José Manuel Gómez
deed1db80e
- analyze_creatives.py: nuevo script independiente que analiza visualmente todos los anuncios activos, detecta fatiga creativa (CTR 3d vs 7d) y compara creatividades dentro del mismo adset usando Claude Sonnet con visión - agent.py: analyze_creative_deep() con métricas de rendimiento + detección de fatiga, compare_adset_creatives() para comparativa multi-imagen, fallback de descarga de imágenes por lista de URLs, prompts en español - meta_ads_client.py: get_ads_with_creatives() incluye adset_id, image_url separado de thumbnail_url, y video_thumbnail_url via AdVideo.picture para vídeos - baserow_client.py: get_all_creative_analyses() y get_creative_history_by_ad() - dashboard.py: nueva pestaña Creatividades con tabla seleccionable, panel lateral con thumbnail + análisis + recomendaciones + gráfico de evolución del score - slack_notifier.py: scorecard compacto (una línea por anuncio con acción breve), fix del límite de 50 bloques via flush proactivo antes de cada adset Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
233 lines
9.7 KiB
Python
233 lines
9.7 KiB
Python
"""Baserow REST API client for meta_optimizer tables."""
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import requests
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from datetime import datetime
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import config
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class BaserowClient:
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def __init__(self):
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self._base = config.BASEROW_URL.rstrip("/")
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self._headers = {
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"Authorization": f"Token {config.BASEROW_TOKEN}",
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"Content-Type": "application/json",
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}
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def _url(self, table_id: int, row_id: int = None) -> str:
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path = f"/api/database/rows/table/{table_id}/"
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if row_id:
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path += f"{row_id}/"
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return self._base + path
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def _get_rows(self, table_id: int, filters: dict = None) -> list:
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params = {"user_field_names": "true"}
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if filters:
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params.update(filters)
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try:
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resp = requests.get(self._url(table_id), headers=self._headers, params=params, timeout=15)
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if not resp.ok:
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return []
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return resp.json().get("results", [])
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except requests.RequestException:
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return []
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def _create_row(self, table_id: int, data: dict) -> dict:
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resp = requests.post(
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self._url(table_id),
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headers=self._headers,
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params={"user_field_names": "true"},
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json=data,
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timeout=15,
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)
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resp.raise_for_status()
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return resp.json()
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def _delete_row(self, table_id: int, row_id: int):
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resp = requests.delete(
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self._url(table_id, row_id),
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headers=self._headers,
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params={"user_field_names": "true"},
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timeout=15,
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)
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resp.raise_for_status()
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def _update_row(self, table_id: int, row_id: int, data: dict) -> dict:
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resp = requests.patch(
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self._url(table_id, row_id),
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headers=self._headers,
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params={"user_field_names": "true"},
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json=data,
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timeout=15,
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)
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resp.raise_for_status()
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return resp.json()
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# ── verticals ─────────────────────────────────────────────────────────────
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def get_all_verticals(self) -> list:
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return self._get_rows(config.BASEROW_TABLE_VERTICALS)
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def get_vertical_config(self, vertical_name: str) -> dict | None:
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rows = self._get_rows(
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config.BASEROW_TABLE_VERTICALS,
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{"filter__Nombre__equal": vertical_name},
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)
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return rows[0] if rows else None
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# ── campaigns ─────────────────────────────────────────────────────────────
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def get_campaign_config(self, campaign_id: str) -> dict | None:
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rows = self._get_rows(
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config.BASEROW_TABLE_CAMPAIGNS,
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{"filter__campaign_id__equal": campaign_id},
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)
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return rows[0] if rows else None
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# ── proposed_actions ──────────────────────────────────────────────────────
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def save_action(self, action: dict) -> dict:
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return self._create_row(config.BASEROW_TABLE_ACTIONS, {
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"campaign_id": action["campaign_id"],
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"campaign_name": action["campaign_name"],
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"action_type": action["action_type"],
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"parameter": action.get("parameter", 1.0),
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"justification": action.get("justification", ""),
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"advice": action.get("advice", ""),
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"alert": action.get("alert") or "",
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"confidence": action.get("confidence", 0.0),
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"status": "pending",
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"proposed_at": datetime.now().strftime("%Y-%m-%d"),
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})
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def get_approved_actions(self) -> list:
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return self._get_rows(
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config.BASEROW_TABLE_ACTIONS,
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{"filter__status__single_select_equal": "approved"},
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)
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def update_action_status(
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self, row_id: int, status: str, slack_message_ts: str = None
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) -> dict:
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data: dict = {"status": status}
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if status == "executed":
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data["executed_at"] = datetime.now().strftime("%Y-%m-%d")
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if slack_message_ts is not None:
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data["slack_message_ts"] = slack_message_ts
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return self._update_row(config.BASEROW_TABLE_ACTIONS, row_id, data)
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# ── creative_analyses ─────────────────────────────────────────────────────
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def get_all_creative_analyses(self, filters: dict = None) -> list:
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"""Returns creative analyses from Baserow, up to 200 rows."""
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params = {"user_field_names": "true", "page_size": 200, "order_by": "-created_at"}
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if filters:
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params.update(filters)
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try:
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resp = requests.get(
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self._url(config.BASEROW_TABLE_CREATIVES),
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headers=self._headers, params=params, timeout=15,
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)
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if not resp.ok:
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return []
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return resp.json().get("results", [])
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except requests.RequestException:
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return []
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def get_creative_history_by_ad(self, ad_id: str) -> list:
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"""Returns all analyses for an ad_id sorted by date ascending (for score evolution)."""
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rows = self._get_rows(
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config.BASEROW_TABLE_CREATIVES,
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{"filter__ad_id__equal": ad_id},
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)
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return sorted(rows, key=lambda r: r.get("created_at", ""))
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def save_creative_analysis(self, analysis: dict) -> dict:
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return self._create_row(config.BASEROW_TABLE_CREATIVES, {
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"ad_id": analysis["ad_id"],
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"ad_name": analysis["ad_name"],
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"campaign_id": analysis["campaign_id"],
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"image_url": analysis["image_url"],
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"analysis": analysis.get("analysis", ""),
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"score": analysis.get("score", 0),
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"recommendations": analysis.get("recommendations", ""),
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"created_at": datetime.now().strftime("%Y-%m-%d"),
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})
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# ── daily_snapshots ───────────────────────────────────────────────────────
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def save_daily_snapshot(self, snapshot: dict) -> dict:
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import json
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# Remove existing snapshots for same day + campaign before saving new one
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existing = self._get_rows(
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config.BASEROW_TABLE_SNAPSHOTS,
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{
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"filter__run_date__equal": snapshot["run_date"],
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"filter__campaign_name__equal": snapshot["campaign_name"],
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},
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)
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for row in existing:
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try:
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self._delete_row(config.BASEROW_TABLE_SNAPSHOTS, row["id"])
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except Exception:
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pass
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def _safe_json(items: list) -> str:
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cleaned = []
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for item in items:
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cleaned.append({
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k: (str(v)[:500] if isinstance(v, str) else v)
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for k, v in item.items()
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if isinstance(v, (str, int, float, bool, type(None)))
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})
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s = json.dumps(cleaned, ensure_ascii=False)
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return s[:60000] # Baserow long_text practical limit
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resp = requests.post(
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self._url(config.BASEROW_TABLE_SNAPSHOTS),
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headers=self._headers,
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params={"user_field_names": "true"},
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json={
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"run_date": snapshot["run_date"],
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"campaign_id": snapshot["campaign_id"],
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"campaign_name": snapshot["campaign_name"],
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"vertical": snapshot["vertical"],
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"spend": float(snapshot["spend"]),
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"leads": int(snapshot["leads"]),
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"cpl": float(snapshot["cpl"]),
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"margin": float(snapshot["margin"]),
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"action_type": snapshot.get("action_type", "MAINTAIN"),
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"justification": (snapshot.get("justification") or "")[:2000],
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"adsets_json": _safe_json(snapshot.get("adsets", [])),
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"ads_json": _safe_json(snapshot.get("ads", [])),
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},
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timeout=15,
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)
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if not resp.ok:
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raise Exception(f"{resp.status_code} {resp.text[:300]}")
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return resp.json()
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def get_snapshots_for_date(self, run_date: str) -> list:
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return self._get_rows(
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config.BASEROW_TABLE_SNAPSHOTS,
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{"filter__run_date__equal": run_date},
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)
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def get_snapshot_dates(self) -> list:
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"""Return sorted list of distinct run_date values that have snapshots."""
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rows = self._get_rows(config.BASEROW_TABLE_SNAPSHOTS)
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return sorted({r["run_date"] for r in rows if r.get("run_date")}, reverse=True)
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# ── execution_logs ────────────────────────────────────────────────────────
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def save_execution_log(self, log: dict) -> dict:
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return self._create_row(config.BASEROW_TABLE_LOGS, {
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"executed_at": datetime.now().strftime("%Y-%m-%d"),
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"mode": log.get("mode", "DRY_RUN"),
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"campaigns_analyzed": log.get("campaigns_analyzed", 0),
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"actions_proposed": log.get("actions_proposed", 0),
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"actions_executed": log.get("actions_executed", 0),
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"errors": log.get("errors", ""),
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"summary": log.get("summary", ""),
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"duration_seconds": log.get("duration_seconds", 0.0),
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})
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