Earnings News Monitor: Build It in Python (2026)
Build an earnings news monitor in Python that fuses the earnings calendar with real-time company news over one watchlist — earnings-window framework + code.
Build an earnings news monitor in Python that fuses the earnings calendar with real-time company news over one watchlist — earnings-window framework + code.
Build an AI fact-checking pipeline for news: claim extraction, evidence retrieval via APITube, NLI verdict, benchmarks, failure modes, and code.
Build a production GPT news summarization pipeline: chain selection, cost math at volume, hallucination grounding, prompt caching, and build-vs-buy.
Build a multilingual Next.js 16 app: next-intl for UI strings, APITube for content in 60+ languages, working hreflang and a multilingual sitemap. Server Components, RTL, and Vercel Edge deploy — free tier included.
An audit-first playbook for cutting news API spend 70-90%: fingerprint your calls, tier cache TTL by news velocity, swap dead polling for webhooks, and bulk-export backfills. Per-100k cost math + code.
10 articles
10 runnable news API filter patterns — title search, dates, entities, sentiment, sources, and compound queries — with curl, Python, and JSON examples plus the gotcha that wastes your first day.
Hit a real news API endpoint in 5 minutes — curl, JavaScript, and Python side by side, with an annotated JSON response and fixes for the 401/429 errors you'll actually hit.
Build a Telegram news bot in Python with aiogram 3.27, APScheduler, and APITube. Async, sentiment-filtered, channel auto-post — full code + Docker.
Build a Django news portal: Celery beat ingestion, Redis cache, HTMX infinite scroll, Postgres full-text search. Real news API, runnable Django 5 code.
Build a real-time React news dashboard with TypeScript and Server-Sent Events. Full code, 429-safe fetch hook, sentiment filters, Vercel deploy.
By clicking "Accept", you agree to the storing of cookies on your device for functional and analytics.