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Tutorials2025-10-21

Build a Baseball Live Odds App: Architecture & Code

MLB moneyline, run line, totals, line movement alerts, and latency optimization.

Core architecture for baseball odds

  • Ingestion: Poll /baseball/odds endpoint every 1-2 minutes for pre-game lines
  • Processing: Normalize moneyline, run line, and totals across bookmakers
  • Delivery: Push updates to clients, highlight line movements

Baseball betting markets

The Baseball API returns three primary markets for each game:

Moneyline

Pick the winner outright. Negative odds indicate favorite, positive indicate underdog.

Run Line (Baseball Spread)

Typically -1.5/+1.5 runs. Favorite must win by 2+, underdog can lose by 1.

Totals (Over/Under)

Combined runs scored by both teams.

Fetching baseball odds

Line movement detection

Track odds changes over time to identify sharp money and value:

Polling vs real-time

  • Pre-game (24h out): Poll every 5-10 minutes
  • Pre-game (1h out): Poll every 1-2 minutes
  • During game: Odds typically locked, minimal polling needed

Best odds finder

Compare across bookmakers to find the best available line:

UI/UX patterns for baseball odds

  • Show team logos and matchup prominently
  • Highlight line movements with up/down arrows and colors
  • Display odds in American format (-145, +125) for US users
  • Show opening line vs current line comparison
  • Group games by date and start time

Latency optimization

  • Cache odds responses for 60 seconds minimum
  • Use edge locations close to users
  • Batch requests for multiple games
  • Implement stale-while-revalidate pattern