"] & ~df["uses-ci-caching"]).sum()
+    print(f"Uses CI: {uses_ci}")
+    print(
+        f"Uses CI, CI is blocker: {uses_ci_is_blocker} ({(uses_ci_is_blocker / uses_ci) * 100:.2f}%)")
+    print(f"Uses CI, CI is blocker, no caching: {uses_ci_is_blocker_no_caching}")
+    print(
+        f"No cache blocking ratio: {(uses_ci_is_blocker_no_caching / uses_ci_is_blocker) * 100:.2f}%")
+
+    return df
+
+
+if __name__ == "__main__":
+    random.seed(42)
+    np.random.seed(42)
+
+    df = create_df(ROOT_DIR / "data/2025/compiler-performance/responses.csv")
+
+    report = compiler_performance_2025_report(df)
+
+    render_report_to_pdf(
+        report,
+        Path(__file__).parent / "compiler-performance-2025-report.pdf",
+        "Compiler performance survey\n2025 report",
+        include_labels=False
+    )
+
+    blog_dir = Path(
+        "/projects/personal/rust/blog.rust-lang.org/content/rust-compiler-performance-survey-2025-results")
+    template_path = Path(CURRENT_DIR / "blog.md")
+    render_blog_post(
+        template=template_path,
+        blog_dir=blog_dir,
+        report=report
+    )