playbook/antigravity-awesome-skills/skills/monte-carlo-push-ingestion/scripts/templates/redshift/collect_metadata.py

285 lines
9.5 KiB
Python

"""
Redshift — Metadata Collection (collect-only)
===============================================
Collects table schemas, row counts, and byte sizes from Amazon Redshift using
SVV system views, then writes a JSON manifest file that can be consumed by
push_metadata.py.
Substitution points (search for "← SUBSTITUTE"):
- REDSHIFT_HOST : Redshift cluster endpoint or serverless workgroup endpoint
- REDSHIFT_DB : database name to connect to
- REDSHIFT_USER : database user (or IAM role user)
- REDSHIFT_PASSWORD : database password
- DB_EXCLUSIONS : databases to skip
- SCHEMA_EXCLUSIONS : schemas to skip in every database
Prerequisites:
pip install psycopg2-binary
"""
from __future__ import annotations
import argparse
import ipaddress
import json
import logging
import os
import re
from datetime import datetime, timezone
from typing import Any
import psycopg2
import psycopg2.extras
from _safe_paths import safe_existing_directory, safe_input_json_path, safe_output_json_path, write_json_file
logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s %(message)s")
log = logging.getLogger(__name__)
RESOURCE_TYPE = "redshift"
DB_EXCLUSIONS: set[str] = {"dev", "padb_harvest"} # ← SUBSTITUTE: add internal databases
SCHEMA_EXCLUSIONS: set[str] = { # ← SUBSTITUTE: add internal schemas
"information_schema",
"pg_catalog",
"pg_internal",
"catalog_history",
}
_ALLOWED_REDSHIFT_HOST_RE = re.compile(
r"^[a-z0-9][a-z0-9.-]*\.(?:redshift|redshift-serverless)\.[a-z0-9-]+\.amazonaws\.com(?:\.cn)?$",
re.IGNORECASE,
)
def _sql_literal(value: str) -> str:
return "'" + str(value).replace("'", "''") + "'"
def _explicitly_allowed_redshift_hosts() -> set[str]:
raw_hosts = os.getenv("REDSHIFT_ALLOWED_HOSTS", "")
return {host.strip().lower().rstrip(".") for host in raw_hosts.split(",") if host.strip()}
def validate_redshift_host(host: str, *, allow_private: bool = False) -> str:
value = str(host).strip()
if not value or any(part in value for part in ("/", "\\", "@", ":")):
raise ValueError(f"Invalid Redshift host: {host!r}")
hostname = value.lower().rstrip(".")
allowed_hosts = _explicitly_allowed_redshift_hosts()
try:
address = ipaddress.ip_address(value)
except ValueError:
if hostname in allowed_hosts:
return hostname
match = _ALLOWED_REDSHIFT_HOST_RE.fullmatch(hostname)
if match:
return match.group(0)
raise ValueError(
"Redshift host must be an AWS Redshift endpoint or be listed in REDSHIFT_ALLOWED_HOSTS"
)
if hostname not in allowed_hosts:
raise ValueError("Redshift IP hosts must be listed in REDSHIFT_ALLOWED_HOSTS")
blocked = (
address.is_loopback
or address.is_link_local
or address.is_multicast
or address.is_unspecified
or address.is_reserved
or (address.is_private and not allow_private)
)
if blocked:
raise ValueError(f"Redshift host address is not allowed: {host!r}")
return str(address)
def _bounded_int(value: int, field: str, *, minimum: int, maximum: int) -> int:
value = int(value)
if value < minimum or value > maximum:
raise ValueError(f"{field} must be between {minimum} and {maximum}")
return value
def _check_available_memory(min_gb: float = 2.0) -> None:
"""Warn if available memory is below the threshold."""
try:
if hasattr(os, "sysconf"): # Linux / macOS
page_size = os.sysconf("SC_PAGE_SIZE")
avail_pages = os.sysconf("SC_AVPHYS_PAGES")
avail_gb = (page_size * avail_pages) / (1024 ** 3)
else:
return # Windows — skip check
except (ValueError, OSError):
return
if avail_gb < min_gb:
log.warning(
"Only %.1f GB of memory available (minimum recommended: %.1f GB). "
"Consider reducing the collection scope or increasing available memory.",
avail_gb,
min_gb,
)
def _dictfetch(cursor: Any, sql: str, params: tuple | None = None) -> list[dict[str, Any]]:
cursor.execute(sql, params)
cols = [d.name for d in cursor.description]
rows = []
while True:
chunk = cursor.fetchmany(1000)
if not chunk:
break
rows.extend(dict(zip(cols, row)) for row in chunk)
return rows
def collect_databases(cursor: Any) -> list[str]:
rows = _dictfetch(
cursor,
"SELECT database_name FROM svv_redshift_databases ORDER BY database_name",
)
return [r["database_name"] for r in rows if r["database_name"] not in DB_EXCLUSIONS]
def collect_tables(cursor: Any, db: str) -> list[dict[str, Any]]:
schema_list = ", ".join(_sql_literal(s) for s in sorted(SCHEMA_EXCLUSIONS))
return _dictfetch(
cursor,
f"""
SELECT
database AS db,
schema,
"table" AS table_name,
"rows" AS row_count,
size * 1024 * 1024 AS byte_count
FROM svv_table_info
WHERE database = %s
AND schema NOT IN ({schema_list})
ORDER BY schema, "table"
""", # ← SUBSTITUTE: add additional WHERE clauses to narrow scope
(db,),
)
def collect_columns(cursor: Any, db: str, schema: str, table: str) -> list[dict[str, Any]]:
return _dictfetch(
cursor,
"""
SELECT column_name, data_type, remarks AS comment
FROM svv_columns
WHERE table_catalog = %s
AND table_schema = %s
AND table_name = %s
ORDER BY ordinal_position
""",
(db, schema, table),
)
def collect(
host: str,
db: str,
user: str,
password: str,
manifest_path: str = "manifest_metadata.json",
port: int = 5439,
) -> list[dict[str, Any]]:
"""Connect to Redshift, collect metadata, write a JSON manifest, and return asset dicts."""
_check_available_memory()
allow_private_host = os.getenv("REDSHIFT_ALLOW_PRIVATE_HOST", "").lower() in {"1", "true", "yes"}
host = validate_redshift_host(host, allow_private=allow_private_host)
port = _bounded_int(port, "port", minimum=1, maximum=65535)
collected_at = datetime.now(timezone.utc).isoformat()
assets: list[dict[str, Any]] = []
conn = psycopg2.connect(
host=host, # ← SUBSTITUTE
port=port,
dbname=db, # ← SUBSTITUTE
user=user, # ← SUBSTITUTE
password=password, # ← SUBSTITUTE
connect_timeout=30,
)
try:
with conn.cursor() as cursor:
databases = collect_databases(cursor)
log.info("Found databases: %s", databases)
for database in databases:
tables = collect_tables(cursor, database)
log.info("Database %s%d tables", database, len(tables))
for t in tables:
schema = t["schema"]
table_name = t["table_name"]
columns = collect_columns(cursor, database, schema, table_name)
fields = [
{
"name": col["column_name"],
"type": col["data_type"].upper(),
"description": col.get("comment") or None,
}
for col in columns
]
asset = {
"asset_name": table_name,
"database": database, # ← SUBSTITUTE: use database as top-level namespace
"schema": schema,
"asset_type": "TABLE",
"fields": fields,
"row_count": t.get("row_count"),
"byte_count": t.get("byte_count"),
}
assets.append(asset)
log.info("Collected %s.%s.%s", database, schema, table_name)
finally:
conn.close()
manifest = {
"resource_type": RESOURCE_TYPE,
"collected_at": collected_at,
"asset_count": len(assets),
"assets": assets,
}
write_json_file(manifest_path, manifest)
log.info("Manifest written to %s (%d assets)", manifest_path, len(assets))
return assets
def main() -> None:
parser = argparse.ArgumentParser(description="Collect Redshift metadata to a manifest file")
parser.add_argument("--db", default=os.getenv("REDSHIFT_DB")) # ← SUBSTITUTE
parser.add_argument("--user", default=os.getenv("REDSHIFT_USER")) # ← SUBSTITUTE
parser.add_argument("--password", default=os.getenv("REDSHIFT_PASSWORD")) # ← SUBSTITUTE
parser.add_argument("--port", type=int, default=int(os.getenv("REDSHIFT_PORT", "5439")))
parser.add_argument("--manifest", default="manifest_metadata.json")
args = parser.parse_args()
required = ["db", "user", "password"]
missing = [k for k in required if getattr(args, k) is None]
if missing:
parser.error(f"Missing required arguments/env vars: {missing}")
redshift_host = os.getenv("REDSHIFT_HOST")
if not redshift_host:
parser.error("Missing required env var: REDSHIFT_HOST")
redshift_host = validate_redshift_host(
redshift_host,
allow_private=os.getenv("REDSHIFT_ALLOW_PRIVATE_HOST", "").lower() in {"1", "true", "yes"},
)
collect(
host=redshift_host,
db=args.db,
user=args.user,
password=args.password,
manifest_path=args.manifest,
port=args.port,
)
if __name__ == "__main__":
main()