Peterase commited on
Commit
c886471
·
1 Parent(s): 27034e2

feat(rag-api): hybrid top stories — 3 from Kafka news.processed + 3 from DuckDuckGo

Browse files

- Kafka consumer reads N most recent messages from news.processed topic
by seeking to partition end and reading backwards (no offset tracking)
- SSL cert resolution: env var content > file path env var > /app/certs/ default
- DuckDuckGo fetches 3 live Ethiopia stories in parallel
- Both sources run concurrently via asyncio.gather
- Deduplication by title prefix (60 chars) across both sources
- Fallback: if Kafka unavailable, fills all 6 slots from DuckDuckGo
- Cache TTL reduced to 2 minutes for freshness
- Response includes kafka_count and live_count for debugging
- origin field on each story: 'kafka' or 'live'

Files changed (3) hide show
  1. .env +9 -0
  2. src/api/routes/top_stories.py +273 -156
  3. src/core/config.py +7 -0
.env CHANGED
@@ -90,6 +90,15 @@ ENABLE_JINA_READER=true
90
  JINA_READER_TIMEOUT=8.0
91
  JINA_READER_MAX_CONCURRENT=5
92
 
 
 
 
 
 
 
 
 
 
93
  # Live Search Engine Configuration
94
  LIVE_SEARCH_PRIMARY=searxng
95
  LIVE_SEARCH_FALLBACK=duckduckgo
 
90
  JINA_READER_TIMEOUT=8.0
91
  JINA_READER_MAX_CONCURRENT=5
92
 
93
+ # --- Kafka Settings (Top Stories — read-only consumer) ---
94
+ KAFKA_BOOTSTRAP_SERVERS=kafka-23e11337-weldamedhan2020-b406.i.aivencloud.com:20010
95
+ KAFKA_TOPIC_PROCESSED=news.processed
96
+ # SSL certs are read from /tmp/ — written at startup from env vars or cert files
97
+ # Set these to the content of your Aiven SSL certificates (newlines as \n)
98
+ # KAFKA_SSL_CA=<content of ca.pem>
99
+ # KAFKA_SSL_CERT=<content of service.cert>
100
+ # KAFKA_SSL_KEY=<content of service.key>
101
+
102
  # Live Search Engine Configuration
103
  LIVE_SEARCH_PRIMARY=searxng
104
  LIVE_SEARCH_FALLBACK=duckduckgo
src/api/routes/top_stories.py CHANGED
@@ -2,22 +2,18 @@
2
  Top Stories API Endpoint
3
 
4
  Provides fresh news headlines for the landing page.
 
5
  Fast, cached, and optimized for frontend display.
6
-
7
- Features:
8
- - DuckDuckGo news search (fast, no API key)
9
- - 5-minute cache (reduce API calls)
10
- - Ethiopia-focused by default
11
- - Multiple categories support
12
- - Clean, frontend-ready format
13
  """
14
 
15
  import logging
 
 
 
16
  from typing import List, Optional
17
- from fastapi import APIRouter, Query, HTTPException
18
  from pydantic import BaseModel
19
  from datetime import datetime
20
- import asyncio
21
 
22
  logger = logging.getLogger(__name__)
23
 
@@ -32,6 +28,7 @@ class TopStory(BaseModel):
32
  published_at: str
33
  category: str = "NEWS"
34
  excerpt: Optional[str] = None
 
35
 
36
 
37
  class TopStoriesResponse(BaseModel):
@@ -39,175 +36,315 @@ class TopStoriesResponse(BaseModel):
39
  stories: List[TopStory]
40
  fetched_at: str
41
  cache_hit: bool = False
 
 
42
 
43
 
44
- # Simple in-memory cache (5 minutes)
45
- _cache = {}
46
- _cache_ttl = 300 # 5 minutes
47
 
48
 
49
- async def fetch_top_stories_from_ddg(
50
- query: str = "Ethiopia",
51
- max_results: int = 10,
52
- region: str = "et-en"
53
- ) -> List[TopStory]:
54
  """
55
- Fetch top stories from DuckDuckGo news search.
56
-
57
- Args:
58
- query: Search query (default: "Ethiopia")
59
- max_results: Number of results (default: 10)
60
- region: DuckDuckGo region (default: "et-en" for Ethiopia)
61
-
62
- Returns:
63
- List of TopStory objects
64
  """
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
65
  try:
66
  from ddgs import DDGS
67
-
68
- # Run DuckDuckGo search in thread pool (it's synchronous)
69
  loop = asyncio.get_event_loop()
70
-
71
  def _search():
72
  ddgs = DDGS()
73
- results = ddgs.news(
74
- query,
75
- region=region,
76
- max_results=max_results
77
- )
78
- return list(results)
79
-
80
- raw_results = await asyncio.wait_for(
81
  loop.run_in_executor(None, _search),
82
- timeout=5.0 # Fast timeout for landing page
83
  )
84
-
85
- # Convert to TopStory format
86
  stories = []
87
- for r in raw_results:
88
- try:
89
- story = TopStory(
90
- title=r.get("title", "").strip(),
91
- url=r.get("url", "").strip(),
92
- source=r.get("source", "Unknown").strip(),
93
- published_at=r.get("date", datetime.utcnow().isoformat()),
94
- category="NEWS",
95
- excerpt=r.get("body", "")[:150] if r.get("body") else None
96
- )
97
-
98
- # Validate required fields
99
- if story.title and story.url:
100
- stories.append(story)
101
- except Exception as e:
102
- logger.warning(f"Failed to parse story: {e}")
103
  continue
104
-
105
- logger.info(f"Fetched {len(stories)} top stories from DuckDuckGo")
106
- return stories
107
-
 
 
 
 
 
 
 
 
 
108
  except asyncio.TimeoutError:
109
- logger.warning("DuckDuckGo timeout - returning empty stories")
110
  return []
111
-
112
  except Exception as e:
113
- logger.error(f"Failed to fetch top stories: {e}")
114
  return []
115
 
116
 
 
 
117
  @router.get("/top-stories", response_model=TopStoriesResponse)
118
  async def get_top_stories(
119
- query: str = Query(
120
- default="Ethiopia",
121
- description="Search query for top stories"
122
- ),
123
- max_results: int = Query(
124
- default=10,
125
- ge=1,
126
- le=20,
127
- description="Number of stories to return (1-20)"
128
- ),
129
- category: Optional[str] = Query(
130
- default=None,
131
- description="Filter by category (not implemented yet)"
132
- ),
133
- force_refresh: bool = Query(
134
- default=False,
135
- description="Force cache refresh"
136
- )
137
  ):
138
  """
139
- Get top news stories for the landing page.
140
-
141
- **Features:**
142
- - Fast response (< 2s)
143
- - 5-minute cache
144
- - Ethiopia-focused by default
145
- - Clean, frontend-ready format
146
-
147
- **Example:**
148
- ```
149
- GET /api/v1/top-stories?query=Ethiopia&max_results=10
150
- ```
151
-
152
- **Response:**
153
- ```json
154
- {
155
- "stories": [
156
- {
157
- "title": "Ethiopia announces new economic reforms",
158
- "url": "https://example.com/article",
159
- "source": "BBC",
160
- "published_at": "2026-05-04T10:30:00",
161
- "category": "NEWS",
162
- "excerpt": "Prime Minister announces..."
163
- }
164
- ],
165
- "fetched_at": "2026-05-04T10:35:00",
166
- "cache_hit": false
167
- }
168
- ```
169
  """
170
- cache_key = f"{query}:{max_results}"
171
-
172
- # Check cache (unless force refresh)
173
  if not force_refresh and cache_key in _cache:
174
  cached_data, cached_time = _cache[cache_key]
175
  age = (datetime.utcnow() - cached_time).total_seconds()
176
-
177
  if age < _cache_ttl:
178
- logger.info(f"Cache HIT for top stories (age={age:.0f}s)")
179
  return TopStoriesResponse(
180
- stories=cached_data,
181
  fetched_at=cached_time.isoformat(),
182
- cache_hit=True
 
 
183
  )
184
-
185
- # Fetch fresh stories
186
- logger.info(f"Cache MISS - fetching top stories for: {query}")
187
- stories = await fetch_top_stories_from_ddg(
188
- query=query,
189
- max_results=max_results
190
  )
191
-
192
- # Update cache
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
193
  now = datetime.utcnow()
194
- _cache[cache_key] = (stories, now)
195
-
 
 
 
 
 
 
 
 
 
 
196
  return TopStoriesResponse(
197
- stories=stories,
198
  fetched_at=now.isoformat(),
199
- cache_hit=False
 
 
200
  )
201
 
202
 
 
 
 
 
 
 
 
 
203
  @router.get("/top-stories/categories")
204
  async def get_categories():
205
- """
206
- Get available story categories.
207
-
208
- **Note:** Currently only "NEWS" is supported.
209
- Future: POLITICS, ECONOMY, SPORTS, etc.
210
- """
211
  return {
212
  "categories": [
213
  {"id": "news", "name": "News", "query": "Ethiopia"},
@@ -216,23 +353,3 @@ async def get_categories():
216
  {"id": "sports", "name": "Sports", "query": "Ethiopia sports"},
217
  ]
218
  }
219
-
220
-
221
- @router.post("/top-stories/refresh")
222
- async def refresh_top_stories():
223
- """
224
- Clear the top stories cache.
225
-
226
- **Use case:** Admin wants to force refresh all cached stories.
227
- """
228
- global _cache
229
- old_size = len(_cache)
230
- _cache.clear()
231
-
232
- logger.info(f"Cleared top stories cache ({old_size} entries)")
233
-
234
- return {
235
- "success": True,
236
- "message": f"Cleared {old_size} cached entries",
237
- "cleared_at": datetime.utcnow().isoformat()
238
- }
 
2
  Top Stories API Endpoint
3
 
4
  Provides fresh news headlines for the landing page.
5
+ Hybrid approach: 3 from Kafka news.processed (pipeline-fresh) + 3 from DuckDuckGo (live).
6
  Fast, cached, and optimized for frontend display.
 
 
 
 
 
 
 
7
  """
8
 
9
  import logging
10
+ import asyncio
11
+ import json
12
+ import msgpack
13
  from typing import List, Optional
14
+ from fastapi import APIRouter, Query
15
  from pydantic import BaseModel
16
  from datetime import datetime
 
17
 
18
  logger = logging.getLogger(__name__)
19
 
 
28
  published_at: str
29
  category: str = "NEWS"
30
  excerpt: Optional[str] = None
31
+ origin: str = "kafka" # "kafka" or "live"
32
 
33
 
34
  class TopStoriesResponse(BaseModel):
 
36
  stories: List[TopStory]
37
  fetched_at: str
38
  cache_hit: bool = False
39
+ kafka_count: int = 0
40
+ live_count: int = 0
41
 
42
 
43
+ # Simple in-memory cache (2 minutes — shorter TTL for freshness)
44
+ _cache: dict = {}
45
+ _cache_ttl = 120 # 2 minutes
46
 
47
 
48
+ # ── Kafka: read latest N messages from news.processed ────────────────────────
49
+
50
+ def _fetch_kafka_stories_sync(n: int = 3) -> List[TopStory]:
 
 
51
  """
52
+ Read the N most recent messages from the news.processed Kafka topic.
53
+ Uses a temporary consumer that seeks to the end of each partition,
54
+ then reads backwards to get the latest messages.
55
+ Runs synchronously (called via executor).
 
 
 
 
 
56
  """
57
+ import os
58
+ from confluent_kafka import Consumer, TopicPartition
59
+
60
+ bootstrap = os.getenv("KAFKA_BOOTSTRAP_SERVERS", "")
61
+ topic = os.getenv("KAFKA_TOPIC_PROCESSED", "news.processed")
62
+
63
+ if not bootstrap:
64
+ logger.warning("KAFKA_BOOTSTRAP_SERVERS not set — skipping Kafka top stories")
65
+ return []
66
+
67
+ # SSL certs: support both env-var content and file paths
68
+ # Priority: env var content → file path → skip SSL
69
+ def _write_cert(env_content_key: str, env_path_key: str, tmp_path: str) -> bool:
70
+ content = os.getenv(env_content_key, "")
71
+ if content:
72
+ with open(tmp_path, "w") as f:
73
+ f.write(content.replace("\\n", "\n"))
74
+ return True
75
+ file_path = os.getenv(env_path_key, "")
76
+ if file_path and os.path.exists(file_path):
77
+ import shutil
78
+ shutil.copy(file_path, tmp_path)
79
+ return True
80
+ # Try default cert locations (HF Spaces mounts certs here)
81
+ default_paths = [
82
+ f"/app/certs/{os.path.basename(tmp_path)}",
83
+ f"certs/{os.path.basename(tmp_path)}",
84
+ ]
85
+ for dp in default_paths:
86
+ if os.path.exists(dp):
87
+ import shutil
88
+ shutil.copy(dp, tmp_path)
89
+ return True
90
+ return False
91
+
92
+ has_ca = _write_cert("KAFKA_SSL_CA", "KAFKA_SSL_CA_PATH", "/tmp/ca.pem")
93
+ has_cert = _write_cert("KAFKA_SSL_CERT", "KAFKA_SSL_CERT_PATH", "/tmp/service.cert")
94
+ has_key = _write_cert("KAFKA_SSL_KEY", "KAFKA_SSL_KEY_PATH", "/tmp/service.key")
95
+
96
+ conf = {
97
+ "bootstrap.servers": bootstrap,
98
+ "group.id": "top-stories-reader",
99
+ "auto.offset.reset": "latest",
100
+ "enable.auto.commit": False,
101
+ "log_level": 0,
102
+ "session.timeout.ms": 10000,
103
+ }
104
+
105
+ if has_ca and has_cert and has_key:
106
+ conf["security.protocol"] = "SSL"
107
+ conf["ssl.ca.location"] = "/tmp/ca.pem"
108
+ conf["ssl.certificate.location"] = "/tmp/service.cert"
109
+ conf["ssl.key.location"] = "/tmp/service.key"
110
+ logger.info("Kafka SSL configured for top stories consumer")
111
+ else:
112
+ logger.warning("Kafka SSL certs not found — connecting without SSL")
113
+
114
+ consumer = Consumer(conf)
115
+ stories: List[TopStory] = []
116
+
117
+ try:
118
+ # Get partition metadata
119
+ meta = consumer.list_topics(topic, timeout=5)
120
+ if topic not in meta.topics:
121
+ logger.warning(f"Kafka topic '{topic}' not found")
122
+ return []
123
+
124
+ partitions = [
125
+ TopicPartition(topic, p)
126
+ for p in meta.topics[topic].partitions.keys()
127
+ ]
128
+
129
+ # Get high watermarks and seek to (high - n) per partition
130
+ assigned = []
131
+ for tp in partitions:
132
+ low, high = consumer.get_watermark_offsets(tp, timeout=5)
133
+ if high > 0:
134
+ start = max(low, high - n)
135
+ assigned.append(TopicPartition(topic, tp.partition, start))
136
+
137
+ if not assigned:
138
+ return []
139
+
140
+ consumer.assign(assigned)
141
+
142
+ # Poll until we have n messages or timeout
143
+ import time
144
+ deadline = time.time() + 5.0
145
+ raw_messages = []
146
+
147
+ while len(raw_messages) < n and time.time() < deadline:
148
+ msg = consumer.poll(timeout=1.0)
149
+ if msg is None:
150
+ break
151
+ if msg.error():
152
+ continue
153
+ raw_messages.append(msg)
154
+
155
+ # Parse messages
156
+ seen_titles: set = set()
157
+ for msg in raw_messages:
158
+ try:
159
+ value = msg.value()
160
+ try:
161
+ event = msgpack.unpackb(value, raw=False)
162
+ except Exception:
163
+ event = json.loads(value.decode("utf-8", errors="ignore"))
164
+
165
+ title = event.get("title") or event.get("content", "")[:80]
166
+ url = event.get("url") or event.get("link") or ""
167
+ source = event.get("source") or event.get("publisher") or "ARKI"
168
+ pub_at = event.get("published_at") or event.get("pub_date") or datetime.utcnow().isoformat()
169
+ content = event.get("content") or event.get("text") or ""
170
+ excerpt = content[:150] if content else None
171
+
172
+ if not title or title in seen_titles:
173
+ continue
174
+ seen_titles.add(title)
175
+
176
+ stories.append(TopStory(
177
+ title=title.strip()[:200],
178
+ url=url.strip(),
179
+ source=source.strip(),
180
+ published_at=pub_at,
181
+ category="NEWS",
182
+ excerpt=excerpt,
183
+ origin="kafka",
184
+ ))
185
+
186
+ except Exception as e:
187
+ logger.debug(f"Failed to parse Kafka message: {e}")
188
+ continue
189
+
190
+ except Exception as e:
191
+ logger.error(f"Kafka top stories error: {e}")
192
+ finally:
193
+ consumer.close()
194
+
195
+ logger.info(f"Kafka top stories: fetched {len(stories)} from '{topic}'")
196
+ return stories[:n]
197
+
198
+
199
+ async def fetch_kafka_stories(n: int = 3) -> List[TopStory]:
200
+ """Async wrapper — runs Kafka consumer in thread pool"""
201
+ loop = asyncio.get_event_loop()
202
+ try:
203
+ return await asyncio.wait_for(
204
+ loop.run_in_executor(None, _fetch_kafka_stories_sync, n),
205
+ timeout=6.0
206
+ )
207
+ except asyncio.TimeoutError:
208
+ logger.warning("Kafka top stories timeout")
209
+ return []
210
+ except Exception as e:
211
+ logger.error(f"Kafka top stories async error: {e}")
212
+ return []
213
+
214
+
215
+ # ── DuckDuckGo: fetch N live stories ─────────────────────────────────────────
216
+
217
+ async def fetch_ddg_stories(n: int = 3) -> List[TopStory]:
218
+ """Fetch N live stories from DuckDuckGo"""
219
  try:
220
  from ddgs import DDGS
221
+
 
222
  loop = asyncio.get_event_loop()
223
+
224
  def _search():
225
  ddgs = DDGS()
226
+ return list(ddgs.news("Ethiopia", region="et-en", max_results=n))
227
+
228
+ raw = await asyncio.wait_for(
 
 
 
 
 
229
  loop.run_in_executor(None, _search),
230
+ timeout=5.0
231
  )
232
+
 
233
  stories = []
234
+ for r in raw:
235
+ title = r.get("title", "").strip()
236
+ url = r.get("url", "").strip()
237
+ if not title or not url:
 
 
 
 
 
 
 
 
 
 
 
 
238
  continue
239
+ stories.append(TopStory(
240
+ title=title,
241
+ url=url,
242
+ source=r.get("source", "Unknown").strip(),
243
+ published_at=r.get("date", datetime.utcnow().isoformat()),
244
+ category="NEWS",
245
+ excerpt=r.get("body", "")[:150] if r.get("body") else None,
246
+ origin="live",
247
+ ))
248
+
249
+ logger.info(f"DuckDuckGo top stories: fetched {len(stories)}")
250
+ return stories[:n]
251
+
252
  except asyncio.TimeoutError:
253
+ logger.warning("DuckDuckGo top stories timeout")
254
  return []
 
255
  except Exception as e:
256
+ logger.error(f"DuckDuckGo top stories error: {e}")
257
  return []
258
 
259
 
260
+ # ── Endpoint ──────────────────────────────────────────────────────────────────
261
+
262
  @router.get("/top-stories", response_model=TopStoriesResponse)
263
  async def get_top_stories(
264
+ force_refresh: bool = Query(default=False, description="Force cache refresh"),
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
265
  ):
266
  """
267
+ Get top 6 news stories for the landing page.
268
+
269
+ **Sources:**
270
+ - 3 from Kafka `news.processed` topic (pipeline-fresh, multilingual)
271
+ - 3 from DuckDuckGo live search (real-time, English)
272
+
273
+ **Cache:** 2-minute TTL for freshness.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
274
  """
275
+ cache_key = "top_stories_hybrid"
276
+
 
277
  if not force_refresh and cache_key in _cache:
278
  cached_data, cached_time = _cache[cache_key]
279
  age = (datetime.utcnow() - cached_time).total_seconds()
 
280
  if age < _cache_ttl:
281
+ logger.info(f"Top stories cache HIT (age={age:.0f}s)")
282
  return TopStoriesResponse(
283
+ stories=cached_data["stories"],
284
  fetched_at=cached_time.isoformat(),
285
+ cache_hit=True,
286
+ kafka_count=cached_data["kafka_count"],
287
+ live_count=cached_data["live_count"],
288
  )
289
+
290
+ # Fetch both sources in parallel
291
+ kafka_stories, ddg_stories = await asyncio.gather(
292
+ fetch_kafka_stories(3),
293
+ fetch_ddg_stories(3),
 
294
  )
295
+
296
+ # Merge: Kafka first (pipeline-fresh), then DuckDuckGo (live)
297
+ # Deduplicate by title similarity
298
+ all_stories: List[TopStory] = []
299
+ seen_titles: set = set()
300
+
301
+ for story in kafka_stories + ddg_stories:
302
+ title_key = story.title.lower()[:60]
303
+ if title_key not in seen_titles:
304
+ seen_titles.add(title_key)
305
+ all_stories.append(story)
306
+
307
+ # Fallback: if Kafka returned nothing, fill with more DuckDuckGo
308
+ if len(kafka_stories) == 0:
309
+ extra_ddg = await fetch_ddg_stories(6)
310
+ for story in extra_ddg:
311
+ title_key = story.title.lower()[:60]
312
+ if title_key not in seen_titles and len(all_stories) < 6:
313
+ seen_titles.add(title_key)
314
+ all_stories.append(story)
315
+
316
  now = datetime.utcnow()
317
+ payload = {
318
+ "stories": all_stories[:6],
319
+ "kafka_count": len(kafka_stories),
320
+ "live_count": len(ddg_stories),
321
+ }
322
+ _cache[cache_key] = (payload, now)
323
+
324
+ logger.info(
325
+ f"Top stories: {len(kafka_stories)} Kafka + {len(ddg_stories)} DuckDuckGo "
326
+ f"= {len(all_stories[:6])} total"
327
+ )
328
+
329
  return TopStoriesResponse(
330
+ stories=all_stories[:6],
331
  fetched_at=now.isoformat(),
332
+ cache_hit=False,
333
+ kafka_count=len(kafka_stories),
334
+ live_count=len(ddg_stories),
335
  )
336
 
337
 
338
+ @router.post("/top-stories/refresh")
339
+ async def refresh_top_stories():
340
+ """Clear the top stories cache"""
341
+ global _cache
342
+ _cache.clear()
343
+ return {"success": True, "cleared_at": datetime.utcnow().isoformat()}
344
+
345
+
346
  @router.get("/top-stories/categories")
347
  async def get_categories():
 
 
 
 
 
 
348
  return {
349
  "categories": [
350
  {"id": "news", "name": "News", "query": "Ethiopia"},
 
353
  {"id": "sports", "name": "Sports", "query": "Ethiopia sports"},
354
  ]
355
  }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
src/core/config.py CHANGED
@@ -93,5 +93,12 @@ class Settings(BaseSettings):
93
  # Security Settings
94
  SECRET_KEY: str = os.getenv("SECRET_KEY", "a_very_secret_key_change_me_in_production")
95
  ACCESS_TOKEN_EXPIRE_MINUTES: int = int(os.getenv("ACCESS_TOKEN_EXPIRE_MINUTES", "60"))
 
 
 
 
 
 
 
96
 
97
  settings = Settings()
 
93
  # Security Settings
94
  SECRET_KEY: str = os.getenv("SECRET_KEY", "a_very_secret_key_change_me_in_production")
95
  ACCESS_TOKEN_EXPIRE_MINUTES: int = int(os.getenv("ACCESS_TOKEN_EXPIRE_MINUTES", "60"))
96
+
97
+ # Kafka Settings (for Top Stories — read-only consumer)
98
+ KAFKA_BOOTSTRAP_SERVERS: str = os.getenv("KAFKA_BOOTSTRAP_SERVERS", "")
99
+ KAFKA_SSL_CA: str = os.getenv("KAFKA_SSL_CA", "")
100
+ KAFKA_SSL_CERT: str = os.getenv("KAFKA_SSL_CERT", "")
101
+ KAFKA_SSL_KEY: str = os.getenv("KAFKA_SSL_KEY", "")
102
+ KAFKA_TOPIC_PROCESSED: str = os.getenv("KAFKA_TOPIC_PROCESSED", "news.processed")
103
 
104
  settings = Settings()