niwayandm commited on
Commit ·
82f122d
1
Parent(s): a2f1dfd
Fix region mapping and add line items
Browse files- python/hubspot_companies.py +5 -4
- python/hubspot_lineitems.py +394 -0
python/hubspot_companies.py
CHANGED
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@@ -353,8 +353,7 @@ def map_company_data_for_db(companies: List[Dict]) -> List[Dict]:
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| 353 |
"industry": c.get("industry"),
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| 354 |
"macro_industry_grouping": c.get("macro_industry_grouping"),
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| 355 |
"closest_review_date": parse_ts(c.get("closest_review_date___clone")),
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| 356 |
-
"region": c.get(
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| 357 |
-
"closest_review_date": parse_ts(c.get("closest_review_date___clone")),
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| 358 |
"source_1": c.get("source_1"),
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| 359 |
"source_2": c.get("source_2"),
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| 360 |
"record_source": c.get("hs_object_source_label"),
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@@ -497,10 +496,12 @@ if __name__ == "__main__":
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| 497 |
import sys
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| 498 |
if len(sys.argv) > 1:
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try:
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| 500 |
-
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except Exception as e:
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| 502 |
print(
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| 503 |
-
f"Invalid timestamp. Provide epoch ms, ISO-8601, or YYYY-MM-DD. Error: {e}"
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| 504 |
sys.exit(1)
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| 505 |
else:
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| 506 |
main()
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| 353 |
"industry": c.get("industry"),
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| 354 |
"macro_industry_grouping": c.get("macro_industry_grouping"),
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| 355 |
"closest_review_date": parse_ts(c.get("closest_review_date___clone")),
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| 356 |
+
"region": c.get("region"),
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| 357 |
"source_1": c.get("source_1"),
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| 358 |
"source_2": c.get("source_2"),
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| 359 |
"record_source": c.get("hs_object_source_label"),
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| 496 |
import sys
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| 497 |
if len(sys.argv) > 1:
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| 498 |
try:
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| 499 |
+
since = _parse_cli_arg_to_ms(sys.argv[1])
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| 500 |
except Exception as e:
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| 501 |
print(
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| 502 |
+
f"Invalid timestamp. Provide epoch ms, ISO-8601, or YYYY-MM-DD. Error: {e}"
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| 503 |
+
)
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| 504 |
sys.exit(1)
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| 505 |
+
main(since_ms=since)
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| 506 |
else:
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| 507 |
main()
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python/hubspot_lineitems.py
ADDED
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@@ -0,0 +1,394 @@
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| 1 |
+
"""
|
| 2 |
+
HubSpot Line Items → Supabase (incremental since a millisecond cursor)
|
| 3 |
+
|
| 4 |
+
Usage from orchestrator:
|
| 5 |
+
import hubspot_lineitems
|
| 6 |
+
hubspot_lineitems.main(since_ms=<int milliseconds since epoch UTC>)
|
| 7 |
+
|
| 8 |
+
Direct CLI:
|
| 9 |
+
# epoch ms
|
| 10 |
+
python hubspot_lineitems.py 1754025600000
|
| 11 |
+
# ISO-8601
|
| 12 |
+
python hubspot_lineitems.py 2025-08-01T09:30:00Z
|
| 13 |
+
# Back-compat date (floors to 00:00Z)
|
| 14 |
+
python hubspot_lineitems.py 2025-08-01
|
| 15 |
+
"""
|
| 16 |
+
import os
|
| 17 |
+
import re
|
| 18 |
+
import time
|
| 19 |
+
import logging
|
| 20 |
+
import datetime
|
| 21 |
+
from typing import List, Dict, Optional, Tuple, Union
|
| 22 |
+
|
| 23 |
+
import httpx
|
| 24 |
+
import hubspot
|
| 25 |
+
from dotenv import load_dotenv
|
| 26 |
+
from supabase import create_client
|
| 27 |
+
from hubspot.crm.line_items import ApiException as LineItemsApiException
|
| 28 |
+
|
| 29 |
+
from hubspot_utils import (
|
| 30 |
+
parse_ts, try_parse_int, try_parse_float, deduplicate_by_key
|
| 31 |
+
)
|
| 32 |
+
from supabase_utils import (
|
| 33 |
+
insert_into_supabase_table, update_sync_metadata
|
| 34 |
+
)
|
| 35 |
+
|
| 36 |
+
# -----------------------------------------------------------------------------
|
| 37 |
+
# Constants
|
| 38 |
+
# -----------------------------------------------------------------------------
|
| 39 |
+
LINEITEM_PROPERTIES = [
|
| 40 |
+
"hs_product_id",
|
| 41 |
+
"hs_object_id",
|
| 42 |
+
"name",
|
| 43 |
+
"description",
|
| 44 |
+
"quantity",
|
| 45 |
+
"hs_term_in_months",
|
| 46 |
+
"recurringbillingfrequency",
|
| 47 |
+
"price",
|
| 48 |
+
"hs_cost_of_goods_sold",
|
| 49 |
+
"discount",
|
| 50 |
+
"hs_margin",
|
| 51 |
+
"hs_margin_tcv",
|
| 52 |
+
"amount",
|
| 53 |
+
"network_carrier",
|
| 54 |
+
"supplier",
|
| 55 |
+
"pipeline",
|
| 56 |
+
"hs_product_type",
|
| 57 |
+
"deal_type",
|
| 58 |
+
"cnx_type",
|
| 59 |
+
"createdate",
|
| 60 |
+
"hs_lastmodifieddate",
|
| 61 |
+
]
|
| 62 |
+
|
| 63 |
+
# -----------------------------------------------------------------------------
|
| 64 |
+
# Logging
|
| 65 |
+
# -----------------------------------------------------------------------------
|
| 66 |
+
logging.basicConfig(
|
| 67 |
+
filename=f"logs/hubspot_lineitems_pipeline_{datetime.datetime.now().strftime('%Y-%m-%d')}.log",
|
| 68 |
+
filemode="a",
|
| 69 |
+
level=logging.INFO,
|
| 70 |
+
format="%(asctime)s [%(levelname)s] %(message)s",
|
| 71 |
+
)
|
| 72 |
+
|
| 73 |
+
# -----------------------------------------------------------------------------
|
| 74 |
+
# Environment
|
| 75 |
+
# -----------------------------------------------------------------------------
|
| 76 |
+
load_dotenv()
|
| 77 |
+
HUBSPOT_TOKEN = os.getenv("HUBSPOT_TOKEN")
|
| 78 |
+
SUPABASE_URL = os.getenv("SUPABASE_URL")
|
| 79 |
+
SUPABASE_SERVICE_ROLE_KEY = os.getenv("SUPABASE_SERVICE_ROLE_KEY")
|
| 80 |
+
# Optional bootstrap cursor if orchestrator doesn't provide one
|
| 81 |
+
BOOTSTRAP_SINCE_MS_ENV = os.getenv("HUBSPOT_LINEITEMS_SINCE_MS")
|
| 82 |
+
|
| 83 |
+
if not HUBSPOT_TOKEN:
|
| 84 |
+
raise RuntimeError("HUBSPOT_TOKEN is not set")
|
| 85 |
+
if not SUPABASE_URL or not SUPABASE_SERVICE_ROLE_KEY:
|
| 86 |
+
raise RuntimeError("Supabase env vars are not set")
|
| 87 |
+
|
| 88 |
+
hubspot_client = hubspot.Client.create(access_token=HUBSPOT_TOKEN)
|
| 89 |
+
supabase_client = create_client(SUPABASE_URL, SUPABASE_SERVICE_ROLE_KEY)
|
| 90 |
+
|
| 91 |
+
# -----------------------------------------------------------------------------
|
| 92 |
+
# Time helpers
|
| 93 |
+
# -----------------------------------------------------------------------------
|
| 94 |
+
def _ensure_utc(dt: datetime.datetime) -> datetime.datetime:
|
| 95 |
+
if dt.tzinfo is None:
|
| 96 |
+
dt = dt.replace(tzinfo=datetime.timezone.utc)
|
| 97 |
+
return dt.astimezone(datetime.timezone.utc)
|
| 98 |
+
|
| 99 |
+
def floor_to_utc_midnight(dt: datetime.datetime) -> datetime.datetime:
|
| 100 |
+
dt = _ensure_utc(dt)
|
| 101 |
+
return dt.replace(hour=0, minute=0, second=0, microsecond=0)
|
| 102 |
+
|
| 103 |
+
def _parse_iso_like_to_dt(value: str) -> datetime.datetime:
|
| 104 |
+
if isinstance(value, str) and value.endswith("Z"):
|
| 105 |
+
value = value[:-1] + "+00:00"
|
| 106 |
+
dt = datetime.datetime.fromisoformat(value)
|
| 107 |
+
return _ensure_utc(dt)
|
| 108 |
+
|
| 109 |
+
def to_epoch_ms(dt_or_str: Union[str, datetime.datetime]) -> int:
|
| 110 |
+
if isinstance(dt_or_str, str):
|
| 111 |
+
dt = _parse_iso_like_to_dt(dt_or_str)
|
| 112 |
+
elif isinstance(dt_or_str, datetime.datetime):
|
| 113 |
+
dt = _ensure_utc(dt_or_str)
|
| 114 |
+
else:
|
| 115 |
+
raise TypeError(f"Unsupported type for to_epoch_ms: {type(dt_or_str)}")
|
| 116 |
+
return int(dt.timestamp() * 1000)
|
| 117 |
+
|
| 118 |
+
def parse_any_ts_ms(value: Optional[Union[str, int, float]]) -> Optional[int]:
|
| 119 |
+
"""
|
| 120 |
+
Accepts ms-epoch / sec-epoch / ISO-8601; returns ms since epoch or None.
|
| 121 |
+
"""
|
| 122 |
+
if value is None:
|
| 123 |
+
return None
|
| 124 |
+
try:
|
| 125 |
+
v = int(str(value))
|
| 126 |
+
if v < 10_000_000_000_000: # seconds → ms
|
| 127 |
+
v *= 1000
|
| 128 |
+
return v
|
| 129 |
+
except ValueError:
|
| 130 |
+
pass
|
| 131 |
+
try:
|
| 132 |
+
return to_epoch_ms(str(value))
|
| 133 |
+
except Exception:
|
| 134 |
+
logging.warning("Could not parse timestamp value=%r", value)
|
| 135 |
+
return None
|
| 136 |
+
|
| 137 |
+
# -----------------------------------------------------------------------------
|
| 138 |
+
# Search IDs (ts > since_ms) with property fallback
|
| 139 |
+
# -----------------------------------------------------------------------------
|
| 140 |
+
def _search_lineitem_ids_from(since_ms: int, prop: str) -> List[str]:
|
| 141 |
+
"""
|
| 142 |
+
Search line ite,s where {prop} > since_ms (epoch-ms).
|
| 143 |
+
Sort ascending so we can advance the cursor monotonically.
|
| 144 |
+
"""
|
| 145 |
+
url = "https://api.hubapi.com/crm/v3/objects/line_items/search"
|
| 146 |
+
headers = {
|
| 147 |
+
"Authorization": f"Bearer {HUBSPOT_TOKEN}",
|
| 148 |
+
"Content-Type": "application/json",
|
| 149 |
+
"Accept": "application/json",
|
| 150 |
+
}
|
| 151 |
+
payload = {
|
| 152 |
+
"filterGroups": [{
|
| 153 |
+
"filters": [
|
| 154 |
+
{"propertyName": prop, "operator": "GT", "value": str(since_ms)},
|
| 155 |
+
]
|
| 156 |
+
}],
|
| 157 |
+
"limit": 100,
|
| 158 |
+
"sorts": [{"propertyName": prop, "direction": "ASCENDING"}],
|
| 159 |
+
}
|
| 160 |
+
|
| 161 |
+
ids: List[str] = []
|
| 162 |
+
after: Optional[str] = None
|
| 163 |
+
with httpx.Client(timeout=30.0) as client:
|
| 164 |
+
while True:
|
| 165 |
+
body = dict(payload)
|
| 166 |
+
if after:
|
| 167 |
+
body["after"] = after
|
| 168 |
+
|
| 169 |
+
resp = client.post(url, headers=headers, json=body)
|
| 170 |
+
if resp.status_code >= 400:
|
| 171 |
+
try:
|
| 172 |
+
logging.error("Line item search error for prop '%s': %s", prop, resp.json())
|
| 173 |
+
except Exception:
|
| 174 |
+
logging.error("Line item search error for prop '%s': %s", prop, resp.text)
|
| 175 |
+
resp.raise_for_status()
|
| 176 |
+
|
| 177 |
+
data = resp.json()
|
| 178 |
+
ids.extend([obj["id"] for obj in data.get("results", []) or []])
|
| 179 |
+
|
| 180 |
+
after = (data.get("paging") or {}).get("next", {}).get("after")
|
| 181 |
+
if not after:
|
| 182 |
+
break
|
| 183 |
+
time.sleep(0.1)
|
| 184 |
+
|
| 185 |
+
return ids
|
| 186 |
+
|
| 187 |
+
def search_lineitem_ids_after_ms(since_ms: int) -> Tuple[List[str], str]:
|
| 188 |
+
"""
|
| 189 |
+
Try these properties in order; return (ids, prop_used) for the first successful search:
|
| 190 |
+
1) hs_lastmodifieddate
|
| 191 |
+
2) lastmodifieddate
|
| 192 |
+
3) createdate
|
| 193 |
+
4) hs_createdate
|
| 194 |
+
"""
|
| 195 |
+
props_to_try = ["createdate", "hs_createdate"]
|
| 196 |
+
last_err = None
|
| 197 |
+
|
| 198 |
+
for prop in props_to_try:
|
| 199 |
+
try:
|
| 200 |
+
ids = _search_lineitem_ids_from(since_ms, prop)
|
| 201 |
+
logging.info("Line itemsearch with '%s' returned %d IDs.", prop, len(ids))
|
| 202 |
+
return ids, prop
|
| 203 |
+
except httpx.HTTPStatusError as e:
|
| 204 |
+
last_err = e
|
| 205 |
+
continue
|
| 206 |
+
|
| 207 |
+
if last_err:
|
| 208 |
+
raise last_err
|
| 209 |
+
return [], "hs_lastmodifieddate"
|
| 210 |
+
|
| 211 |
+
def read_deals_by_ids(
|
| 212 |
+
lineitem_ids: List[str],
|
| 213 |
+
cursor_prop: str,
|
| 214 |
+
) -> Tuple[List[Dict], List[Dict], Optional[int]]:
|
| 215 |
+
"""
|
| 216 |
+
Read line items by ID including deal associations.
|
| 217 |
+
Returns: (all_lineitems, deal_lineitem_links, max_ts_ms_for_cursor_prop)
|
| 218 |
+
"""
|
| 219 |
+
if not lineitem_ids:
|
| 220 |
+
return [], [], None
|
| 221 |
+
|
| 222 |
+
all_lineitems: List[Dict] = []
|
| 223 |
+
deal_lineitem_links: List[Dict] = []
|
| 224 |
+
|
| 225 |
+
assoc_types = ["deals"]
|
| 226 |
+
|
| 227 |
+
max_ts_ms: Optional[int] = None
|
| 228 |
+
|
| 229 |
+
for i, did in enumerate(lineitem_ids, start=1):
|
| 230 |
+
try:
|
| 231 |
+
record = hubspot_client.crm.line_items.basic_api.get_by_id(
|
| 232 |
+
line_item_id=did, properties=LINEITEM_PROPERTIES, associations=assoc_types, archived=False
|
| 233 |
+
)
|
| 234 |
+
p = record.properties or {}
|
| 235 |
+
|
| 236 |
+
# Track max timestamp for the cursor property we used in the search
|
| 237 |
+
cursor_val = p.get(cursor_prop)
|
| 238 |
+
ts_ms = parse_any_ts_ms(cursor_val)
|
| 239 |
+
if ts_ms is not None and (max_ts_ms is None or ts_ms > max_ts_ms):
|
| 240 |
+
max_ts_ms = ts_ms
|
| 241 |
+
|
| 242 |
+
# Deals
|
| 243 |
+
if getattr(record, "associations", None) and record.associations.get("deals"):
|
| 244 |
+
bucket = record.associations["deals"]
|
| 245 |
+
if getattr(bucket, "results", None):
|
| 246 |
+
for a in bucket.results:
|
| 247 |
+
if a.id and a.id.isdigit():
|
| 248 |
+
deal_lineitem_links.append({
|
| 249 |
+
"deal_id": try_parse_int(record.id),
|
| 250 |
+
"lineitem_id": try_parse_int(a.id),
|
| 251 |
+
})
|
| 252 |
+
|
| 253 |
+
# Created date: accept either createdate or hs_createdate
|
| 254 |
+
created_iso = p.get("createdate") or p.get("hs_createdate")
|
| 255 |
+
|
| 256 |
+
all_lineitems.append({
|
| 257 |
+
"product_id": try_parse_int(p.get("hs_product_id")),
|
| 258 |
+
"lineitem_id": try_parse_int(record.id),
|
| 259 |
+
"name": p.get("name"),
|
| 260 |
+
"description": p.get("description"),
|
| 261 |
+
"quantity": try_parse_int(p.get("quantity")),
|
| 262 |
+
"term_in_months": try_parse_int(p.get("hs_term_in_months")),
|
| 263 |
+
"billing_frequency": p.get("recurringbillingfrequency"),
|
| 264 |
+
"price": try_parse_float(p.get("price")),
|
| 265 |
+
"unit_cost": try_parse_float(p.get("hs_cost_of_goods_sold")),
|
| 266 |
+
"discount": try_parse_float(p.get("discount")),
|
| 267 |
+
"margin": try_parse_float(p.get("hs_margin")),
|
| 268 |
+
"total_contract_value_margin": try_parse_float(
|
| 269 |
+
p.get("hs_margin_tcv")
|
| 270 |
+
),
|
| 271 |
+
"net_price": try_parse_float(p.get("amount")),
|
| 272 |
+
"network_carrier": p.get("network_carrier"),
|
| 273 |
+
"supplier": p.get("supplier"),
|
| 274 |
+
"pipeline": p.get("pipeline"),
|
| 275 |
+
"product_type": p.get("hs_product_type"),
|
| 276 |
+
"deal_type": p.get("deal_type"),
|
| 277 |
+
"cnx_type": p.get("cnx_type"),
|
| 278 |
+
"hubspot_create_date": parse_ts(created_iso),
|
| 279 |
+
"hubspot_modified_date": parse_ts(
|
| 280 |
+
p.get("hs_lastmodifieddate")
|
| 281 |
+
),
|
| 282 |
+
})
|
| 283 |
+
|
| 284 |
+
if i % 200 == 0:
|
| 285 |
+
logging.info("Read %d deals...", i)
|
| 286 |
+
time.sleep(0.05)
|
| 287 |
+
|
| 288 |
+
except httpx.HTTPStatusError as e:
|
| 289 |
+
logging.error("HTTP error reading line item %s: %s", did, e)
|
| 290 |
+
except (LineItemsApiException, httpx.HTTPError) as e:
|
| 291 |
+
logging.error("Error reading line item %s: %s", did, e)
|
| 292 |
+
|
| 293 |
+
return all_lineitems, deal_lineitem_links, max_ts_ms
|
| 294 |
+
|
| 295 |
+
# -----------------------------------------------------------------------------
|
| 296 |
+
# Upsert
|
| 297 |
+
# -----------------------------------------------------------------------------
|
| 298 |
+
def upsert_lineitems(lineitems: List[Dict], deal_lineitem_links: List[Dict]) -> None:
|
| 299 |
+
if lineitems:
|
| 300 |
+
insert_into_supabase_table(supabase_client, "hubspot_lineitems", lineitems)
|
| 301 |
+
print(f"Upserted {len(lineitems)} line items.")
|
| 302 |
+
|
| 303 |
+
if deal_lineitem_links:
|
| 304 |
+
deal_lineitem_links = deduplicate_by_key(deal_lineitem_links, key=("deal_id", "lineitem_id"))
|
| 305 |
+
insert_into_supabase_table(
|
| 306 |
+
supabase_client,
|
| 307 |
+
"hubspot_deal_lineitems",
|
| 308 |
+
deal_lineitem_links,
|
| 309 |
+
on_conflict=["deal_id", "lineitem_id"],
|
| 310 |
+
)
|
| 311 |
+
print(f"Upserted {len(deal_lineitem_links)} deal-lineitem associations.")
|
| 312 |
+
|
| 313 |
+
# -----------------------------------------------------------------------------
|
| 314 |
+
# Main (timestamp cursor)
|
| 315 |
+
# -----------------------------------------------------------------------------
|
| 316 |
+
def main(since_ms: Optional[int] = None):
|
| 317 |
+
"""
|
| 318 |
+
Orchestrates:
|
| 319 |
+
1) Search line item IDs with <cursor_prop> > since_ms (property fallback)
|
| 320 |
+
2) Read full line items with associations (track max timestamp for <cursor_prop>)
|
| 321 |
+
3) Upsert into Supabase
|
| 322 |
+
4) Update sync metadata with { last_sync_metadata, last_sync_time, cursor_prop }
|
| 323 |
+
"""
|
| 324 |
+
# Resolve since_ms
|
| 325 |
+
if since_ms is None and BOOTSTRAP_SINCE_MS_ENV:
|
| 326 |
+
try:
|
| 327 |
+
since_ms = int(BOOTSTRAP_SINCE_MS_ENV)
|
| 328 |
+
except ValueError:
|
| 329 |
+
raise RuntimeError("HUBSPOT_LINEITEMS_SINCE_MS must be an integer (ms) if set.")
|
| 330 |
+
|
| 331 |
+
if since_ms is None:
|
| 332 |
+
# Default: today@00:00:00Z for first run
|
| 333 |
+
today0 = floor_to_utc_midnight(datetime.datetime.now(datetime.timezone.utc))
|
| 334 |
+
since_ms = to_epoch_ms(today0)
|
| 335 |
+
|
| 336 |
+
print(f"Searching line items with timestamp > {since_ms} ...")
|
| 337 |
+
ids, cursor_prop = search_lineitem_ids_after_ms(since_ms)
|
| 338 |
+
print(f"Search property: {cursor_prop}. Found {len(ids)} line item IDs.")
|
| 339 |
+
|
| 340 |
+
now_iso = datetime.datetime.now(datetime.timezone.utc).isoformat()
|
| 341 |
+
|
| 342 |
+
if not ids:
|
| 343 |
+
print("No line items beyond the cursor. Updating sync metadata and exiting.")
|
| 344 |
+
update_sync_metadata(supabase_client, "hubspot_lineitems", now_iso)
|
| 345 |
+
return
|
| 346 |
+
|
| 347 |
+
print("Reading line items (with associations)...")
|
| 348 |
+
deals, deal_lineitem_links, max_ts_ms = read_deals_by_ids(ids, cursor_prop)
|
| 349 |
+
|
| 350 |
+
print("Upserting into Supabase...")
|
| 351 |
+
upsert_lineitems(deals, deal_lineitem_links)
|
| 352 |
+
|
| 353 |
+
# Advance cursor to max timestamp we actually ingested for the chosen property
|
| 354 |
+
new_cursor_ms = max_ts_ms if max_ts_ms is not None else since_ms
|
| 355 |
+
|
| 356 |
+
update_sync_metadata(supabase_client, "hubspot_lineitems", now_iso)
|
| 357 |
+
|
| 358 |
+
print(f"Line items sync complete. Advanced cursor to {new_cursor_ms} using prop '{cursor_prop}'.")
|
| 359 |
+
|
| 360 |
+
# -----------------------------------------------------------------------------
|
| 361 |
+
# CLI
|
| 362 |
+
# -----------------------------------------------------------------------------
|
| 363 |
+
def _parse_cli_arg_to_ms(arg: str) -> int:
|
| 364 |
+
"""
|
| 365 |
+
Accept:
|
| 366 |
+
- integer epoch ms
|
| 367 |
+
- ISO-8601 (Z or offset)
|
| 368 |
+
- YYYY-MM-DD (floors to 00:00Z)
|
| 369 |
+
"""
|
| 370 |
+
# epoch ms or seconds
|
| 371 |
+
if re.fullmatch(r"\d{10,13}", arg):
|
| 372 |
+
v = int(arg)
|
| 373 |
+
if v < 10_000_000_000_000: # seconds -> ms
|
| 374 |
+
v *= 1000
|
| 375 |
+
return v
|
| 376 |
+
|
| 377 |
+
# YYYY-MM-DD
|
| 378 |
+
if re.fullmatch(r"\d{4}-\d{2}-\d{2}", arg):
|
| 379 |
+
d = datetime.datetime.strptime(arg, "%Y-%m-%d").replace(tzinfo=datetime.timezone.utc)
|
| 380 |
+
return to_epoch_ms(floor_to_utc_midnight(d))
|
| 381 |
+
|
| 382 |
+
# ISO-8601
|
| 383 |
+
return to_epoch_ms(arg)
|
| 384 |
+
|
| 385 |
+
if __name__ == "__main__":
|
| 386 |
+
import sys
|
| 387 |
+
if len(sys.argv) > 1:
|
| 388 |
+
try:
|
| 389 |
+
main(since_ms=_parse_cli_arg_to_ms(sys.argv[1]))
|
| 390 |
+
except Exception as e:
|
| 391 |
+
print(f"Invalid timestamp. Provide epoch ms, ISO-8601, or YYYY-MM-DD. Error: {e}")
|
| 392 |
+
sys.exit(1)
|
| 393 |
+
else:
|
| 394 |
+
main()
|