# News pipeline — scraper + summarizer The OSINT dashboard ingests ~257 global news RSS sources hourly and produces LLM master summaries. Both services were vendored from the upstream `~/Projects/newsPipeline` project and re-integrated here to replace the old k8s CronJob choreography with in-compose scheduling against the EXISTING osint-db — **no second Postgres**. ## Architecture ``` 257 RSS feeds (news/scraper/urls.txt) │ ▼ news-scraper (Scrapy, hourly :00) ──► articles table (osint-db) │ │ │ ▼ news-summarizer (Gemini map-reduce, hourly :05) ──► article_summaries table │ ▼ GET /api/news · GET /api/news/summaries ``` | Component | Image | Container | Scheduling | |---|---|---|---| | Scraper | `localhost/osint-news-scraper` | `osint-news-scraper` | wall-clock loop, minute `NEWS_SCRAPE_MINUTE` (default :00) | | Summarizer | `localhost/osint-news-summarizer` | `osint-news-summarizer` | wall-clock loop, minute `NEWS_SUMMARIZE_MINUTE` (default :05) | Both services live under the `ingest` compose profile (same as the ingester and camera-scraper): `docker compose --profile ingest up -d`. ## Data flow 1. **Scraper** — `news/scraper/run_news_scraper.py` runs `scrapy crawl articles` (spider `news/scraper/newsScraper/spiders/news_spider.py`) at the top of each hour. The spider reads the RSS feed URLs from `urls.txt`, follows each `` link, extracts the main article body, and the `PostgresPipeline` writes to `articles` with URL-based dedup (`ON CONFLICT (url) DO NOTHING`). 2. **Summarizer** — `news/summerizer/run_news_summarizer.py` runs `summarizer.py` at :05 past each hour. It reads articles from the last `SUMMARY_WINDOW_HOURS`, map-reduces them through Gemini (`SUMMARY_MODEL`, default `gemini-2.0-flash`), and inserts one master summary into `article_summaries`. Scheduling is done with small in-compose wall-clock loops (not host cron): each loop runs once on boot (`*_RUN_ON_START=1`, seeds data fast) then sleeps until the next scheduled minute. The loop is serial, so a run that overruns its slot simply shifts to the next boundary — two crawls/summaries never overlap. The `articles` and `article_summaries` tables are created by the idempotent alembic migration `003_news` (also created by the scraper's own `CREATE TABLE IF NOT EXISTS`, so container startup order doesn't matter). ## Endpoints ### GET /api/news — recent articles | Query param | Meaning | Default | |---|---|---| | `domain` | filter by source domain (e.g. `www.reuters.com`) | none | | `since` | only articles captured at/after this UTC instant (ISO-8601) | none | | `limit` | max rows | `50` (max `500`) | | `offset` | pagination offset | `0` | ```json [ { "id": 1, "title": "…", "url": "https://…", "content": "full extracted article text…", "domain": "www.reuters.com", "timestamp": "2026-08-24T18:10:00Z" } ] ``` ### GET /api/news/summaries — master LLM summaries | Query param | Meaning | Default | |---|---|---| | `since` | only summaries generated at/after this UTC instant | none | | `limit` | max rows | `20` (max `100`) | | `offset` | pagination offset | `0` | ```json [ { "id": 1, "summary_text": "master LLM summary (markdown)…", "batch_timestamp": "2026-08-24T18:10:00Z" } ] ``` ## Configuration (all via env / `.env`) | Var | Default | Notes | |---|---|---| | `GEMINI_API_KEY` | *(blank)* | **Required for summaries.** Unset = summarizer logs and idles (never crashes). | | `SUMMARY_MODEL` | `gemini-2.0-flash` | Gemini model id. | | `NEWS_BATCH_SIZE` | `50` | Articles per map-phase batch. | | `SUMMARY_WINDOW_HOURS` | `1` | How far back the summarizer looks for new articles. | | `INCLUDE_FUTURES` | `0` | Legacy futures-prices coupling (upstream pipeline). OFF for OSINT; set `1` + install `yfinance` to enable. | | `NEWS_SCRAPE_MINUTE` | `0` | Wall-clock minute the scraper fires. | | `NEWS_SUMMARIZE_MINUTE` | `5` | Wall-clock minute the summarizer fires. | | `NEWS_SCRAPE_RUN_ON_START` | `1` | Run one scrape immediately on container start. | | `NEWS_SUMMARIZE_RUN_ON_START` | `1` | Run one summarize immediately on container start. | | `NEWS_LOG_LEVEL` | `INFO` | Scrapy log level. | | `TELEGRAM_TOKEN` / `TELEGRAM_CHAT_ID` | *(blank)* | Reserved for the (out-of-scope) Telegram delivery bot. | DB_* for both services is mapped to the shared osint-db credentials (`DB_HOST=db`, same `DB_USER/DB_PASSWORD/DB_NAME` as the rest of the stack). ## Prompts Both prompts are env-overridable — the default `MAP_PROMPT` is OSINT-neutral (facts, locations, entities, category, OSINT signal per article) and the default `SUMMARY_PROMPT` produces a concise executive summary of the most impactful items (with a "no qualifying events" escape hatch). Upstream's futures/markets prompt language is gated behind `INCLUDE_FUTURES=1`. ## Tests `tests/test_api_news.py` — DB-backed API contract tests (auto-skip without a reachable test database, same as the FIRMS tests): ```bash DB_HOST=... DB_PORT=... DB_USER=osint DB_PASSWORD=... DB_NAME=osint_data \ pytest tests/test_api_news.py -v ``` ## Live verification End-to-end (real crawl → DB → API) is verified after deploy on the Pi: check `docker compose --profile ingest logs -f news-scraper news-summarizer`, then `curl -s localhost:8000/api/news | head`. Summaries additionally require `GEMINI_API_KEY` to be set in `.env` on the Pi.