Steam Web API ISteamUserStats/GetNumberOfCurrentPlayers + store.steampowered.com/api/appdetails (undocumented but stable, no key needed for player count endpoint)
concurrent-player trend leads publisher quarterly bookings and DLC/microtransaction revenue for single-title-dependent studios weeks before earnings โ individual game-publisher equities (e.g. small caps with 1-2 hit titles like Frontier Developments, Team17, Paradox)
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Twitch Helix API /streams and /games (free dev key)
early Twitch viewership surges on newly-released niche titles precede Steam sales spikes and are cheaper to clock than concurrent-player counts, giving 1-3 day lead โ small publisher stock moves, crypto-gaming tokens tied to specific titles
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Play Store unofficial category listing scrape (play.google.com/store/apps/category/{CAT}/collection/topselling_free) โ no official API
rank climbs in a thin sub-category are a leading indicator of user acquisition spend and product-market fit for small fintech/health apps pre-IPO or pre-earnings โ small-cap fintech/health app companies, pre-IPO signal for late-stage private cos
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Wikimedia REST Pageviews API (wikimedia.org/api/rest_v1/metrics/pageviews)
retail attention spikes on a company/product Wikipedia page precede retail order-flow surges and can front-run meme-stock-style moves โ single-name equities, especially retail-favorite small caps and biotech tickers around FDA news
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npm registry API (api.npmjs.org/downloads/point) and PyPI's pypistats.org API
SDK adoption trend for a cloud vendor's client library (e.g. official Snowflake/Databricks connector) leads reported customer/usage growth โ cloud/data-platform stocks (Snowflake, Databricks pre-IPO comps, MongoDB)
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Google Trends via pytrends unofficial API (trends.google.com backend)
regional search-interest breakouts for a specific small chain precede same-store-sales beats/misses for regional restaurant/retail small caps โ regional restaurant chains and small-cap retailers (e.g. specific QSR franchises)
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shifting relative search interest in head-to-head competitor queries leads market-share transfer before subscriber/usage numbers are reported โ SaaS competitor pairs, software equities
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YouTube Data API v3 /channels (statistics part)
founder-led-brand channel growth is a leading proxy for DTC brand awareness spend efficiency ahead of private-company funding rounds or public comps' guidance โ DTC consumer brand pre-IPO comps, publicly traded parent holding companies
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Amazon product page BSR field, scraped (no official free API for BSR)
BSR climbs in thin B2B/industrial sub-categories reveal SKU-level demand surges for small consumer-goods/industrial suppliers before quarterly filings โ small-cap consumer/industrial goods manufacturers selling primarily via Amazon
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Google Maps Places API (popular_times not officially exposed; requires scraping the Maps web widget) or third-party like populartimes library
foot-traffic busyness trend across a chain's locations leads same-store-sales for small-cap retail/restaurant names lacking Placer.ai coverage โ small-cap regional retail and restaurant chains not covered by commercial foot-traffic vendors
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GitHub trending page (unofficial, no API โ scrape HTML; there are free mirror JSON scrapers but treat as scrape)
sustained multi-day trending streaks for a company-sponsored repo signal genuine developer mindshare gains ahead of platform-revenue inflections โ devtool/AI infra company stocks
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TikTok's public hashtag page metadata (no free official API for counts; requires scraping the discover page's embedded JSON)
a small DTC brand's hashtag view-count acceleration precedes a sales surge that shows up 4-8 weeks later in retailer sell-through or the brand's earnings โ small-cap DTC consumer brands and their public retail partners
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USAspending.gov API (api.usaspending.gov)
Federal contract award bursts in a narrow NAICS code lead defense/industrial small-cap revenue recognition by a quarter or more โ defense and industrial small-caps
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openFDA API (api.fda.gov)
Recall/enforcement clusters at a manufacturer predict downstream revenue hits and supplier disruption before earnings โ consumer staples, medtech, food producers
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USDA APHIS Animal Disease Information / APHIS-EDDIE public reports (aphis.usda.gov)
Outbreak-report acceleration leads culling volume and egg/poultry/beef price moves before USDA WASDE catches up โ agriculture commodities (eggs, poultry, cattle)
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Redacted and held back โ our highest-signal feeds plus anything with compliance restrictions. Not for sale yet. The FREE and PREMIUM tiers are on pricing.
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