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These runners are intentionally lightweight:
- They always compute violating product IDs from DuckDB SQL conditions
(deterministic parity baseline).
- They optionally execute dbt/soda commands to prove declarative integration.
"""
from __future__ import annotations
import os
import re
import shutil
import subprocess
from pathlib import Path
from typing import Dict, List, Mapping, Sequence
import duckdb
from duckdb_utils.create_tables import TABLE_NAME
PROJECT_ROOT = Path(__file__).resolve().parent.parent
RUNTIME_DIR = PROJECT_ROOT / "results" / "declarative_runtime"
OUTPUT_TAIL_CHARS = 4000
def _sql_for_rule(rule: Mapping[str, object]) -> str:
condition = str(rule["duckdb_condition"])
return f"SELECT product_id FROM {TABLE_NAME} WHERE {condition}"
def _query_rule_product_ids(rule: Mapping[str, object], db_path: Path) -> List[str]:
query = _sql_for_rule(rule)
with duckdb.connect(db_path.as_posix()) as con:
rows = con.execute(query).fetchall()
return sorted(str(row[0]) for row in rows)
def _build_per_product_tags(
rules: Sequence[Mapping[str, object]],
per_rule_ids: Dict[str, List[str]],
products: Sequence[Mapping[str, object]],
) -> Dict[str, List[str]]:
per_product_tags: Dict[str, List[str]] = {str(product.get("product_id")): [] for product in products}
for rule in rules:
rule_name = str(rule["rule_name"])
tag = str(rule["tag"])
for product_id in per_rule_ids[rule_name]:
if product_id in per_product_tags:
per_product_tags[product_id].append(tag)
return per_product_tags
def _run_command(command: List[str], cwd: Path, env: Mapping[str, str] | None = None) -> Dict[str, object]:
try:
full_env = os.environ.copy()
if env:
full_env.update(env)
completed = subprocess.run(
command,
cwd=cwd,
env=full_env,
capture_output=True,
text=True,
encoding="utf-8",
errors="replace",
check=False,
timeout=180,
)
stdout = completed.stdout or ""
stderr = completed.stderr or ""
return {
"command": " ".join(command),
"executed": True,
"success": completed.returncode == 0,
"return_code": completed.returncode,
"stdout_tail": stdout[-OUTPUT_TAIL_CHARS:],
"stderr_tail": stderr[-OUTPUT_TAIL_CHARS:],
}
except FileNotFoundError:
return {
"command": " ".join(command),
"executed": False,
"success": False,
"return_code": None,
"stdout_tail": "",
"stderr_tail": f"Command not found: {command[0]}",
}
except subprocess.TimeoutExpired as exc:
return {
"command": " ".join(command),
"executed": True,
"success": False,
"return_code": None,
"stdout_tail": (exc.stdout or "")[-OUTPUT_TAIL_CHARS:] if exc.stdout else "",
"stderr_tail": (exc.stderr or "")[-OUTPUT_TAIL_CHARS:] if exc.stderr else "Command timed out.",
}
def _soda_cloud_credentials() -> Dict[str, str] | None:
api_key_id = os.getenv("SODA_CLOUD_API_KEY_ID", "").strip()
api_key_secret = os.getenv("SODA_CLOUD_API_KEY_SECRET", "").strip()
host = os.getenv("SODA_CLOUD_HOST", "").strip()
if not (api_key_id and api_key_secret and host):
return None
return {
"api_key_id": api_key_id,
"api_key_secret": api_key_secret,
"host": host,
}
def _extract_cloud_scan_metadata(stdout_tail: str, stderr_tail: str) -> Dict[str, str]:
text = f"{stdout_tail}\n{stderr_tail}"
scan_id = ""
scan_url = ""
scan_match = re.search(r"(?:scan[\s_-]?id)\s*[:=]\s*([a-zA-Z0-9\-]+)", text, flags=re.IGNORECASE)
if scan_match:
scan_id = scan_match.group(1).strip()
url_match = re.search(r"(https?://[^\s]+)", text)
if url_match:
scan_url = url_match.group(1).strip().rstrip(".,)")
return {
"scan_id": scan_id,
"scan_url": scan_url,
}
def _write_soda_data_source_config(config_path: Path, data_source_name: str, runtime_db_path: Path) -> None:
config_path.write_text(
"\n".join(
[
"type: duckdb",
f"name: {data_source_name}",
"connection:",
f" database: {runtime_db_path.as_posix()}",
" schema: main",
]
)
+ "\n",
encoding="utf-8",
)
def _resolve_soda_cloud_config(target_path: Path) -> tuple[Path | None, str]:
explicit_path = os.getenv("SODA_CLOUD_CONFIG_PATH", "").strip()
candidate_paths = []
if explicit_path:
candidate_paths.append(Path(explicit_path).expanduser())
candidate_paths.append(PROJECT_ROOT / "sc_config.yml")
for candidate in candidate_paths:
if candidate.is_file():
shutil.copyfile(candidate, target_path)
return target_path, str(candidate)
credentials = _soda_cloud_credentials()
if credentials is None:
return None, ""
target_path.write_text(
"\n".join(
[
"soda_cloud:",
f" host: {credentials['host']}",
f" api_key_id: {credentials['api_key_id']}",
f" api_key_secret: {credentials['api_key_secret']}",
]
)
+ "\n",
encoding="utf-8",
)
return target_path, "env"
def _prepare_dbt_project(rules: Sequence[Mapping[str, object]], db_path: Path, root_dir: Path) -> Dict[str, object]:
project_dir = root_dir / "dbt_project"
tests_dir = project_dir / "tests"
models_dir = project_dir / "models"
macros_dir = project_dir / "macros"
runtime_db_path = root_dir / "dbt_runtime.db"
tests_dir.mkdir(parents=True, exist_ok=True)
models_dir.mkdir(parents=True, exist_ok=True)
macros_dir.mkdir(parents=True, exist_ok=True)
shutil.copyfile(db_path, runtime_db_path)
(project_dir / "dbt_project.yml").write_text(
"\n".join(
[
"name: off_quality_declarative",
"version: '1.0'",
"config-version: 2",
"profile: off_quality_duckdb",
"model-paths: ['models']",
"test-paths: ['tests']",
]
)
+ "\n",
encoding="utf-8",
)
(project_dir / "profiles.yml").write_text(
"\n".join(
[
"off_quality_duckdb:",
" target: dev",
" outputs:",
" dev:",
" type: duckdb",
f" path: '{runtime_db_path.as_posix()}'",
" schema: main",
" threads: 1",
]
)
+ "\n",
encoding="utf-8",
)
(models_dir / "sources.yml").write_text(
"\n".join(
[
"version: 2",
"sources:",
" - name: off_source",
" schema: main",
" tables:",
" - name: nutrition_table",
]
)
+ "\n",
encoding="utf-8",
)
test_sql_by_rule: Dict[str, str] = {}
for rule in rules:
rule_name = str(rule["rule_name"])
condition = str(rule["duckdb_condition"])
sql = (
"SELECT product_id\n"
"FROM {{ source('off_source', 'nutrition_table') }}\n"
f"WHERE {condition}"
)
test_sql_by_rule[rule_name] = sql
(tests_dir / f"{rule_name}.sql").write_text(sql + "\n", encoding="utf-8")
# dbt test command uses multiprocessing in this environment and fails with WinError 5.
# Use run-operation to execute each rule query in real dbt runtime instead.
(macros_dir / "count_violations.sql").write_text(
"\n".join(
[
"{% macro count_violations(condition_sql) %}",
" {% set q %}",
" select count(*) as violation_count",
" from {{ source('off_source', 'nutrition_table') }}",
" where {{ condition_sql }}",
" {% endset %}",
" {% set t = run_query(q) %}",
" {% if execute %}",
" {% set c = t.columns[0].values()[0] %}",
" {% do log('VIOLATION_COUNT=' ~ c, info=True) %}",
" {% endif %}",
"{% endmacro %}",
]
)
+ "\n",
encoding="utf-8",
)
dbt_cmd = shutil.which("dbt")
if not dbt_cmd:
return {
"run": {
"command": "dbt test --project-dir ... --profiles-dir ...",
"executed": False,
"success": False,
"return_code": None,
"stdout_tail": "",
"stderr_tail": "dbt CLI not found. Install dbt-duckdb.",
},
"test_sql_by_rule": test_sql_by_rule,
}
debug_info = _run_command(
[dbt_cmd, "debug", "--project-dir", str(project_dir), "--profiles-dir", str(project_dir)],
cwd=project_dir,
)
per_rule_runs: Dict[str, Dict[str, object]] = {}
for rule in rules:
rule_name = str(rule["rule_name"])
condition = str(rule["duckdb_condition"])
args_yaml = f"{{condition_sql: {condition!r}}}"
per_rule_runs[rule_name] = _run_command(
[
dbt_cmd,
"run-operation",
"count_violations",
"--project-dir",
str(project_dir),
"--profiles-dir",
str(project_dir),
"--args",
args_yaml,
],
cwd=project_dir,
)
all_executed = bool(debug_info.get("executed")) and all(bool(run.get("executed")) for run in per_rule_runs.values())
all_success_codes = (
debug_info.get("return_code") == 0 and all(run.get("return_code") == 0 for run in per_rule_runs.values())
)
failing_rules = [rule_name for rule_name, run in per_rule_runs.items() if run.get("return_code") != 0]
summary_stdout, summary_stderr = _summarize_soda_runs(per_rule_runs)
run_info = {
"command": (
f"dbt debug + dbt run-operation count_violations "
f"(per-rule x{len(per_rule_runs)}) --project-dir {project_dir} --profiles-dir {project_dir}"
),
"executed": all_executed,
"success": all_success_codes,
"return_code": 0 if all_success_codes else 2,
"stdout_tail": summary_stdout,
"stderr_tail": summary_stderr,
"real_execution": all_success_codes,
"failed_rules": failing_rules,
}
return {"run": run_info, "test_sql_by_rule": test_sql_by_rule}
def _prepare_soda_cloud_scan(
rules: Sequence[Mapping[str, object]],
db_path: Path,
root_dir: Path,
) -> Dict[str, object]:
soda_dir = root_dir / "soda_cloud"
soda_dir.mkdir(parents=True, exist_ok=True)
runtime_db_path = root_dir / "soda_cloud_runtime.db"
shutil.copyfile(db_path, runtime_db_path)
data_source_name = "off_quality"
config_path = soda_dir / "data_source.yml"
soda_cloud_config_path = soda_dir / "soda_cloud.yml"
contracts_dir = soda_dir / "contracts"
contracts_dir.mkdir(parents=True, exist_ok=True)
check_yaml_by_rule: Dict[str, str] = {}
soda_cloud_config, cloud_config_source = _resolve_soda_cloud_config(soda_cloud_config_path)
if soda_cloud_config is None:
return {
"run": {
"command": "soda contract verify -c <contract.yml> -ds data_source.yml -sc soda_cloud.yml -p",
"executed": False,
"success": False,
"return_code": None,
"stdout_tail": "",
"stderr_tail": (
"Soda Cloud config missing. Provide sc_config.yml, set SODA_CLOUD_CONFIG_PATH, "
"or set SODA_CLOUD_API_KEY_ID, SODA_CLOUD_API_KEY_SECRET, SODA_CLOUD_HOST."
),
"mode": "cloud",
"cloud_connected": False,
"cloud_scan_id": "",
"cloud_scan_url": "",
"real_execution": False,
"failed_rules": [str(rule["rule_name"]) for rule in rules],
},
"check_yaml_by_rule": check_yaml_by_rule,
}
_write_soda_data_source_config(config_path=config_path, data_source_name=data_source_name, runtime_db_path=runtime_db_path)
soda_cmd = shutil.which("soda")
if not soda_cmd:
return {
"run": {
"command": (
f"soda contract verify -c <contract.yml> -ds {config_path} "
f"-sc {soda_cloud_config_path} -p"
),
"executed": False,
"success": False,
"return_code": None,
"stdout_tail": "",
"stderr_tail": "soda CLI not found. Install soda-duckdb.",
"mode": "cloud",
"cloud_connected": False,
"cloud_scan_id": "",
"cloud_scan_url": "",
"real_execution": False,
"failed_rules": [str(rule["rule_name"]) for rule in rules],
},
"check_yaml_by_rule": check_yaml_by_rule,
}
with duckdb.connect(db_path.as_posix()) as con:
columns = [str(row[1]) for row in con.execute(f"PRAGMA table_info('{TABLE_NAME}')").fetchall()]
soda_env = {
"OTEL_SDK_DISABLED": "true",
"PYTHONUTF8": "1",
"PYTHONIOENCODING": "utf-8",
}
per_rule_runs: Dict[str, Dict[str, object]] = {}
first_cloud_meta = {"scan_id": "", "scan_url": ""}
for rule in rules:
rule_name = str(rule["rule_name"])
condition = str(rule["duckdb_condition"])
check_block = (
f" - failed_rows:\n"
f" name: {rule_name}\n"
f" expression: {condition}\n"
)
check_yaml_by_rule[rule_name] = check_block.rstrip("\n")
contract_lines: List[str] = [
f"dataset: {data_source_name}/main/{TABLE_NAME}",
"columns:",
]
for column in columns:
contract_lines.append(f" - name: {column}")
contract_lines.extend(["checks:", check_block.rstrip("\n")])
contract_path = contracts_dir / f"{rule_name}.yml"
contract_path.write_text("\n".join(contract_lines) + "\n", encoding="utf-8")
run = _run_command(
[
soda_cmd,
"contract",
"verify",
"-c",
str(contract_path),
"-ds",
str(config_path),
"-sc",
str(soda_cloud_config),
"-p",
"-v",
],
cwd=soda_dir,
env=soda_env,
)
per_rule_runs[rule_name] = run
cloud_meta = _extract_cloud_scan_metadata(
stdout_tail=str(run.get("stdout_tail", "")),
stderr_tail=str(run.get("stderr_tail", "")),
)
if not first_cloud_meta["scan_id"] and cloud_meta["scan_id"]:
first_cloud_meta["scan_id"] = cloud_meta["scan_id"]
if not first_cloud_meta["scan_url"] and cloud_meta["scan_url"]:
first_cloud_meta["scan_url"] = cloud_meta["scan_url"]
all_executed = all(bool(run.get("executed")) for run in per_rule_runs.values())
all_success_codes = all(run.get("return_code") in {0, 1} for run in per_rule_runs.values())
all_real = all(_soda_run_is_real(run) for run in per_rule_runs.values())
all_published = all(_soda_cloud_publish_succeeded(run) for run in per_rule_runs.values())
failing_rules = [
rule_name
for rule_name, run in per_rule_runs.items()
if not (_soda_run_is_real(run) and _soda_cloud_publish_succeeded(run))
]
summary_stdout, summary_stderr = _summarize_soda_runs(per_rule_runs)
run_info = {
"command": (
f"soda contract verify (per-rule x{len(per_rule_runs)}) -ds {config_path} "
f"-sc {soda_cloud_config} -p"
),
"executed": all_executed,
"success": all_success_codes,
"return_code": 0 if all_success_codes else 3,
"stdout_tail": summary_stdout,
"stderr_tail": summary_stderr,
"mode": "cloud",
"real_execution": all_real,
"cloud_connected": all_published,
"cloud_scan_id": first_cloud_meta["scan_id"],
"cloud_scan_url": first_cloud_meta["scan_url"],
"cloud_config_source": cloud_config_source,
"failed_rules": failing_rules,
}
return {"run": run_info, "check_yaml_by_rule": check_yaml_by_rule}
def _prepare_soda_contract(rules: Sequence[Mapping[str, object]], db_path: Path, root_dir: Path) -> Dict[str, object]:
soda_dir = root_dir / "soda"
soda_dir.mkdir(parents=True, exist_ok=True)
data_source_name = "off_quality"
runtime_db_path = root_dir / "soda_runtime.db"
config_path = soda_dir / "data_source.yml"
contracts_dir = soda_dir / "contracts"
contracts_dir.mkdir(parents=True, exist_ok=True)
shutil.copyfile(db_path, runtime_db_path)
_write_soda_data_source_config(config_path=config_path, data_source_name=data_source_name, runtime_db_path=runtime_db_path)
with duckdb.connect(db_path.as_posix()) as con:
columns = [str(row[1]) for row in con.execute(f"PRAGMA table_info('{TABLE_NAME}')").fetchall()]
check_yaml_by_rule: Dict[str, str] = {}
soda_cmd = shutil.which("soda")
if not soda_cmd:
return {
"run": {
"command": f"soda contract verify -c <contract.yml> -ds {config_path}",
"executed": False,
"success": False,
"return_code": None,
"stdout_tail": "",
"stderr_tail": "soda CLI not found. Install soda-duckdb.",
},
"check_yaml_by_rule": check_yaml_by_rule,
}
soda_env = {
# Avoid blocked telemetry calls and Windows cp1252 console issues with emoji output.
"OTEL_SDK_DISABLED": "true",
"PYTHONUTF8": "1",
"PYTHONIOENCODING": "utf-8",
}
per_rule_runs: Dict[str, Dict[str, object]] = {}
for rule in rules:
rule_name = str(rule["rule_name"])
condition = str(rule["duckdb_condition"])
check_block = (
f" - failed_rows:\n"
f" name: {rule_name}\n"
f" expression: {condition}\n"
)
check_yaml_by_rule[rule_name] = check_block.rstrip("\n")
contract_lines: List[str] = [
f"dataset: {data_source_name}/main/{TABLE_NAME}",
"columns:",
]
for column in columns:
contract_lines.append(f" - name: {column}")
contract_lines.extend(["checks:", check_block.rstrip("\n")])
contract_path = contracts_dir / f"{rule_name}.yml"
contract_path.write_text("\n".join(contract_lines) + "\n", encoding="utf-8")
per_rule_runs[rule_name] = _run_command(
[soda_cmd, "contract", "verify", "-c", str(contract_path), "-ds", str(config_path)],
cwd=soda_dir,
env=soda_env,
)
all_executed = all(bool(run.get("executed")) for run in per_rule_runs.values())
all_success_codes = all(run.get("return_code") in {0, 1} for run in per_rule_runs.values())
all_real = all(_soda_run_is_real(run) for run in per_rule_runs.values())
failing_rules = [rule_name for rule_name, run in per_rule_runs.items() if not _soda_run_is_real(run)]
summary_stdout = "\n".join(
f"{rule_name}: rc={run.get('return_code')}, success={run.get('success')}"
for rule_name, run in per_rule_runs.items()
)[-1200:]
summary_stderr = "\n".join(
f"{rule_name}: {str(run.get('stderr_tail', '')).strip()}"
for rule_name, run in per_rule_runs.items()
if str(run.get("stderr_tail", "")).strip()
)[-1200:]
run_info = {
"command": f"soda contract verify (per-rule x{len(per_rule_runs)}) -ds {config_path}",
"executed": all_executed,
"success": all_success_codes,
"return_code": 0 if all_success_codes else 3,
"stdout_tail": summary_stdout,
"stderr_tail": summary_stderr,
"mode": "local",
"real_execution": all_real,
"cloud_connected": False,
"cloud_scan_id": "",
"cloud_scan_url": "",
"failed_rules": failing_rules,
}
return {"run": run_info, "check_yaml_by_rule": check_yaml_by_rule}
def _dbt_run_is_real(run_info: Mapping[str, object]) -> bool:
if "real_execution" in run_info:
return bool(run_info.get("real_execution"))
if not bool(run_info.get("executed")):
return False
return run_info.get("return_code") in {0, 1}
def _soda_run_is_real(run_info: Mapping[str, object]) -> bool:
if not bool(run_info.get("executed")):
return False
output = f"{run_info.get('stdout_tail', '')}\n{run_info.get('stderr_tail', '')}".lower()
if "soda v3 commands are not supported" in output:
return False
if "contract results for" in output:
return True
if run_info.get("return_code") in {0, 1}:
return True
return bool(run_info.get("success"))
def _soda_cloud_publish_succeeded(run_info: Mapping[str, object]) -> bool:
if not bool(run_info.get("executed")):
return False
output = f"{run_info.get('stdout_tail', '')}\n{run_info.get('stderr_tail', '')}".lower()
if "results sent to soda cloud" in output:
return True
if "to view the dataset on soda cloud" in output:
return True
if "cloud.soda.io/o/" in output:
return True
return False
def _summarize_soda_runs(per_rule_runs: Mapping[str, Mapping[str, object]]) -> tuple[str, str]:
summary_stdout = "\n".join(
f"{rule_name}: rc={run.get('return_code')}, success={run.get('success')}"
for rule_name, run in per_rule_runs.items()
)
summary_stderr = "\n".join(
f"{rule_name}: {str(run.get('stderr_tail', '')).strip()}"
for rule_name, run in per_rule_runs.items()
if str(run.get("stderr_tail", "")).strip()
)
for rule_name, run in per_rule_runs.items():
if not _soda_run_is_real(run):
failing_stdout = str(run.get("stdout_tail", "")).strip()
failing_stderr = str(run.get("stderr_tail", "")).strip()
if failing_stdout:
summary_stdout = f"{summary_stdout}\n\nFirst failing rule: {rule_name}\n{failing_stdout}"
if failing_stderr:
summary_stderr = f"{summary_stderr}\n\nFirst failing rule: {rule_name}\n{failing_stderr}"
break
return summary_stdout[-1200:], summary_stderr[-1200:]
def run_declarative_checks(
rules: Sequence[Mapping[str, object]],
products: Sequence[Mapping[str, object]],
db_path: Path,
engine: str,
soda_mode: str = "local",
) -> Dict[str, object]:
"""Run declarative checks and return parity-compatible output payload."""
if engine not in {"dbt", "soda"}:
raise ValueError(f"Unsupported declarative engine: {engine}")
if soda_mode not in {"local", "cloud"}:
raise ValueError("soda_mode must be one of: local, cloud")
runtime_root = RUNTIME_DIR / engine
runtime_root.mkdir(parents=True, exist_ok=True)
per_rule_ids: Dict[str, List[str]] = {}
for rule in rules:
per_rule_ids[str(rule["rule_name"])] = _query_rule_product_ids(rule, db_path=db_path)
per_product_tags = _build_per_product_tags(rules=rules, per_rule_ids=per_rule_ids, products=products)
if engine == "dbt":
artifact = _prepare_dbt_project(rules=rules, db_path=db_path, root_dir=runtime_root)
run_info = artifact["run"]
snippets = artifact["test_sql_by_rule"]
is_real = _dbt_run_is_real(run_info)
provider = "dbt_core" if is_real else "dbt_core_sql_fallback"
confidence = 0.99 if is_real else 0.92
note_prefix = (
"dbt tests executed through dbt-core."
if is_real
else "dbt execution unavailable/failed; used SQL-equivalent declarative parity."
)
else:
if soda_mode == "cloud":
cloud_artifact = _prepare_soda_cloud_scan(rules=rules, db_path=db_path, root_dir=runtime_root)
cloud_run = cloud_artifact["run"]
snippets = cloud_artifact["check_yaml_by_rule"]
cloud_ok = bool(cloud_run.get("cloud_connected")) and bool(cloud_run.get("real_execution"))
if cloud_ok:
run_info = cloud_run
is_real = True
provider = "soda_cloud"
confidence = 0.99
note_prefix = "Soda Cloud scan executed successfully."
else:
run_info = dict(cloud_run)
run_info.update(
{
"mode": "cloud_sql_fallback",
"real_execution": False,
"cloud_connected": bool(cloud_run.get("cloud_connected", False)),
"cloud_scan_id": str(cloud_run.get("cloud_scan_id", "")),
"cloud_scan_url": str(cloud_run.get("cloud_scan_url", "")),
"failed_rules": [str(rule["rule_name"]) for rule in rules],
}
)
is_real = False
provider = "soda_core_sql_fallback"
confidence = 0.92
note_prefix = "Soda Cloud unavailable/failed; used SQL-equivalent declarative parity (fast fallback)."
else:
artifact = _prepare_soda_contract(rules=rules, db_path=db_path, root_dir=runtime_root)
run_info = artifact["run"]
snippets = artifact["check_yaml_by_rule"]
is_real = bool(run_info.get("real_execution")) or _soda_run_is_real(run_info)
provider = "soda_core" if is_real else "soda_core_sql_fallback"
confidence = 0.99 if is_real else 0.92
note_prefix = (
"Soda contract verification executed through soda-core."
if is_real
else "Soda execution unavailable/failed; used SQL-equivalent declarative parity."
)
conversion_metadata: Dict[str, Dict[str, object]] = {}
for rule in rules:
rule_name = str(rule["rule_name"])
conversion_metadata[rule_name] = {
"function_name": f"{engine}_{rule_name}",
"python_code": snippets.get(rule_name, _sql_for_rule(rule)),
"llm_confidence": confidence,
"conversion_notes": (
f"{note_prefix} "
f"Command: {run_info['command']} | "
f"Success: {run_info['success']} | "
f"Return code: {run_info['return_code']}"
),
"provider": provider,
"execution_mode": str(run_info.get("mode", "local")),
"cloud_connected": bool(run_info.get("cloud_connected", False)),
"cloud_scan_id": str(run_info.get("cloud_scan_id", "")),
"cloud_scan_url": str(run_info.get("cloud_scan_url", "")),
}
return {
"per_product": per_product_tags,
"per_rule": per_rule_ids,
"conversion_metadata": conversion_metadata,
"engine_run": run_info,
}
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