diff --git a/docs/dlp-ioc-enrichment.md b/docs/dlp-ioc-enrichment.md
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+# DLP IOC Enrichment from Hayabusa/Sigma
+
+This adds a safe offline pipeline to preload DLP blacklists from static Sigma indicators.
+
+## Source
+
+- Sigma rules from Hayabusa ruleset (`hayabusa-rules` YAML files).
+
+## Extracted indicators
+
+- `Image|endswith` -> `process_image_endswith`
+- `CommandLine|contains` -> `commandline_contains`
+- `OriginalFileName` -> `original_filename`
+- `Hashes|SHA256` -> `sha256`
+
+## Scripts
+
+- `scripts/extract_ioc_from_sigma.py` (core extractor)
+- `scripts/build_dlp_ioc_from_hayabusa.sh` (wrapper)
+
+## Run
+
+```bash
+cd /mnt/usb_hdd2/Projects/ActivityWatch-Russian
+bash scripts/build_dlp_ioc_from_hayabusa.sh
+```
+
+Optional custom paths:
+
+```bash
+bash scripts/build_dlp_ioc_from_hayabusa.sh \
+  /mnt/usb_hdd1/Projects/hayabusa/rules \
+  /mnt/usb_hdd2/Projects/ActivityWatch-Russian/data/dlp-ioc
+```
+
+## Output artifacts
+
+- `data/dlp-ioc/ioc_blacklist.json`
+- `data/dlp-ioc/ioc_blacklist.csv`
+- `data/dlp-ioc/ioc_blacklist.sql`
+
+## DLP import mapping
+
+- `process_image_endswith` -> denied process/image list
+- `commandline_contains` -> denied command pattern list
+- `original_filename` -> suspicious original filename list
+- `sha256` -> malware hash blocklist
+
+## Safety notes
+
+- This pipeline only creates export artifacts and does not modify running DLP agents.
+- Review and tune false positives before enforcing blocking in production.
+
diff --git a/scripts/build_dlp_ioc_from_hayabusa.sh b/scripts/build_dlp_ioc_from_hayabusa.sh
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+#!/usr/bin/env bash
+set -euo pipefail
+
+# Build IOC blacklist artifacts for DLP from hayabusa-rules (Sigma YAML).
+#
+# Defaults:
+#   rules root: /mnt/usb_hdd1/Projects/hayabusa/rules
+#   output dir: ./data/dlp-ioc
+#
+# Usage:
+#   scripts/build_dlp_ioc_from_hayabusa.sh [RULES_ROOT] [OUT_DIR]
+
+REPO_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+RULES_ROOT="${1:-/mnt/usb_hdd1/Projects/hayabusa/rules}"
+OUT_DIR="${2:-$REPO_ROOT/data/dlp-ioc}"
+
+if [[ ! -d "$RULES_ROOT" ]]; then
+  echo "ERROR: rules root not found: $RULES_ROOT" >&2
+  exit 2
+fi
+
+mkdir -p "$OUT_DIR"
+
+python3 "$REPO_ROOT/scripts/extract_ioc_from_sigma.py" \
+  --rules-root "$RULES_ROOT" \
+  --out-dir "$OUT_DIR"
+
+echo "IOC artifacts generated in: $OUT_DIR"
+
diff --git a/scripts/extract_ioc_from_sigma.py b/scripts/extract_ioc_from_sigma.py
new file mode 100644
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+++ b/scripts/extract_ioc_from_sigma.py
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+#!/usr/bin/env python3
+"""
+Extract IOC-like indicators from Sigma YAML rules for DLP preload.
+
+Extracted fields:
+  - Image|endswith
+  - CommandLine|contains
+  - OriginalFileName
+  - Hashes|SHA256 (plus SHA256 values embedded in Hashes strings)
+"""
+
+from __future__ import annotations
+
+import argparse
+import csv
+import json
+import re
+from pathlib import Path
+from typing import Any
+
+import yaml
+
+
+BASE_FIELDS = {"image", "commandline", "originalfilename", "hashes"}
+SHA256_RE = re.compile(r"\b[a-fA-F0-9]{64}\b")
+
+
+def split_key(key: str) -> tuple[str, list[str]]:
+    parts = [p.strip() for p in str(key).split("|") if p.strip()]
+    if not parts:
+        return "", []
+    return parts[0].lower(), [p.lower() for p in parts[1:]]
+
+
+def flatten_values(value: Any) -> list[str]:
+    if value is None:
+        return []
+    if isinstance(value, str):
+        v = value.strip()
+        return [v] if v else []
+    if isinstance(value, (int, float, bool)):
+        return [str(value)]
+    if isinstance(value, list):
+        out: list[str] = []
+        for item in value:
+            out.extend(flatten_values(item))
+        return out
+    if isinstance(value, dict):
+        out: list[str] = []
+        for k, v in value.items():
+            vals = flatten_values(v)
+            for vv in vals:
+                out.append(f"{k}:{vv}")
+        return out
+    return []
+
+
+def detect_ioc_type(base: str, ops: list[str], raw: str) -> str | None:
+    if base == "image" and "endswith" in ops:
+        return "process_image_endswith"
+    if base == "commandline" and "contains" in ops:
+        return "commandline_contains"
+    if base == "originalfilename":
+        return "original_filename"
+    if base == "hashes" and ("sha256" in ops or SHA256_RE.search(raw)):
+        return "sha256"
+    return None
+
+
+def parse_sha256(raw: str) -> list[str]:
+    vals = SHA256_RE.findall(raw)
+    seen = set()
+    out = []
+    for v in vals:
+        lv = v.lower()
+        if lv in seen:
+            continue
+        seen.add(lv)
+        out.append(lv)
+    return out
+
+
+def walk(node: Any, *, rule_id: str, rule_title: str, source_file: str, out: list[dict[str, str]]) -> None:
+    if isinstance(node, dict):
+        for k, v in node.items():
+            base, ops = split_key(str(k))
+            if base in BASE_FIELDS:
+                for raw in flatten_values(v):
+                    ioc_type = detect_ioc_type(base, ops, raw)
+                    if not ioc_type:
+                        continue
+                    if ioc_type == "sha256":
+                        for h in parse_sha256(raw):
+                            out.append(
+                                {
+                                    "ioc_type": "sha256",
+                                    "ioc_value": h,
+                                    "field": str(k),
+                                    "rule_id": rule_id,
+                                    "rule_title": rule_title,
+                                    "source_file": source_file,
+                                }
+                            )
+                    else:
+                        out.append(
+                            {
+                                "ioc_type": ioc_type,
+                                "ioc_value": raw,
+                                "field": str(k),
+                                "rule_id": rule_id,
+                                "rule_title": rule_title,
+                                "source_file": source_file,
+                            }
+                        )
+            walk(v, rule_id=rule_id, rule_title=rule_title, source_file=source_file, out=out)
+    elif isinstance(node, list):
+        for item in node:
+            walk(item, rule_id=rule_id, rule_title=rule_title, source_file=source_file, out=out)
+
+
+def extract_from_yaml(path: Path) -> list[dict[str, str]]:
+    try:
+        doc = yaml.safe_load(path.read_text(encoding="utf-8", errors="ignore"))
+    except Exception:
+        return []
+    if not isinstance(doc, dict):
+        return []
+    detection = doc.get("detection")
+    if detection is None:
+        return []
+    rid = str(doc.get("id") or "")
+    title = str(doc.get("title") or "")
+    rows: list[dict[str, str]] = []
+    walk(detection, rule_id=rid, rule_title=title, source_file=str(path), out=rows)
+    return rows
+
+
+def dedupe(rows: list[dict[str, str]]) -> list[dict[str, str]]:
+    seen = set()
+    out = []
+    for r in rows:
+        key = (r["ioc_type"], r["ioc_value"].lower(), r["field"])
+        if key in seen:
+            continue
+        seen.add(key)
+        out.append(r)
+    return out
+
+
+def write_json(path: Path, rows: list[dict[str, str]]) -> None:
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text(json.dumps(rows, ensure_ascii=False, indent=2), encoding="utf-8")
+
+
+def write_csv(path: Path, rows: list[dict[str, str]]) -> None:
+    path.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["ioc_type", "ioc_value", "field", "rule_id", "rule_title", "source_file"]
+    with path.open("w", encoding="utf-8", newline="") as f:
+        w = csv.DictWriter(f, fieldnames=fields)
+        w.writeheader()
+        for row in rows:
+            w.writerow(row)
+
+
+def sql_escape(s: str) -> str:
+    return s.replace("'", "''")
+
+
+def write_sql(path: Path, rows: list[dict[str, str]], table_name: str) -> None:
+    path.parent.mkdir(parents=True, exist_ok=True)
+    with path.open("w", encoding="utf-8") as f:
+        f.write(
+            f"CREATE TABLE IF NOT EXISTS {table_name} (\n"
+            "  id INTEGER PRIMARY KEY AUTOINCREMENT,\n"
+            "  ioc_type TEXT NOT NULL,\n"
+            "  ioc_value TEXT NOT NULL,\n"
+            "  field TEXT,\n"
+            "  rule_id TEXT,\n"
+            "  rule_title TEXT,\n"
+            "  source_file TEXT\n"
+            ");\n\n"
+        )
+        for r in rows:
+            f.write(
+                f"INSERT INTO {table_name} (ioc_type, ioc_value, field, rule_id, rule_title, source_file) VALUES "
+                f"('{sql_escape(r['ioc_type'])}',"
+                f"'{sql_escape(r['ioc_value'])}',"
+                f"'{sql_escape(r['field'])}',"
+                f"'{sql_escape(r['rule_id'])}',"
+                f"'{sql_escape(r['rule_title'])}',"
+                f"'{sql_escape(r['source_file'])}');\n"
+            )
+
+
+def main() -> int:
+    ap = argparse.ArgumentParser(description="Extract IOC-like Sigma values for DLP preload.")
+    ap.add_argument("--rules-root", default="rules", help="Path to hayabusa-rules root")
+    ap.add_argument("--out-dir", default="ioc_export", help="Output directory")
+    ap.add_argument("--table-name", default="dlp_blacklist_ioc", help="SQL table name")
+    args = ap.parse_args()
+
+    rules_root = Path(args.rules_root)
+    if not rules_root.exists():
+        raise SystemExit(f"rules root not found: {rules_root}")
+
+    yaml_files = [p for p in rules_root.rglob("*") if p.is_file() and p.suffix.lower() in {".yml", ".yaml"}]
+    all_rows: list[dict[str, str]] = []
+    for yp in yaml_files:
+        all_rows.extend(extract_from_yaml(yp))
+
+    rows = dedupe(all_rows)
+    rows.sort(key=lambda r: (r["ioc_type"], r["ioc_value"].lower()))
+
+    out_dir = Path(args.out_dir)
+    write_json(out_dir / "ioc_blacklist.json", rows)
+    write_csv(out_dir / "ioc_blacklist.csv", rows)
+    write_sql(out_dir / "ioc_blacklist.sql", rows, args.table_name)
+
+    counts: dict[str, int] = {}
+    for r in rows:
+        counts[r["ioc_type"]] = counts.get(r["ioc_type"], 0) + 1
+
+    print(f"rules_scanned={len(yaml_files)}")
+    print(f"iocs_extracted={len(rows)}")
+    for k in sorted(counts):
+        print(f"{k}={counts[k]}")
+    print(f"json={out_dir / 'ioc_blacklist.json'}")
+    print(f"csv={out_dir / 'ioc_blacklist.csv'}")
+    print(f"sql={out_dir / 'ioc_blacklist.sql'}")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
+