Data Quality & Sources
Every feed on Blaze Sports Intel includes timestamps and source attribution. This page documents exactly where the data comes from, how Blaze Sports Intel validates it, and what to expect during edge-case windows.
Live Provider Status
Cross-Reference Methodology
Blaze Sports Intel validates data by cross-referencing across multiple providers before serving it to the frontend. The validation pipeline works in three stages:
The college baseball provider lane returns the initial dataset when it supports the surface. The response is cached in KV with source and timestamp metadata.
For critical data (scores, standings, rankings), a secondary provider is queried. If the primary and secondary disagree on final scores or standings positions, the conflict is logged and the more recently updated source is preferred.
If the primary source fails (timeout, 5xx, rate limit), the system falls back to the next provider in priority order, then to the last-known-good KV snapshot. The source label in the UI always reflects which provider actually served the data.
API Response Time
Blaze Sports Intel's Cloudflare Workers respond in under 50ms for cached data. The architecture ensures this through two mechanisms:
<10ms
Served from memory the site keeps refreshed every minute while games are on
200–800ms
The first request after the memory clears — we pull fresh from the source, then hold it
Health endpoint: /api/health — returns current uptime, cache hit rate, and p95 latency.
Freshness Guarantee
Every Blaze Sports Intel API response includes a meta object that tells you exactly when the data was fetched and where it came from:
{
"data": { ... },
"meta": {
"source": "highlightly",
"fetched_at": "2026-02-17T14:30:00.000Z",
"timezone": "America/Chicago"
}
}Providers
Primary live scores, standings, rankings, team pages, and player profiles
Live while games play; standings and rankings refresh every half hour
Canonical paid provider lane for college baseball scores, schedules, box scores, and matches.
Fallback source for college baseball scores, rankings, and schedules
Scores live during games; rankings once a week
Backup source for college baseball when the primary provider is unavailable. ESPN labels game times in UTC but they are actually Eastern — we normalize everything to Central so the clock on the page matches the clock on your wall.
Historical almanac (Program Battle Arena, beta): year-by-year national champions
Static — reconciled annually after the College World Series
Powers the all-time Program Battle Arena prototype. Title counts are corroborated against the Wikipedia CWS-appearances table; cross-source discrepancies are recorded per program.
Historical almanac (Program Battle Arena, beta): CWS appearance counts by program
Static — reconciled annually after the College World Series
Appearance and title counts current through the 2026 tournament.
Historical almanac (Program Battle Arena, beta): all-time win-loss records
Static — reconciled annually after the season
All-time wins, losses, ties, win percentage, and seasons played; current through the 2024 season.
How It Works
Your browser never talks to a data provider directly. Blaze Sports Intel sits in between — we pull the numbers, transform them into a consistent shape, hold the freshest version in fast memory, and hand it to the page. While games are on, we keep that memory warm in the background so every visitor gets the same fast read.
Every response carries a tag telling you where the number came from and when it landed. You’ll see both on the page — a source label and a “last updated” timestamp on every data surface.
If a primary source goes dark, the site falls back to the next provider in line, then to the most recent good read we have on file. You always see something — and the source label tells you exactly how fresh it is.
Seasonal Caveats
Preseason (Feb 14 – Feb 20): opening weekend coverage may be patchy until conferences begin full play. Rankings update weekly during the regular season.
Austin Humphrey. (2026, February 17). Blaze Sports Intel Data Quality & Sources. Blaze Sports Intel. https://blazesportsintel.com/models/data-quality