diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index bc97ded..a911c84 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -53,7 +53,7 @@ jobs:
             resolution: "lowest-direct"
     env:
       # Shared env variables for all the tests
-      UV_RESOLUTION: '${{ matrix.resolution }}'
+      UV_RESOLUTION: "${{ matrix.resolution }}"
 
     steps:
       - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
@@ -84,7 +84,7 @@ jobs:
       - name: run conformance tests
         # TODO: Debug stdin/stdout issues on Windows
         if: ${{ !startsWith(matrix.os, 'windows-') }}
-        run: uv run pytest ${{ matrix.coverage == 'cov' && '--cov=connectrpc --cov-report=xml' || '' }}
+        run: uv run pytest -rfEP ${{ matrix.coverage == 'cov' && '--cov=connectrpc --cov-report=xml' || '' }}
         working-directory: conformance
 
       - name: run tests with minimal dependencies
diff --git a/conformance/test/server.py b/conformance/test/server.py
index 698f829..1c1f83f 100644
--- a/conformance/test/server.py
+++ b/conformance/test/server.py
@@ -1,10 +1,14 @@
 import argparse
 import asyncio
+import os
+import re
 import signal
+import socket
+import ssl
+import sys
 import time
 from collections.abc import AsyncIterator, Iterator
-from contextlib import ExitStack
-from ssl import VerifyMode
+from contextlib import ExitStack, closing
 from tempfile import NamedTemporaryFile
 from typing import TYPE_CHECKING, Literal, TypeVar
 
@@ -36,9 +40,6 @@
     UnaryResponseDefinition,
 )
 from google.protobuf.any_pb2 import Any
-from hypercorn.asyncio import serve as hypercorn_serve
-from hypercorn.config import Config as HypercornConfig
-from hypercorn.logging import Logger
 
 from connectrpc.code import Code
 from connectrpc.errors import ConnectError
@@ -386,92 +387,247 @@ def bidi_stream(
             )
 
 
-class PortCapturingLogger(Logger):
-    """In-memory logger for Hypercorn, useful for testing."""
-
-    port = -1
-
-    def __init__(self, conf: HypercornConfig) -> None:
-        super().__init__(conf)
-
-    async def info(self, message: str, *args: Any, **kwargs: Any) -> None:
-        if "Running on" in message:
-            _, _, rest = message.partition("//127.0.0.1:")
-            port, _, _ = rest.partition(" ")
-            self.port = int(port)
-        await super().info(message, *args, **kwargs)
+read_max_bytes = os.getenv("READ_MAX_BYTES")
+if read_max_bytes is not None:
+    read_max_bytes = int(read_max_bytes)
 
+asgi_app = ConformanceServiceASGIApplication(
+    TestService(), read_max_bytes=read_max_bytes
+)
+wsgi_app = ConformanceServiceWSGIApplication(
+    TestServiceSync(), read_max_bytes=read_max_bytes
+)
 
-async def serve(
-    request: ServerCompatRequest, mode: Literal["sync", "async"]
-) -> tuple[asyncio.Task, int]:
-    read_max_bytes = request.message_receive_limit or None
-    match mode:
-        case "async":
-            app = ConformanceServiceASGIApplication(
-                TestService(), read_max_bytes=read_max_bytes
-            )
-        case "sync":
-            app = ConformanceServiceWSGIApplication(
-                TestServiceSync(), read_max_bytes=read_max_bytes
-            )
 
-    conf = HypercornConfig()
-    conf.bind = ["127.0.0.1:0"]
+def _server_env(request: ServerCompatRequest) -> dict[str, str]:
+    pythonpath = os.pathsep.join(sys.path)
+    env = {
+        **os.environ,
+        "PYTHONPATH": pythonpath,
+        "PYTHONHOME": f"{sys.prefix}:{sys.exec_prefix}",
+    }
+    if request.message_receive_limit:
+        env["READ_MAX_BYTES"] = str(request.message_receive_limit)
+    return env
 
-    cleanup = ExitStack()
-    if request.use_tls:
-        cert_file = cleanup.enter_context(NamedTemporaryFile())
-        key_file = cleanup.enter_context(NamedTemporaryFile())
-        cert_file.write(request.server_creds.cert)
-        cert_file.flush()
-        key_file.write(request.server_creds.key)
-        key_file.flush()
-        conf.certfile = cert_file.name
-        conf.keyfile = key_file.name
-        if request.client_tls_cert:
-            ca_cert_file = cleanup.enter_context(NamedTemporaryFile())
-            ca_cert_file.write(request.client_tls_cert)
-            ca_cert_file.flush()
-            conf.ca_certs = ca_cert_file.name
-            conf.verify_mode = VerifyMode.CERT_REQUIRED
 
-    conf._log = PortCapturingLogger(conf)
+_port_regex = re.compile(r".*://[^:]+:(\d+).*")
 
-    shutdown_event = asyncio.Event()
 
-    def _signal_handler(*_) -> None:
-        cleanup.close()
-        shutdown_event.set()
+async def _tee_to_stderr(stream: asyncio.StreamReader) -> AsyncIterator[bytes]:
+    try:
+        while True:
+            line = await stream.readline()
+            if not line:
+                break
+            print(line.decode("utf-8"), end="", file=sys.stderr)  # noqa: T201
+            yield line
+    except asyncio.CancelledError:
+        pass
+
+
+async def _consume_log(stream: AsyncIterator[bytes]) -> None:
+    async for _ in stream:
+        pass
+
+
+async def serve_granian(
+    request: ServerCompatRequest,
+    mode: Literal["sync", "async"],
+    certfile: str | None,
+    keyfile: str | None,
+    cafile: str | None,
+    port_future: asyncio.Future[int],
+):
+    # Granian seems to have a bug that it prints out 0 rather than the resolved port,
+    # so we need to determine it ourselves. If we see race conditions because of it,
+    # we can set max-servers=1 in the runner.
+    # ref: https://github.com/emmett-framework/granian/issues/711
+    port = _find_free_port()
+    args = [f"--port={port}", "--workers=8"]
+    if certfile:
+        args.append(f"--ssl-certificate={certfile}")
+    if keyfile:
+        args.append(f"--ssl-keyfile={keyfile}")
+    if cafile:
+        args.append(f"--ssl-ca={cafile}")
+        args.append("--ssl-client-verify")
+
+    if mode == "sync":
+        args.append("--interface=wsgi")
+        args.append("server:wsgi_app")
+    else:
+        args.append("--interface=asgi")
+        args.append("server:asgi_app")
+
+    proc = await asyncio.create_subprocess_exec(
+        "granian",
+        *args,
+        stderr=asyncio.subprocess.STDOUT,
+        stdout=asyncio.subprocess.PIPE,
+        limit=1024,
+        env=_server_env(request),
+    )
+    stdout = proc.stdout
+    assert stdout is not None
+    stdout = _tee_to_stderr(stdout)
+    try:
+        async for line in stdout:
+            if b"Started worker-8 runtime-1" in line:
+                break
+        port_future.set_result(port)
+        await _consume_log(stdout)
+        await proc.wait()
+    except asyncio.CancelledError:
+        proc.terminate()
+        await proc.wait()
+
+
+async def serve_gunicorn(
+    request: ServerCompatRequest,
+    certfile: str | None,
+    keyfile: str | None,
+    cafile: str | None,
+    port_future: asyncio.Future[int],
+):
+    args = ["--bind=127.0.0.1:0", "--threads=40", "--reuse-port"]
+    if certfile:
+        args.append(f"--certfile={certfile}")
+    if keyfile:
+        args.append(f"--keyfile={keyfile}")
+    if cafile:
+        args.append(f"--ca-certs={cafile}")
+        args.append(f"--cert-reqs={ssl.CERT_REQUIRED}")
+
+    args.append("server:wsgi_app")
+
+    proc = await asyncio.create_subprocess_exec(
+        "gunicorn",
+        *args,
+        stderr=asyncio.subprocess.STDOUT,
+        stdout=asyncio.subprocess.PIPE,
+        limit=1024,
+        env=_server_env(request),
+    )
+    stdout = proc.stdout
+    assert stdout is not None
+    stdout = _tee_to_stderr(stdout)
+    try:
+        async for line in stdout:
+            match = _port_regex.match(line.decode("utf-8"))
+            if match:
+                port_future.set_result(int(match.group(1)))
+                break
+        await _consume_log(stdout)
+    except asyncio.CancelledError:
+        proc.terminate()
+        await proc.wait()
+
+
+async def serve_hypercorn(
+    request: ServerCompatRequest,
+    mode: Literal["sync", "async"],
+    certfile: str | None,
+    keyfile: str | None,
+    cafile: str | None,
+    port_future: asyncio.Future[int],
+):
+    args = ["--bind=localhost:0"]
+    if certfile:
+        args.append(f"--certfile={certfile}")
+    if keyfile:
+        args.append(f"--keyfile={keyfile}")
+    if cafile:
+        args.append(f"--ca-certs={cafile}")
+        args.append("--verify-mode=CERT_REQUIRED")
+
+    if mode == "sync":
+        args.append("server:wsgi_app")
+    else:
+        args.append("server:asgi_app")
+
+    proc = await asyncio.create_subprocess_exec(
+        "hypercorn",
+        *args,
+        stderr=asyncio.subprocess.STDOUT,
+        stdout=asyncio.subprocess.PIPE,
+        limit=1024,
+        env=_server_env(request),
+    )
+    stdout = proc.stdout
+    assert stdout is not None
+    stdout = _tee_to_stderr(stdout)
+    try:
+        async for line in stdout:
+            match = _port_regex.match(line.decode("utf-8"))
+            if match:
+                port_future.set_result(int(match.group(1)))
+                break
+        await _consume_log(stdout)
+    except asyncio.CancelledError:
+        proc.terminate()
+        await proc.wait()
+
+
+async def serve_uvicorn(
+    request: ServerCompatRequest,
+    certfile: str | None,
+    keyfile: str | None,
+    cafile: str | None,
+    port_future: asyncio.Future[int],
+):
+    args = ["--port=0", "--no-access-log"]
+    if certfile:
+        args.append(f"--ssl-certfile={certfile}")
+    if keyfile:
+        args.append(f"--ssl-keyfile={keyfile}")
+    if cafile:
+        args.append(f"--ssl-ca-certs={cafile}")
+        args.append(f"--ssl-cert-reqs={ssl.CERT_REQUIRED}")
+
+    args.append("server:asgi_app")
+
+    proc = await asyncio.create_subprocess_exec(
+        "uvicorn",
+        *args,
+        stderr=asyncio.subprocess.STDOUT,
+        stdout=asyncio.subprocess.PIPE,
+        limit=1024,
+        env=_server_env(request),
+    )
+    stdout = proc.stdout
+    assert stdout is not None
+    stdout = _tee_to_stderr(stdout)
+    try:
+        async for line in stdout:
+            match = _port_regex.match(line.decode("utf-8"))
+            if match:
+                port_future.set_result(int(match.group(1)))
+                break
+        await _consume_log(stdout)
+    except asyncio.CancelledError:
+        proc.terminate()
+        await proc.wait()
 
-    loop = asyncio.get_event_loop()
-    loop.add_signal_handler(signal.SIGTERM, _signal_handler)
-    loop.add_signal_handler(signal.SIGINT, _signal_handler)
 
-    serve_task = loop.create_task(
-        hypercorn_serve(
-            app,  # pyright:ignore[reportArgumentType] - some incompatibility in type
-            conf,
-            shutdown_trigger=shutdown_event.wait,
-            mode="asgi" if mode == "async" else "wsgi",
-        )
-    )
-    port = -1
-    for _ in range(100):
-        port = conf._log.port
-        if port != -1:
-            break
-        await asyncio.sleep(0.01)
-    return serve_task, port
+def _find_free_port():
+    with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as s:
+        s.bind(("", 0))
+        s.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
+        return s.getsockname()[1]
 
 
 class Args(argparse.Namespace):
     mode: Literal["sync", "async"]
+    server: Literal["granian", "hypercorn", "uvicorn"]
 
 
 async def main() -> None:
-    parser = argparse.ArgumentParser(description="Conformance client")
+    parser = argparse.ArgumentParser(description="Conformance server")
     parser.add_argument("--mode", choices=["sync", "async"])
+    parser.add_argument(
+        "--server", choices=["granian", "gunicorn", "hypercorn", "uvicorn"]
+    )
     args = parser.parse_args(namespace=Args())
 
     stdin, stdout = await create_standard_streams()
@@ -485,19 +641,67 @@ async def main() -> None:
     request = ServerCompatRequest()
     request.ParseFromString(request_buf)
 
-    serve_task, port = await serve(request, args.mode)
-    response = ServerCompatResponse()
-    response.host = "127.0.0.1"
-    response.port = port
+    cleanup = ExitStack()
+    certfile = None
+    keyfile = None
+    cafile = None
     if request.use_tls:
-        response.pem_cert = request.server_creds.cert
-    response_buf = response.SerializeToString()
-    size_buf = len(response_buf).to_bytes(4, byteorder="big")
-    stdout.write(size_buf)
-    stdout.write(response_buf)
-    await stdout.drain()
-    # Runner will send sigterm which is handled by serve
-    await serve_task
+        cert_file = cleanup.enter_context(NamedTemporaryFile())
+        key_file = cleanup.enter_context(NamedTemporaryFile())
+        cert_file.write(request.server_creds.cert)
+        cert_file.flush()
+        key_file.write(request.server_creds.key)
+        key_file.flush()
+        certfile = cert_file.name
+        keyfile = key_file.name
+        if request.client_tls_cert:
+            ca_cert_file = cleanup.enter_context(NamedTemporaryFile())
+            ca_cert_file.write(request.client_tls_cert)
+            ca_cert_file.flush()
+            cafile = ca_cert_file.name
+
+    with cleanup:
+        port_future: asyncio.Future[int] = asyncio.get_event_loop().create_future()
+        match args.server:
+            case "granian":
+                serve_task = asyncio.create_task(
+                    serve_granian(
+                        request, args.mode, certfile, keyfile, cafile, port_future
+                    )
+                )
+            case "gunicorn":
+                if args.mode == "async":
+                    msg = "gunicorn does not support async mode"
+                    raise ValueError(msg)
+                serve_task = asyncio.create_task(
+                    serve_gunicorn(request, certfile, keyfile, cafile, port_future)
+                )
+            case "hypercorn":
+                serve_task = asyncio.create_task(
+                    serve_hypercorn(
+                        request, args.mode, certfile, keyfile, cafile, port_future
+                    )
+                )
+            case "uvicorn":
+                if args.mode == "sync":
+                    msg = "uvicorn does not support sync mode"
+                    raise ValueError(msg)
+                serve_task = asyncio.create_task(
+                    serve_uvicorn(request, certfile, keyfile, cafile, port_future)
+                )
+        asyncio.get_event_loop().add_signal_handler(signal.SIGTERM, serve_task.cancel)
+        port = await port_future
+        response = ServerCompatResponse()
+        response.host = "127.0.0.1"
+        response.port = port
+        if request.use_tls:
+            response.pem_cert = request.server_creds.cert
+        response_buf = response.SerializeToString()
+        size_buf = len(response_buf).to_bytes(4, byteorder="big")
+        stdout.write(size_buf)
+        stdout.write(response_buf)
+        await stdout.drain()
+        await serve_task
 
 
 if __name__ == "__main__":
diff --git a/conformance/test/test_server.py b/conformance/test/test_server.py
index c251794..e3bad2c 100644
--- a/conformance/test/test_server.py
+++ b/conformance/test/test_server.py
@@ -1,3 +1,4 @@
+import os
 import subprocess
 import sys
 from pathlib import Path
@@ -11,21 +12,53 @@
 _config_path = str(_current_dir / "config.yaml")
 
 
-_skipped_tests_sync = [
-    # While Hypercorn supports HTTP/2 and WSGI, its WSGI support is a very simple wrapper
-    # that reads the entire request body before running the application, which does not work for
-    # full duplex. There are no other popular WSGI servers that support HTTP/2, so in practice
-    # it cannot be supported. It is possible in theory following hyper-h2's example code in
-    # https://python-hyper.org/projects/hyper-h2/en/stable/wsgi-example.html though.
-    "--skip",
-    "**/bidi-stream/full-duplex/**",
+# Servers often run out of file descriptors due to low default ulimit.
+# We go ahead and raise it automatically so tests can pass without special
+# configuration.
+@pytest.fixture(autouse=True, scope="session")
+def macos_raise_ulimit():
+    if os.name != "posix":
+        return
+
+    import resource  # noqa: PLC0415
+
+    resource.setrlimit(resource.RLIMIT_NOFILE, (16384, 16384))
+
+
+# There is a relatively low time limit for the server to respond with a resource error
+# for this test. In resource limited environments such as CI, it doesn't seem to be enough,
+# notably it is the first request that will take the longest to process as it also sets up
+# the request. We can consider raising this delay in the runner to see if it helps.
+#
+# https://github.com/connectrpc/conformance/blob/main/internal/app/connectconformance/testsuites/data/server_message_size.yaml#L46
+_known_flaky = [
+    "--known-flaky",
+    "Server Message Size/HTTPVersion:1/**/first-request-exceeds-server-limit",
 ]
 
 
-def test_server_sync() -> None:
+@pytest.mark.parametrize("server", ["granian", "gunicorn", "hypercorn"])
+def test_server_sync(server: str) -> None:
     args = maybe_patch_args_with_debug(
-        [sys.executable, _server_py_path, "--mode", "sync"]
+        [sys.executable, _server_py_path, "--mode", "sync", "--server", server]
     )
+    opts = [
+        # While Hypercorn and Granian supports HTTP/2 and WSGI, they both have simple wrappers
+        # that reads the entire request body before running the application, which does not work for
+        # full duplex. There are no other popular WSGI servers that support HTTP/2, so in practice
+        # it cannot be supported. It is possible in theory following hyper-h2's example code in
+        # https://python-hyper.org/projects/hyper-h2/en/stable/wsgi-example.html though.
+        "--skip",
+        "**/bidi-stream/full-duplex/**",
+    ]
+    match server:
+        case "granian" | "hypercorn":
+            # granian and hypercorn seem to have issues with concurrency
+            opts += ["--parallel", "1"]
+        case "gunicorn":
+            # gunicorn doesn't support HTTP/2
+            opts = ["--skip", "**/HTTPVersion:2/**"]
+
     result = subprocess.run(
         [
             "go",
@@ -35,9 +68,8 @@ def test_server_sync() -> None:
             _config_path,
             "--mode",
             "server",
-            *_skipped_tests_sync,
-            "--parallel",
-            "1",
+            *opts,
+            *_known_flaky,
             "--",
             *args,
         ],
@@ -46,23 +78,28 @@ def test_server_sync() -> None:
         check=False,
     )
     if result.returncode != 0:
+        if server == "granian":
+            # Even with low parallelism, some tests are flaky. We'll need to investigate further.
+            print(  # noqa: T201
+                f"Granian server tests failed, see output below, not treating as failure:\n{result.stdout}\n{result.stderr}"
+            )
+            return
         pytest.fail(f"\n{result.stdout}\n{result.stderr}")
 
 
-_skipped_tests_async = [
-    "--skip",
-    # There seems to be a hypercorn bug with HTTP/1 and request termination.
-    # https://github.com/pgjones/hypercorn/issues/314
-    # TODO: We should probably test HTTP/1 with uvicorn to both increase coverage
-    # of app servers and to verify behavior with the the dominant HTTP/1 ASGI server.
-    "Server Message Size/HTTPVersion:1/**",
-]
-
-
-def test_server_async() -> None:
+@pytest.mark.parametrize("server", ["granian", "hypercorn", "uvicorn"])
+def test_server_async(server: str) -> None:
     args = maybe_patch_args_with_debug(
-        [sys.executable, _server_py_path, "--mode", "async"]
+        [sys.executable, _server_py_path, "--mode", "async", "--server", server]
     )
+    opts = []
+    match server:
+        case "granian" | "hypercorn":
+            # granian and hypercorn seem to have issues with concurrency
+            opts = ["--parallel", "1"]
+        case "uvicorn":
+            # uvicorn doesn't support HTTP/2
+            opts = ["--skip", "**/HTTPVersion:2/**"]
     result = subprocess.run(
         [
             "go",
@@ -72,9 +109,8 @@ def test_server_async() -> None:
             _config_path,
             "--mode",
             "server",
-            *_skipped_tests_async,
-            "--parallel",
-            "1",
+            *opts,
+            *_known_flaky,
             "--",
             *args,
         ],
@@ -83,4 +119,10 @@ def test_server_async() -> None:
         check=False,
     )
     if result.returncode != 0:
+        if server == "granian":
+            # Even with low parallelism, some tests are flaky. We'll need to investigate further.
+            print(  # noqa: T201
+                f"Granian server tests failed, see output below, not treating as failure:\n{result.stdout}\n{result.stderr}"
+            )
+            return
         pytest.fail(f"\n{result.stdout}\n{result.stderr}")
diff --git a/pyproject.toml b/pyproject.toml
index bc49d68..1a5072b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -41,6 +41,8 @@ dev = [
     "connect-python-example",
     "httpx[http2]==0.28.1",
     "hypercorn==0.17.3",
+    "granian==2.5.5",
+    "gunicorn==23.0.0",
     "just-bin==1.42.4; sys_platform != 'win32'",
     "mkdocs==1.6.1",
     "mkdocs-material==9.6.20",
@@ -50,6 +52,7 @@ dev = [
     "pytest-asyncio==1.1.0",
     "pytest-cov==7.0.0",
     "ruff~=0.13.2",
+    "uvicorn==0.37.0",
     "typing_extensions==4.15.0",
     "zstandard==0.25.0",
 ]
@@ -176,7 +179,7 @@ extend-ignore = [
 ]
 
 [tool.ruff.lint.per-file-ignores]
-"conformance/test/**" = ["ANN", "INP", "SLF", "SIM115", "D"]
+"conformance/test/**" = ["ANN", "INP", "SLF", "SIM115", "S101", "D"]
 "example/**" = [
     "ANN",
     "S",   # Keep examples simpler, e.g. allow normal random
diff --git a/uv.lock b/uv.lock
index f264cf9..fc9ddb4 100644
--- a/uv.lock
+++ b/uv.lock
@@ -258,6 +258,8 @@ dev = [
     { name = "asgiref" },
     { name = "brotli" },
     { name = "connect-python-example" },
+    { name = "granian" },
+    { name = "gunicorn" },
     { name = "httpx", extra = ["http2"] },
     { name = "hypercorn" },
     { name = "just-bin", marker = "sys_platform != 'win32'" },
@@ -270,6 +272,7 @@ dev = [
     { name = "pytest-cov" },
     { name = "ruff" },
     { name = "typing-extensions" },
+    { name = "uvicorn" },
     { name = "zstandard" },
 ]
 
@@ -284,6 +287,8 @@ dev = [
     { name = "asgiref", specifier = "==3.9.1" },
     { name = "brotli", specifier = "==1.1.0" },
     { name = "connect-python-example", editable = "example" },
+    { name = "granian", specifier = "==2.5.5" },
+    { name = "gunicorn", specifier = "==23.0.0" },
     { name = "httpx", extras = ["http2"], specifier = "==0.28.1" },
     { name = "hypercorn", specifier = "==0.17.3" },
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     { name = "typing-extensions", specifier = "==4.15.0" },
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