feat: 批量入库服务(幂等/首触/会话兜底/聚合更新)

Co-Authored-By: Claude Code <noreply@anthropic.com>
This commit is contained in:
浅念
2026-09-15 12:44:33 +08:00
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"""批量入库服务:访客/会话 get_or_create、事件幂等写入、聚合更新。
并发不变量(四轮审查收口):
① event 绝不重复入库:uq_site_event + bulk_create(ignore_conflicts=True) + 入库前 existed 预查;
② 重放命中的事件不参与会话聚合(new_events 只含未入库事件);
③ visit_count/active_days/event_count/duration_ms/stay_ms 全走 F 表达式,
filter().update() 避免 read-modify-write 全量 save() 用旧值覆盖并发赢家;
④ 会话 ended_at 用 Greatest 只前进不回退,乱序批次不改早结束时间;
⑤ 同批切分出的会话段按"原始 sid"缓存复用,后续事件不再切分。
"""
from datetime import timedelta
from django.db import transaction, IntegrityError
from django.db.models import F
from django.db.models.functions import Greatest
from django.utils import timezone
from tracker import constants as C
from tracker.models import Visitor, VisitSession, Event
from tracker.services.validation import validate_event
from tracker.services.geo import resolver as _geo # 模块级单例(勿实例化,11MB/份)
_FIELD_LEN = {"device_type": 16, "os": 64, "browser": 64, "language": 32, "screen": 32}
def _clean_utm(d):
"""utm 键白名单(utm_* 前缀)+ 截断——任意字符串不得经 utm 入库渲染。"""
return {k[:50]: str(v)[:100] for k, v in (d or {}).items()
if isinstance(k, str) and k.startswith("utm_")}
def _geo_field(g, key):
"""geo 值归一:缺失段的 "0"/"" 占位统一为空串。geo dict 被 lru_cache 共享,只读勿改。"""
v = (g or {}).get(key, "")
return v if v not in ("", "0") else ""
def _touch_visitor(site, vid, ctx, ip):
env = {k: str(ctx.get(k, "") or "")[:n] for k, n in _FIELD_LEN.items()}
v, created = Visitor.objects.get_or_create(
site=site, visitor_id=vid, defaults={**env, "last_ip": ip})
now = timezone.now()
upd = {"last_seen_at": now} # 聚合字段一律 filter().update(),避免并发下全量 save() 用旧值覆盖赢家
if created:
upd.update(first_referrer_domain=(ctx.get("referrer_domain") or "")[:200],
first_utm=_clean_utm(ctx.get("utm")),
first_landing_path=(ctx.get("path") or "")[:500],
last_active_date=now.date(), active_days=1)
elif not Visitor.objects.filter(pk=v.pk, last_active_date=now.date()).exists():
upd.update(last_active_date=now.date(), active_days=F("active_days") + 1)
if ip:
upd["last_ip"] = ip
g = _geo.resolve(ip)
if g:
upd.update(country=_geo_field(g, "country")[:64],
province=_geo_field(g, "province")[:64],
city=_geo_field(g, "city")[:64])
Visitor.objects.filter(pk=v.pk).update(**upd)
v.refresh_from_db()
return v
def _get_session(site, visitor, sid, ctx, occurred_at):
"""会话权威在 SDK;服务端兜底:同 session_id 距上事件>30min 切分后缀段。"""
idle = timedelta(milliseconds=C.SESSION_IDLE_MS)
sess = VisitSession.objects.filter(site=site, session_id=sid).order_by("-started_at").first()
if sess and occurred_at - sess.ended_at > idle:
suffix = 2 + VisitSession.objects.filter(
site=site, session_id__startswith=sid + "#").count()
sid = f"{sid}#{suffix}"
sess = None
if not sess:
try:
with transaction.atomic(): # savepoint:IntegrityError 后外层事务还能继续
sess = VisitSession.objects.create(
site=site, visitor=visitor, session_id=sid,
started_at=occurred_at, ended_at=occurred_at,
referrer_domain=(ctx.get("referrer_domain") or "")[:200],
utm=_clean_utm(ctx.get("utm")),
landing_path=(ctx.get("path") or "")[:500])
except IntegrityError: # 并发同 sid 同时切分出相同后缀撞 uq_site_session——重查复用
sess = VisitSession.objects.filter(site=site, session_id=sid).first()
if not sess:
raise
Visitor.objects.filter(pk=visitor.pk).update(visit_count=F("visit_count") + 1)
return sess
@transaction.atomic
def ingest_batch(site, payload: dict, ip: str | None = None, ua: str = "") -> dict:
now = timezone.now()
ctx = payload.get("context") or {}
events = payload.get("events") or []
result = {"accepted": 0, "duplicated": 0, "rejected": []}
if not events or len(events) > C.MAX_EVENTS_PER_BATCH:
return {"accepted": 0, "duplicated": 0,
"rejected": [{"reason": "batch_size_invalid"}]}
visitor = _touch_visitor(site, payload["visitor_id"], ctx, ip)
geo = _geo.resolve(ip) if ip else None
is_bot = any(k in (ua or "").lower() for k in C.BOT_UA_KEYWORDS)
if is_bot:
Visitor.objects.filter(pk=visitor.pk).update(is_bot=True)
ready, session_cache = [], {}
for i, ev in enumerate(events):
reason = validate_event(ev)
if reason:
result["rejected"].append({"index": i, "event_id": ev.get("event_id", ""),
"reason": reason})
continue
occ = ev["occurred_at"]
sid = payload["session_id"]
sess = session_cache.get(sid)
if not sess:
sess = _get_session(site, visitor, sid, ctx, occ)
session_cache[sid] = sess # 按原始 sid 存:切分后 sess.session_id 是 "s1#2",
# 若按它存,同批后续事件按 "s1" 查会 miss → 每条再切新会话
ready.append(Event(
site=site, visitor=visitor, session=sess,
event_id=ev["event_id"], event_name=ev["event_name"],
occurred_at=occ, path=(ev.get("path") or "")[:500],
title=(ev.get("title") or "")[:200],
properties=ev.get("properties") or {},
ip=ip, late=abs((now - occ).total_seconds()) > C.CLOCK_SKEW_LATE_SEC,
country=_geo_field(geo, "country"), province=_geo_field(geo, "province"),
city=_geo_field(geo, "city"), is_bot=is_bot))
if ready:
existed = set(Event.objects.filter(
site=site, event_id__in=[e.event_id for e in ready]
).values_list("event_id", flat=True))
new_events = [e for e in ready if e.event_id not in existed] # 重放命中的不参与聚合!
Event.objects.bulk_create(new_events, ignore_conflicts=True)
result["accepted"] = len(new_events)
result["duplicated"] = len(ready) - len(new_events)
for sess in {e.session for e in new_events}:
se = [e for e in new_events if e.session.pk == sess.pk]
new_end = max(x.occurred_at for x in se)
span_ms = int((new_end - min(x.occurred_at for x in se)).total_seconds() * 1000)
stay_add = sum(int(e.properties.get("active_ms", 0) or 0)
for e in se if e.event_name == "page_stay")
VisitSession.objects.filter(pk=sess.pk).update(
ended_at=Greatest(F("ended_at"), new_end), # 只前进不回退,防乱序批次改早结束时间
event_count=F("event_count") + len(se),
duration_ms=F("duration_ms") + span_ms,
stay_ms=F("stay_ms") + stay_add) # 有效停留单独累计,供访客"总停留"取数
return result
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from datetime import timedelta
from django.utils import timezone
from tracker.models import Site, Visitor, VisitSession, Event
from tracker.services.ingest import ingest_batch
NOW = timezone.now()
def _batch(events, vid="v1", sid="s1"):
return {"visitor_id": vid, "session_id": sid, "context": {
"referrer_domain": "google.com", "utm": {"utm_source": "google"},
"path": "/landing", "device_type": "PC", "os": "Windows",
"browser": "Chrome", "language": "en-US", "screen": "1920x1080"},
"events": events}
def _ev(i, name="page_view", **kw):
d = dict(event_id=f"e{i}", event_name=name, occurred_at=NOW,
path="/p", title="T", properties={})
d.update(kw)
return d
# 1. 首批建档
def test_first_batch_creates_visitor_session_events(db):
site = Site.objects.create(name="s", domains=["a.com"])
r = ingest_batch(site, _batch([_ev(1), _ev(2)]), ip="114.114.114.114")
assert (r["accepted"], r["duplicated"], r["rejected"]) == (2, 0, [])
v = Visitor.objects.get(site=site, visitor_id="v1")
assert v.first_referrer_domain == "google.com" and v.visit_count == 1
assert v.active_days == 1 and v.last_ip == "114.114.114.114"
assert v.country == "中国" and v.city == "南京市" # 真实 xdb(114 DNS,江苏南京);无 xdb 环境改为断言不抛异常即可
assert Event.objects.filter(site=site).count() == 2
# 2. 重放幂等 + 不抬高会话聚合
def test_duplicate_events_never_inflate_aggregates(db):
site = Site.objects.create(name="s", domains=["a.com"])
ingest_batch(site, _batch([_ev(1), _ev(2, "page_stay", properties={"active_ms": 3000, "path": "/p"})]))
r = ingest_batch(site, _batch([_ev(1)])) # 重放
assert r["duplicated"] == 1 and Event.objects.count() == 2
sess = VisitSession.objects.get()
assert sess.event_count == 2 and sess.stay_ms == 3000 # 重放没有重复加分
# 3. 新会话递增 visit_count(F 表达式)
def test_new_session_increments_visit_count(db):
site = Site.objects.create(name="s", domains=["a.com"])
ingest_batch(site, _batch([_ev(1)], sid="s1"))
ingest_batch(site, _batch([_ev(2)], sid="s2"))
v = Visitor.objects.get(visitor_id="v1")
assert v.visit_count == 2 and VisitSession.objects.count() == 2
# 4. 服务端 30 分钟兜底切分(同 sid 间隔>30min 切出 s1#2,且同批后续事件复用同段)
def test_server_backstop_splits_idle_gap(db):
site = Site.objects.create(name="s", domains=["a.com"])
ingest_batch(site, _batch([_ev(1, occurred_at=NOW - timedelta(minutes=90))]))
r = ingest_batch(site, _batch([_ev(2), _ev(3)])) # 两条同批
assert VisitSession.objects.count() == 2 # s1 与 s1#2,不会切成 3 段
assert r["accepted"] == 2
# 5. 拒绝事件带原因上报
def test_rejected_events_reported_with_reason(db):
site = Site.objects.create(name="s", domains=["a.com"])
r = ingest_batch(site, _batch([_ev(1, event_name="bad"), _ev(2)]))
assert r["accepted"] == 1 and r["rejected"][0]["reason"] == "event_name_not_allowed"
# 6. page_stay 的 active_ms 累计进 stay_ms
def test_stay_ms_accumulates(db):
site = Site.objects.create(name="s", domains=["a.com"])
ingest_batch(site, _batch([
_ev(1), _ev(2, "page_stay", properties={"active_ms": 5000, "path": "/p"})]))
ingest_batch(site, _batch([
_ev(3, occurred_at=NOW + timedelta(minutes=1)),
_ev(4, "page_stay", properties={"active_ms": 7000, "path": "/p"},
occurred_at=NOW + timedelta(minutes=1))]))
assert VisitSession.objects.get().stay_ms == 12000
# 7. 爬虫 UA 标记(访客+事件)
def test_bot_ua_marked(db):
site = Site.objects.create(name="s", domains=["a.com"])
ingest_batch(site, _batch([_ev(1)]), ip="66.249.66.1", ua="Mozilla/5.0 (compatible; Googlebot/2.1)")
assert Visitor.objects.get().is_bot is True
assert Event.objects.get().is_bot is True
# 8. 超批拒绝
def test_batch_size_invalid(db):
site = Site.objects.create(name="s", domains=["a.com"])
r = ingest_batch(site, _batch([_ev(i) for i in range(60)]))
assert r["rejected"] == [{"reason": "batch_size_invalid"}]