Top Rated: Data & Infrastructure
Every launch is a stock: its traction is its votes, its sector is its category, and LNCH is the whole market. How it works
Data as of Oct 17, 2026, 12:21 PM UTC · traction last updated Oct 17, 13:13 UTC · updates about once a day
Traction is early-adopter votes (Product Hunt) or points (Show HN), not usage. It stops updating about 31–36 hours after launch on Product Hunt and 7 days on Show HN. Categories come from keyword rules (about 70–75% accurate). Nothing is estimated.
launches · Oct 14–Oct 16 vs Oct 11–Oct 13
Launches: Weekday effect likely: Wed–Fri is compared with Sun–Tue, not the same weekdays last week (not enough history yet; expected from about Oct 19). Launch counts and hit rates swing a lot by weekday.Hit rate: Weekday effect likely: Mon–Wed is compared with Fri–Sun, not the same weekdays last week (not enough history yet; expected from about Oct 21). Launch counts and hit rates swing a lot by weekday.
Highest traction among products launched in the last 7 days. Traction for older Product Hunt launches is frozen (votes stop being re-read ~31–36h after launch; Show HN after 7 days), so this is each product’s last recorded traction. 221 matches; top 200 loaded. Spam giveaways excluded.
Mixed sources. Traction is Product Hunt votes (PH) or Show HN points (HN) — not the same unit, and PH has ~7× the launches. So each source is ranked on its own and the two are alternated (PH #1, HN #1, PH #2, HN #2, …); the # column is that combined order. Pick a source above to see one source’s full ranking.
| # | Sector | Src | |||||||
|---|---|---|---|---|---|---|---|---|---|
| 1 | Inferock Serverless inference, with credits back for failed calls. | INFR | PH | 394 | frozen | — | — | 4d ago | |
| 2 | OneDeploy Managed open-source apps with nightly backups and TLS | INFR | HN | 26 | +1 | ▲ +4.0% | 0 | 45h ago | |
| 3 | Scrape Anything by Context.dev Turn any website into clean data with one API call. | INFR | PH | 103 | frozen | — | — | 6d ago | |
| 4 | Stream live open data in two commands | INFR | HN | 15 | 0 | 0.0% | 0 | 4d ago | |
| 5 | Servor One console to run and monitor all your servers | INFR | PH | 99 | frozen | — | — | 5d ago | |
| 6 | deCDN a peer-to-peer CDN where every piece is BLAKE3-verified | INFR | HN | 11 | 0 | 0.0% | 0 | 3d ago | |
| 7 | Firefox Enterprise Firefox for enterprises that want control of their data | INFR | PH | 99 | 0 | 0.0% | 0 | 2d ago | |
| 8 | Shpyrd A new type of cloud for AI era | INFR | HN | 9 | 0 | 0.0% | 0 | 6d ago | |
| 9 | GPU Terminal by Context.dev Compare GPU rental prices across cloud providers | INFR | PH | 83 | +83IPO | — | 0 | 0 | 29h ago |
| 10 | Chkit Schema, migrations and backfills for ClickHouse (like Drizzle) | INFR | HN | 9 | 0 | 0.0% | 0 | 0 | 5d ago |
| 11 | SimpleSpread Native, open source Mac spreadsheet | INFR | PH | 80 | frozen | — | — | 7d ago | |
| 12 | Homebutler my server report printed 7 lines for 2 changes, now 2 | INFR | HN | 8 | 0 | 0.0% | 0 | 0 | 6d ago |
| 13 | Dreamscale Labs Run the best robot AI models over the cloud | INFR | PH | 80 | frozen | — | — | 3d ago | |
| 14 | Capy-flash a 125B MoE model on two 16 GB consumer GPUs | INFR | HN | 7 | +1 | ▲ +16.7% | 2 | 47h ago | |
| 15 | Cloud Releases Every AWS, Azure, GCP and Cloudflare update in one feed | INFR | PH | 79 | frozen | — | — | 4d ago | |
| 16 | RooQL A semantic layer with no server (Ossie models to SQL) | INFR | HN | 6 | 0 | 0.0% | 0 | 4d ago | |
| 17 | Basedash Connector gallery See what you'll build before you connect a data source | INFR | PH | 75 | frozen | — | — | 3d ago | |
| 18 | Oxynote Self-hosted wiki with live Prometheus/SQL charts and reviews | INFR | HN | 4 | 0 | — | 0 | 0 | 5d ago |
| 19 | Brussle Improve Jev's accuracy on your data | INFR | PH | 71 | frozen | — | — | 3d ago | |
| 20 | SpawnDroid, Cloud-Provisioned Android Containers via WebRTC and ReDroid | INFR | HN | 3 | +3IPO | — | 1 | 26h ago | |
| 21 | Vendure Self-serve plans for complex B2B, Vendure Cloud included | INFR | PH | 14 | frozen | — | — | 5d ago | |
| 22 | DBJoy An open-source AI-first PostgreSQL client for macOS | INFR | HN | 3 | 0 | — | 0 | 6d ago | |
| 23 | Momentra Event data infrastructure for community calendars | INFR | PH | 11 | frozen | — | — | 6d ago | |
| 24 | TRON-069 mapping the Internet's last-mile management infrastructure | INFR | HN | 3 | 0 | — | 0 | 0 | 2d ago |
| 25 | Scrieb Transcription that never touches the cloud | INFR | PH | 10 | 0 | 0.0% | 0 | 2d ago | |
| 26 | OAuth Mock Server | INFR | HN | 3 | 0 | — | 0 | 0 | 47h ago |
| 27 | Dockhive Sovereign Cloud Infrastructure for AI Era | INFR | PH | 8 | frozen | — | — | 5d ago | |
| 28 | pg_vectorsearch Scalable Open-Source Vector Search in PostgreSQL | INFR | HN | 3 | 0 | — | 0 | 0 | 4d ago |
| 29 | Goliash What runs where, on which version, across all your infra | INFR | PH | 8 | frozen | — | — | 5d ago | |
| 30 | Key/Value Memory Cache | INFR | HN | 3 | 0 | — | 0 | 0 | 6d ago |
| 31 | Jalapeno Cloud Hot Token Powerhouse | INFR | PH | 8 | frozen | — | — | 5d ago | |
| 32 | A Simple Server for Matching Long/Lat to a Timezone | INFR | HN | 3 | 0 | — | 0 | 0 | 7d ago |
| 33 | Vitrina Engine Uptime, SSL, DNS and blacklist monitoring | INFR | PH | 7 | frozen | — | — | 5d ago | |
| 34 | Wayseer A native desktop app for browsing real-time data | INFR | HN | 2 | 0 | — | 0 | 2d ago | |
| 35 | Scalattice OpenAI-compatible inference on a distributed GPU network | INFR | PH | 5 | frozen | — | — | 3d ago | |
| 36 | Lobby Domains Find Domains with Chrome's On-Device AI | INFR | HN | 2 | 0 | — | 0 | 0 | 2d ago |
| 37 | Aplos Document Desk Review invoice and receipt fields before exporting CSV | INFR | PH | 4 | frozen | — | — | 3d ago | |
| 38 | Fakenamegenerator free browser based mock data generator | INFR | HN | 2 | 0 | — | 0 | 0 | 4d ago |
| 39 | rsync.ai Describe a data pipeline in plain English | INFR | PH | 4 | frozen | — | — | 4d ago | |
| 40 | Monitor Postgres Health | INFR | HN | 2 | 0 | — | 0 | 0 | 5d ago |
| 41 | SheetApp.ai Check your sales lead CSV before it reaches your CRM | INFR | PH | 4 | frozen | — | — | 6d ago | |
| 42 | A Tailscale identity-aware gateway for Postgres and ClickHouse | INFR | HN | 2 | 0 | — | 0 | 0 | 6d ago |
| 43 | HiDataLinker Free Navicat-style client for MySQL & Postgres — MIT | INFR | PH | 3 | +3IPO | — | 1 | 29h ago | |
| 44 | Flopper is a hardware explorer for AI infrastructure and beyond | INFR | HN | 2 | 0 | — | 0 | 0 | 7d ago |
| 45 | Omucloud Unlimited email accounts in your domain, built for founders | INFR | PH | 3 | +3IPO | — | 1 | 29h ago | |
| 46 | Connectio One local address for all your development servers | INFR | HN | 1 | — | — | — | 0 | 34h ago |
| 47 | LocalSheet Free, private spreadsheets that work offline | INFR | PH | 3 | frozen | — | — | 6d ago | |
| 48 | Pogi AWS, Google Cloud and Azure on your machine, in one binary | INFR | HN | 1 | 0 | — | 0 | 0 | 39h ago |
| 49 | Ainux Domain Intelligence Privacy-first domain research, powered by WebAssembly | INFR | PH | 3 | frozen | — | — | 7d ago | |
| 50 | QueryDeck Copy a sanitized slice of production Postgres locally | INFR | HN | 1 | 0 | — | 0 | 0 | 2d ago |
Traction = current votes (PH) / points (HN) — early-adopter attention, not downloads or usage. Gained = traction gained between the two latest daily ingest runs; Gain % only when the previous traction was 5+. Buzz = comments gained in that interval. “frozen” = no longer tracked, so no current gain. How it works