diff --git a/scripts/fetch_crashes.py b/scripts/fetch_crashes.py
new file mode 100755
index 0000000000000..66b608056b7c5
--- /dev/null
+++ b/scripts/fetch_crashes.py
@@ -0,0 +1,164 @@
+#!/usr/bin/env python3
+
+"""
+Fetch user crashes from PostHog database, deduplicates them, and prefill issue reports for them.
+
+Usage:
+```
+export POSTHOG_PERSONAL_API_KEY=<create_your_personal_api_key_in_posthog_ui>
+
+python scripts/fetch_crashes.py -v 0.5.0 -v 0.5.1 > crashes.md
+```
+
+Optionally, you can filter out data older than a given timestamp:
+```
+python scripts/fetch_crashes.py -v 0.5.0 -v 0.5.1 --after 2023-05-02T20:17:52 > crashes.md
+```
+
+See Also
+--------
+```
+python scripts/fetch_crashes.py --help
+```
+"""
+
+import argparse
+import json
+import os
+from collections import defaultdict
+
+import requests
+
+## CLI
+
+parser = argparse.ArgumentParser(description="Fetch user crashes from PostHog database")
+parser.add_argument(
+    "-v",
+    "--version",
+    action="append",
+    dest="versions",
+    metavar="VERSION",
+    help="Specify one or more Rerun version",
+    required=True,
+)
+parser.add_argument(
+    "-a",
+    "--after",
+    action="append",
+    dest="date_after_included",
+    metavar="TIMESTAMP",
+    help="Filter out data older than this ISO8061 timestamp",
+)
+args = parser.parse_args()
+
+## Set up query, auth, etc
+
+personal_api_key = os.environ.get("POSTHOG_PERSONAL_API_KEY")
+project_id = os.environ.get("POSTHOG_PROJECT_ID", "1954")
+
+url = f"https://eu.posthog.com/api/projects/{project_id}/events"
+properties = [
+    {"key": "email", "value": "is_not_set", "operator": "is_not_set", "type": "person"},
+    {"key": "rerun_version", "value": args.versions, "operator": "exact", "type": "event"},
+]
+
+## Fetch results
+
+
+# NOTE: For reference, here's the complete event payload:
+#
+# {
+#   "id": "01880cc1-10bd-0000-8338-2cc3ffed784b",
+#   "distinct_id": "7981eecd-f1b9-4446-8824-b854d5474787",
+#   "properties": {
+#     "llvm_version": "15.0.6",
+#     "target": "x86_64-pc-windows-msvc",
+#     "callstack": "<omitted>",
+#     "session_id": "f67f53b8-da72-4564-b849-05b048a5b6be",
+#     "git_hash": "968bf7355ef146c6fad3283835f2d87e7757abc6",
+#     "rerun_workspace": false,
+#     "file_line": "wgpu-0.15.1/src/backend/direct.rs:3024",
+#     "event_id": 1,
+#     "rerun_version": "0.5.1",
+#     "rust_version": "1.67.1 (d5a82bbd2 2023-02-07)",
+#     "debug": false,
+#     "build_date": "2023-05-02T21:24:20Z"
+#   },
+#   "event": "crash-panic",
+#   "timestamp": "2023-05-11T20:17:52.479000+00:00",
+#   "person": null,
+#   "elements": [],
+#   "elements_chain": ""
+# }
+
+
+results = []
+
+for event in ["crash-panic", "crash-signal"]:
+    params = {
+        "properties": json.dumps(properties),
+        "event": event,
+        "orderBy": '["-timestamp"]',
+    }
+    if args.date_after_included:
+        params["after"] = args.date_after_included
+    headers = {"Authorization": f"Bearer {personal_api_key}"}
+
+    response = requests.get(url, headers=headers, params=params)
+
+    if response.status_code != 200:
+        print("Request failed with status code:", response.status_code)
+        exit(1)
+
+    results += response.json()["results"]
+
+## Deduplicate results and massage output
+
+backtraces = defaultdict(list)
+
+for res in results:
+    res["properties"]["timestamp"] = res["timestamp"]
+    res["properties"]["event"] = res["event"]
+    res["properties"]["user_id"] = res["distinct_id"]
+    backtrace = res["properties"].pop("callstack").encode("utf-8").strip()
+    backtraces[backtrace].append(res.pop("properties"))
+
+
+def count_uniques(backtrace):
+    return len(set([prop["user_id"] for prop in backtrace[1]]))
+
+
+backtraces = list(backtraces.items())
+backtraces.sort(key=count_uniques, reverse=True)
+
+## Generate reports
+
+for backtrace, props in backtraces:
+    n = count_uniques((backtrace, props))
+    event = "panic" if props[0]["event"] == "crash-panic" else "signal"
+    file_line = props[0].get("file_line")
+    signal = props[0].get("signal")
+    title = file_line if file_line is not None else signal
+
+    timestamps = sorted(list(set([prop["timestamp"] for prop in props])))
+    first_occurrence = timestamps[0]
+    last_occurrence = timestamps[-1]
+
+    targets = sorted(list(set([prop["target"] for prop in props])))
+    rust_versions = sorted(list(set([prop["rust_version"] for prop in props])))
+    rerun_versions = sorted(list(set([prop["rerun_version"] for prop in props])))
+
+    print(
+        f"## {n} distinct user(s) affected by {event} crash @ `{title}`\n"
+        "\n"
+        f"- First occurrence: `{first_occurrence}`\n"
+        f"- Last occurrence: `{last_occurrence}`\n"
+        f"- Affected Rust versions: `{rust_versions}`\n"
+        f"- Affected Rerun versions: `{rerun_versions}`\n"
+        f"- Affected Targets: `{targets}`\n"
+        "\n"
+        "Backtrace:\n"
+        "```\n"
+        f'   {backtrace.decode("utf-8")}\n'
+        "```\n"
+    )