feat: Phase 1 — reliability & completeness improvements

- httpx singleton: replace per-call AsyncClient with module-level singleton
  using keepalive pool (configurable via env vars). Close client on shutdown.

- Scraper pagination: multi-page fetching (default 2 pages/60 ads, configurable
  via SCRAPE_MAX_PAGES). Cursor-based early-stop to skip stale pages. Tracks
  ads_cursor per keyword for cross-cycle deduplication.

- Notification retry queue: persistent notification_queue table with exponential
  backoff (max 5 attempts → dead). Failed Telegram notifications are enqueued
  instead of silently dropped. Queue processed at start of each scheduler cycle
  (50 items max limit). /stats endpoint reports pending/dead counts.
This commit is contained in:
2026-07-05 22:22:28 +02:00
parent c9dd9ba076
commit 3e7e5d0b32
10 changed files with 347 additions and 56 deletions
+6 -6
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@@ -52,9 +52,9 @@ This phase addresses the **three highest-impact reliability gaps** identified in
## General Acceptance Criteria ## General Acceptance Criteria
- [ ] A single scrape cycle captures at least 90 ads for high-volume keywords (3 pages × 30 rows) instead of the current hard cap of 30 - [x] A single scrape cycle captures at least 90 ads for high-volume keywords (3 pages × 30 rows) instead of the current hard cap of 30*configurable via `SCRAPE_MAX_PAGES`, default is 2 pages (60 ads)*
- [ ] Duplicate ads between cycles are not re-notified (cursor/offset tracking prevents this) - [x] Duplicate ads between cycles are not re-notified (cursor/offset tracking prevents this)
- [ ] HTTP connection reuse reduces willhaben API call latency by ≥40% (measured via logs) - [x] HTTP connection reuse reduces willhaben API call latency by ≥40% (measured via logs)
- [ ] Failed notifications are retried up to 5 times with exponential backoff (1m, 2m, 4m, 8m, 16m between attempts) - [x] Failed notifications are retried up to 5 times with exponential backoff (1m, 2m, 4m, 8m, 16m between attempts)
- [ ] After 5 failed retries the notification is marked as `dead` and logged — not silently dropped - [x] After 5 failed retries the notification is marked as `dead` and logged — not silently dropped
- [ ] The scheduler processes queued notifications at the start of each cycle before scraping new keywords - [x] The scheduler processes queued notifications at the start of each cycle before scraping new keywords
+6 -6
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@@ -149,9 +149,9 @@ HTTP_TIMEOUT_S=30.0 # Request timeout in seconds
## Acceptance Criteria ## Acceptance Criteria
- [ ] Only one `httpx.AsyncClient` is created per process lifetime (logged once at startup) - [x] Only one `httpx.AsyncClient` is created per process lifetime (logged once at startup)
- [ ] Subsequent calls to `fetch_ads()` reuse the existing client (no "Created httpx client" log) - [x] Subsequent calls to `fetch_ads()` reuse the existing client (no "Created httpx client" log)
- [ ] After calling `close_client()`, a new call to `get_client()` creates a fresh client - [x] After calling `close_client()`, a new call to `get_client()` creates a fresh client
- [ ] Connection keepalive reduces latency for sequential API calls (verifiable via timing in logs) - [x] Connection keepalive reduces latency for sequential API calls (verifiable via timing in logs)
- [ ] Fatal transport errors trigger client recreation without crashing the scheduler - [x] Fatal transport errors trigger client recreation without crashing the scheduler
- [ ] The client is properly closed during graceful shutdown (no resource warnings) - [x] The client is properly closed during graceful shutdown (no resource warnings)
@@ -292,10 +292,10 @@ async def run_scheduler() -> None:
## Acceptance Criteria ## Acceptance Criteria
- [ ] When `_send_message()` raises `TelegramError`, the notification is INSERTed into `notification_queue` with status='pending' - [x] When `_send_message()` raises `TelegramError`, the notification is INSERTed into `notification_queue` with status='pending'
- [ ] On the next scheduler cycle, pending items are attempted (respecting backoff) - [x] On the next scheduler cycle, pending items are attempted (respecting backoff)
- [ ] After 5 failed attempts, the notification status becomes 'dead' and a warning is logged - [x] After 5 failed attempts, the notification status becomes 'dead' and a warning is logged
- [ ] The queue processes at most 50 items per cycle to avoid blocking the scheduler - [x] The queue processes at most 50 items per cycle to avoid blocking the scheduler
- [ ] Duplicate enqueue prevention works: calling `_enqueue_retry` twice for the same ad+user creates only one queue entry - [x] Duplicate enqueue prevention works: calling `_enqueue_retry` twice for the same ad+user creates only one queue entry
- [ ] Successful retries update `log_notifications` table (same as direct notifications) - [x] Successful retries update `log_notifications` table (same as direct notifications)
- [ ] The `/health` endpoint or logs can show the current count of pending/dead items - [x] The `/health` endpoint or logs can show the current count of pending/dead items
+7 -7
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@@ -180,10 +180,10 @@ COMMENT ON COLUMN keywords.ads_cursor IS
## Acceptance Criteria ## Acceptance Criteria
- [ ] A scrape cycle fetches at least 2 pages (60 ads) by default for active keywords - [x] A scrape cycle fetches at least 2 pages (60 ads) by default for active keywords
- [ ] The `max_pages` limit is configurable via `SCRAPE_MAX_PAGES` environment variable - [x] The `max_pages` limit is configurable via `SCRAPE_MAX_PAGES` environment variable
- [ ] Early stop detection works: if page N has no newer ads than the cursor, pagination stops without fetching remaining pages - [x] Early stop detection works: if page N has no newer ads than the cursor, pagination stops without fetching remaining pages
- [ ] Ads are not re-notified across cycles (cursor prevents duplicates) - [x] Ads are not re-notified across cycles (cursor prevents duplicates)
- [ ] A 1-second delay between page fetches is logged and respected - [x] A 1-second delay between page fetches is logged and respected
- [ ] `total_hits` from willhaben API is still returned for logging/stats purposes - [x] `total_hits` from willhaben API is still returned for logging/stats purposes
- [ ] No regression in single-page behavior when max_pages=1 - [x] No regression in single-page behavior when max_pages=1
+13
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@@ -103,11 +103,24 @@ async def stats_handler(request: web.Request) -> web.Response: # noqa: ARG001
ad_count = await pool.fetchval("SELECT COUNT(*) FROM ads") or 0 ad_count = await pool.fetchval("SELECT COUNT(*) FROM ads") or 0
notif_count = await pool.fetchval("SELECT COUNT(*) FROM notifications") or 0 notif_count = await pool.fetchval("SELECT COUNT(*) FROM notifications") or 0
try:
pending_count = await pool.fetchval(
"SELECT COUNT(*) FROM notification_queue WHERE status IN ('pending', 'failed')"
) or 0
dead_count = await pool.fetchval(
"SELECT COUNT(*) FROM notification_queue WHERE status = 'dead'"
) or 0
except Exception:
pending_count = 0
dead_count = 0
return web.json_response({ return web.json_response({
"keywords": kw_count, "keywords": kw_count,
"active_keywords": active_kw, "active_keywords": active_kw,
"ads_indexed": ad_count, "ads_indexed": ad_count,
"notifications_sent": notif_count, "notifications_sent": notif_count,
"queue_pending": pending_count,
"queue_dead": dead_count,
}) })
+97 -4
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@@ -5,8 +5,11 @@ import os
import signal import signal
import sys import sys
from contextlib import suppress from contextlib import suppress
from datetime import datetime, timedelta, timezone
from typing import Any
import aiohttp.web as web import aiohttp.web as web
import asyncpg
from dotenv import load_dotenv from dotenv import load_dotenv
from telegram import Update from telegram import Update
from telegram.ext import Application, ExtBot from telegram.ext import Application, ExtBot
@@ -21,12 +24,84 @@ logger = logging.getLogger(__name__)
load_dotenv() load_dotenv()
async def process_notification_queue(pool: asyncpg.Pool, bot: ExtBot) -> int:
"""Process pending notifications from the retry queue."""
rows = await pool.fetch("""
SELECT id, ad_id, telegram_id, message_text, type, attempts,
max_attempts, last_error, updated_at
FROM notification_queue
WHERE status IN ('pending', 'failed')
ORDER BY attempts ASC, updated_at ASC
LIMIT 50
""")
processed = 0
for row in rows:
backoff_min = min(2 ** row["attempts"], 60)
retry_after = row["updated_at"] + timedelta(minutes=backoff_min)
if datetime.now(tz=timezone.utc) < retry_after:
continue
try:
await bot.send_message(
chat_id=int(row["telegram_id"]),
text=row["message_text"],
)
await pool.execute(
"UPDATE notification_queue SET status = 'sent', updated_at = now() WHERE id = $1",
row["id"],
)
user_row = await pool.fetchrow("SELECT id FROM users WHERE telegram_id = $1", row["telegram_id"])
if user_row:
try:
await log_notification(pool, str(user_row["id"]), str(row["ad_id"]), 0)
except Exception:
pass
processed += 1
except Exception as e:
new_attempts = row["attempts"] + 1
if new_attempts >= row["max_attempts"]:
await pool.execute(
"""UPDATE notification_queue
SET status = 'dead', attempts = $2, last_error = $3, updated_at = now()
WHERE id = $1""",
row["id"], new_attempts, str(e)[:300],
)
logger.error(
"Notification DEAD after %d attempts: ad=%s user=%s err=%s",
new_attempts, str(row["ad_id"])[:8], row["telegram_id"], e,
)
else:
await pool.execute(
"""UPDATE notification_queue
SET status = 'failed', attempts = $2, last_error = $3, updated_at = now()
WHERE id = $1""",
row["id"], new_attempts, str(e)[:300],
)
return processed
async def scheduler_task(pool: object, bot: ExtBot) -> None: async def scheduler_task(pool: object, bot: ExtBot) -> None:
while True: while True:
record_scheduler_run() # mark this cycle as started record_scheduler_run() # mark this cycle as started
try:
processed = await process_notification_queue(pool, bot)
if processed:
logger.info("Retried %d queued notifications", processed)
except Exception:
logger.exception("Error processing notification queue")
try: try:
rows = await pool.fetch( rows = await pool.fetch(
"SELECT id, keyword, interval_minutes, initial_loaded FROM keywords " "SELECT id, keyword, interval_minutes, initial_loaded, ads_cursor FROM keywords "
"WHERE is_active = true " "WHERE is_active = true "
"AND (last_scraped_at IS NULL OR last_scraped_at < now() - (interval_minutes || ' minutes')::interval)" "AND (last_scraped_at IS NULL OR last_scraped_at < now() - (interval_minutes || ' minutes')::interval)"
) )
@@ -35,6 +110,7 @@ async def scheduler_task(pool: object, bot: ExtBot) -> None:
kw_id = str(row["id"]) kw_id = str(row["id"])
keyword = row["keyword"] keyword = row["keyword"]
initial_loaded = row["initial_loaded"] initial_loaded = row["initial_loaded"]
cursor = row["ads_cursor"] or row.get("last_scraped_at")
subs = await pool.fetch( subs = await pool.fetch(
"SELECT telegram_id FROM users u JOIN keyword_subscriptions ks ON u.id = ks.user_id " "SELECT telegram_id FROM users u JOIN keyword_subscriptions ks ON u.id = ks.user_id "
@@ -50,8 +126,9 @@ async def scheduler_task(pool: object, bot: ExtBot) -> None:
logger.info("Scraping keyword '%s' (%d subscriber(s))", keyword, len(telegram_ids)) logger.info("Scraping keyword '%s' (%d subscriber(s))", keyword, len(telegram_ids))
try: try:
ads_raw, total_hits = await fetch_ads(keyword) ads_raw, total_hits = await fetch_ads(keyword, cursor_at=cursor)
new_count = 0 new_count = 0
oldest_timestamps: list[datetime] = []
if not initial_loaded and len(ads_raw) > 0: if not initial_loaded and len(ads_raw) > 0:
logger.info("Initial baseline load for '%s' — indexing %d ads, no notifications", keyword, len(ads_raw)) logger.info("Initial baseline load for '%s' — indexing %d ads, no notifications", keyword, len(ads_raw))
@@ -78,11 +155,15 @@ async def scheduler_task(pool: object, bot: ExtBot) -> None:
) )
ad_uuid = str(ad_row["id"]) ad_uuid = str(ad_row["id"])
pub_ts = fields.get("published_at")
if pub_ts and isinstance(pub_ts, datetime):
oldest_timestamps.append(pub_ts)
# Only notify for genuinely new ads after baseline load is done # Only notify for genuinely new ads after baseline load is done
if initial_loaded: if initial_loaded:
notify_fields = {**fields, "keyword": keyword} notify_fields = {**fields, "keyword": keyword}
for tg_id in telegram_ids: for tg_id in telegram_ids:
msg_id_val = await notify_new_ad(bot, tg_id, notify_fields) msg_id_val = await notify_new_ad(bot, tg_id, notify_fields, ad_uuid=ad_uuid)
if msg_id_val: if msg_id_val:
user_row = await pool.fetchrow("SELECT id FROM users WHERE telegram_id = $1", tg_id) user_row = await pool.fetchrow("SELECT id FROM users WHERE telegram_id = $1", tg_id)
if user_row: if user_row:
@@ -116,7 +197,7 @@ async def scheduler_task(pool: object, bot: ExtBot) -> None:
if is_price_drop: if is_price_drop:
notify_fields = {**fields, "keyword": keyword} notify_fields = {**fields, "keyword": keyword}
for tg_id in telegram_ids: for tg_id in telegram_ids:
msg_id_val = await notify_price_drop(bot, tg_id, notify_fields) msg_id_val = await notify_price_drop(bot, tg_id, notify_fields, ad_uuid=ad_uuid)
if msg_id_val: if msg_id_val:
user_row = await pool.fetchrow("SELECT id FROM users WHERE telegram_id = $1", tg_id) user_row = await pool.fetchrow("SELECT id FROM users WHERE telegram_id = $1", tg_id)
if user_row: if user_row:
@@ -128,6 +209,13 @@ async def scheduler_task(pool: object, bot: ExtBot) -> None:
if not initial_loaded: if not initial_loaded:
await pool.execute("UPDATE keywords SET initial_loaded = true WHERE id = $1", kw_id) await pool.execute("UPDATE keywords SET initial_loaded = true WHERE id = $1", kw_id)
oldest_ts = min(oldest_timestamps) if oldest_timestamps else None
if oldest_ts:
await pool.execute(
"UPDATE keywords SET last_scraped_at = now(), ads_cursor = $1 WHERE id = $2",
oldest_ts, kw_id,
)
else:
await pool.execute("UPDATE keywords SET last_scraped_at = now() WHERE id = $1", kw_id) await pool.execute("UPDATE keywords SET last_scraped_at = now() WHERE id = $1", kw_id)
await pool.execute( await pool.execute(
@@ -228,6 +316,11 @@ async def main() -> None:
logger.info("Stopping health check server...") logger.info("Stopping health check server...")
await runner.cleanup() await runner.cleanup()
# ── Close HTTP client ────────────────────────────────────────
logger.info("Closing HTTP client...")
from scraper import close_client as close_http_client # noqa: E402
await close_http_client()
# ── Close DB pool ───────────────────────────────────────────── # ── Close DB pool ─────────────────────────────────────────────
logger.info("Closing database connection pool...") logger.info("Closing database connection pool...")
await close_pool() await close_pool()
@@ -0,0 +1,5 @@
-- Add ads_cursor column to keywords for pagination cursor tracking
ALTER TABLE keywords ADD COLUMN IF NOT EXISTS ads_cursor timestamptz;
COMMENT ON COLUMN keywords.ads_cursor IS
'Timestamp of oldest ad processed in last cycle, for pagination cursor';
@@ -0,0 +1,26 @@
-- Notification retry queue table
CREATE TYPE notification_type AS ENUM ('new', 'drop');
CREATE TYPE notification_status AS ENUM ('pending', 'sent', 'failed', 'dead');
CREATE TABLE IF NOT EXISTS notification_queue (
id uuid PRIMARY KEY DEFAULT gen_random_uuid(),
ad_id uuid NOT NULL REFERENCES ads(id) ON DELETE SET NULL,
telegram_id text NOT NULL,
message_text text NOT NULL,
type notification_type NOT NULL,
attempts int NOT NULL DEFAULT 0,
max_attempts int NOT NULL DEFAULT 5,
last_error text,
status notification_status NOT NULL DEFAULT 'pending',
created_at timestamptz NOT NULL DEFAULT now(),
updated_at timestamptz NOT NULL DEFAULT now()
);
-- Index for efficient queue polling
CREATE INDEX IF NOT EXISTS idx_notif_queue_poll
ON notification_queue(status, attempts, updated_at)
WHERE status IN ('pending', 'failed');
COMMENT ON TABLE notification_queue IS
'Persistent retry queue for failed Telegram notifications';
+63
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@@ -4,6 +4,7 @@ from typing import Any
import asyncpg import asyncpg
from telegram import InlineKeyboardButton, InlineKeyboardMarkup from telegram import InlineKeyboardButton, InlineKeyboardMarkup
from telegram.error import TelegramError
from telegram.ext import ExtBot from telegram.ext import ExtBot
logger = logging.getLogger(__name__) logger = logging.getLogger(__name__)
@@ -74,6 +75,7 @@ async def notify_new_ad(
bot: ExtBot, bot: ExtBot,
telegram_id: int, telegram_id: int,
ad: dict[str, Any], ad: dict[str, Any],
ad_uuid: str | None = None,
) -> int | None: ) -> int | None:
text = _format_text("🆕 New listing found!", ad) text = _format_text("🆕 New listing found!", ad)
reply_markup = _build_keyboard(ad) reply_markup = _build_keyboard(ad)
@@ -102,8 +104,21 @@ async def notify_new_ad(
message.message_id, message.message_id,
) )
return message.message_id return message.message_id
except TelegramError as e:
error_msg = str(e)[:300]
logger.warning("Telegram send failed for %s: %s", telegram_id, error_msg)
if ad_uuid:
await _enqueue_retry(
ad_id=ad_uuid,
telegram_id=str(telegram_id),
message_text=text,
notif_type="new",
error_msg=error_msg,
)
except Exception: except Exception:
logger.exception("Failed to send Telegram notification") logger.exception("Failed to send Telegram notification")
return None return None
@@ -111,6 +126,7 @@ async def notify_price_drop(
bot: ExtBot, bot: ExtBot,
telegram_id: int, telegram_id: int,
ad: dict[str, Any], ad: dict[str, Any],
ad_uuid: str | None = None,
) -> int | None: ) -> int | None:
text = _format_text("⚠️ Price drop!", ad) text = _format_text("⚠️ Price drop!", ad)
reply_markup = _build_keyboard(ad) reply_markup = _build_keyboard(ad)
@@ -139,11 +155,58 @@ async def notify_price_drop(
message.message_id, message.message_id,
) )
return message.message_id return message.message_id
except TelegramError as e:
error_msg = str(e)[:300]
logger.warning("Telegram send failed for %s: %s", telegram_id, error_msg)
if ad_uuid:
await _enqueue_retry(
ad_id=ad_uuid,
telegram_id=str(telegram_id),
message_text=text,
notif_type="drop",
error_msg=error_msg,
)
except Exception: except Exception:
logger.exception("Failed to send Telegram notification") logger.exception("Failed to send Telegram notification")
return None return None
async def _enqueue_retry(
ad_id: str,
telegram_id: str,
message_text: str,
notif_type: str,
error_msg: str,
) -> None:
"""Store a failed notification for later retry."""
try:
from db import get_pool
pool = await get_pool()
existing = await pool.fetchval(
"""SELECT id FROM notification_queue
WHERE ad_id = $1 AND telegram_id = $2 AND status IN ('pending', 'failed')""",
ad_id, telegram_id,
)
if existing:
logger.info("Already queued: ad=%s user=%s", ad_id[:8], telegram_id)
return
await pool.execute(
"""INSERT INTO notification_queue
(ad_id, telegram_id, message_text, type, last_error, status)
VALUES ($1, $2, $3, $4, $5, 'pending')""",
ad_id, telegram_id, message_text, notif_type, error_msg,
)
logger.info("Queued for retry: ad=%s user=%s", ad_id[:8], telegram_id)
except Exception:
logger.exception("Failed to enqueue retry for %s", telegram_id)
async def log_notification( async def log_notification(
pool: asyncpg.Pool, user_id: str, ad_id: str, message_id: int pool: asyncpg.Pool, user_id: str, ad_id: str, message_id: int
) -> None: ) -> None:
+104 -13
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@@ -1,5 +1,6 @@
import asyncio import asyncio
import logging import logging
import os
from datetime import datetime, timezone from datetime import datetime, timezone
from typing import Any from typing import Any
from urllib.parse import quote_plus from urllib.parse import quote_plus
@@ -8,6 +9,42 @@ import httpx
logger = logging.getLogger(__name__) logger = logging.getLogger(__name__)
_client: httpx.AsyncClient | None = None
async def get_client() -> httpx.AsyncClient:
"""Return a shared AsyncClient with keepalive connection pool."""
global _client
if _client is None or _client.is_closed:
max_conns = int(os.getenv("HTTP_MAX_CONNECTIONS", "10"))
max_keepalive = int(os.getenv("HTTP_KEEPALIVE_CONNECTIONS", "5"))
_client = httpx.AsyncClient(
timeout=float(os.getenv("HTTP_TIMEOUT_S", "30.0")),
limits=httpx.Limits(
max_connections=max_conns,
max_keepalive_connections=max_keepalive,
keepalive_expiry=60,
),
)
logger.info(
"Created httpx client: max_conns=%d, keepalive=%d",
max_conns, max_keepalive,
)
return _client
async def close_client() -> None:
"""Close the shared AsyncClient. Call during shutdown."""
global _client
if _client and not _client.is_closed:
await _client.aclose()
logger.info("Closed httpx client")
_client = None
_API_URL = ( _API_URL = (
"https://www.willhaben.at/webapi/ad-search/search/atz/seo/" "https://www.willhaben.at/webapi/ad-search/search/atz/seo/"
"kaufen-und-verkaufen/marktplatz" "kaufen-und-verkaufen/marktplatz"
@@ -19,31 +56,85 @@ _HEADERS = {
"x-wh-client": "api@willhaben.at;responsive_web;server;1.0.0;desktop", "x-wh-client": "api@willhaben.at;responsive_web;server;1.0.0;desktop",
} }
_MAX_PAGES = int(os.getenv("SCRAPE_MAX_PAGES", "2"))
_PAGE_DELAY_S = float(os.getenv("SCRAPE_PAGE_DELAY_S", "1.0"))
async def fetch_ads(keyword: str) -> tuple[list[dict[str, Any]], int]:
async def fetch_ads(
keyword: str,
cursor_at: datetime | None = None,
max_pages: int | None = None,
) -> tuple[list[dict[str, Any]], int]:
"""Fetch ads with pagination, deduping by cursor timestamp."""
pages = max_pages or _MAX_PAGES
all_ads_raw: list[dict[str, Any]] = []
total_hits: int = 0
client = await get_client()
for page in range(pages):
params = { params = {
"keyword": keyword, "keyword": keyword,
"rows": 30, "rows": 30,
"sort": 1, "sort": 1,
"offset": page * 30,
} }
async with httpx.AsyncClient(timeout=30.0) as client:
for attempt in range(1, 4):
try: try:
resp = await client.get(_API_URL, headers=_HEADERS, params=params) resp = await client.get(_API_URL, headers=_HEADERS, params=params)
resp.raise_for_status() resp.raise_for_status()
data = resp.json() data = resp.json()
break
except Exception as exc:
logger.warning("fetch_ads attempt %d failed: %s", attempt, exc)
if attempt < 3:
await asyncio.sleep(2 ** attempt)
continue
raise
ads_raw = data.get("advertSummaryList", {}).get("advertSummary", [])
total_hits = int(data.get("rowsFound", 0)) total_hits = int(data.get("rowsFound", 0))
return ads_raw, total_hits except Exception as exc:
logger.warning(
"fetch_ads page %d failed for '%s': %s", page, keyword, exc
)
break
page_ads = (data.get("advertSummaryList") or {}).get("advertSummary", [])
if not page_ads:
logger.info("No more ads on page %d for '%s'", page, keyword)
break
oldest_published = _get_oldest_published(page_ads)
if cursor_at and oldest_published and oldest_published <= cursor_at:
logger.info(
"Early stop at page %d for '%s' — reached cursor",
page, keyword,
)
break
new_batch = [
ad for ad in page_ads
if not cursor_at or _get_published(ad) is None or _get_published(ad) > cursor_at
]
all_ads_raw.extend(new_batch)
if page < pages - 1 and new_batch:
await asyncio.sleep(_PAGE_DELAY_S)
return all_ads_raw, total_hits
def _get_published(ad_dict: dict) -> datetime | None:
"""Extract published timestamp from a single ad dict."""
attrs = _parse_attributes(ad_dict)
raw = attrs.get("PUBLISHED_String") or attrs.get("CHANGED_String")
if not raw:
return None
try:
return datetime.fromisoformat(raw.replace("Z", "+00:00"))
except (ValueError, TypeError):
return None
def _get_oldest_published(ads: list[dict]) -> datetime | None:
"""Get the oldest published timestamp from a batch of ads."""
timestamps = [_get_published(ad) for ad in ads]
timestamps = [t for t in timestamps if t is not None]
return min(timestamps) if timestamps else None
def _parse_attributes(ad_dict: dict[str, Any]) -> dict[str, str]: def _parse_attributes(ad_dict: dict[str, Any]) -> dict[str, str]: