mlb.com scrapers compared

Odd beetting row

One player injury row (status, type, comments).

Single result in the default dataset.

One team standings row (all record stats included).

One injured player: status, body part, surgery, expected return date and the analyst note. Error rows are free.

• Team injury report (team)
• Game with both sides (game)

One upcoming game with every bookmakers moneyline, spread and total nested, the opening price and movement on each price, best price per outcome, vig free fair odds and any arbitrage. Actors that bill per bookmaker line charge you 20 to 60 times for the same game. Games with no published prices are skipped and never charged. There is no per run fee.

Single result in the default dataset.

• Game Fetched (game_fetched)
• Player Fetched (player_fetched)
• Standings Fetched (standings_fetched)

One game saved to the dataset, with the odds of every bookmaker and market you selected, the no-vig consensus and the team statistics.

One player prop line: a player, a stat, and its odds. Props you filter out or cap are never charged.

One game lineup row pushed to the dataset.

• Change alert (change-alert)

Charged per item extracted.

• Run started (start)

Each game row (games mode) or team box-score row (boxscore mode). Error rows are never charged.

• Stat row (stat-row)

One league odds board fetched and parsed, with its season id and every sportsbook column for your market.

• Game with full odds board (game-odds)
• Derivative board scanned (derivative-scope)
• Line movement history (line-history)
• Public betting consensus (consensus)
• Player prop projections (player-props)
• Matchup hub detail (matchup-detail)
• League injury report (injury-report)
• Futures selection (futures-market)

Single result in the default dataset.

Single result in the default dataset.

• details (details)

One game: teams, score, linescore, status, probable pitchers, lineups, weather, umpire crew, venue and attendance.

• Stat record (stat-row)
• Player game line (player-game-row)
• Play (play-row)
• Pitch (pitch-row)
• Odds line (odds-line-row)

One injury report read from ESPN's public feed: the league, season and season type; the team with its id, abbreviation and slug; the player with their ESPN id (read out of the player-card link, because ESPN does not put it in the record), display and short name, position and headshot; the status both as ESPN prints it and as ESPN's own code, with its abbreviation and description; the timestamp both as an ISO instant and exactly as ESPN wrote it; and ESPN's short and long analyst commentary. Each row carries a key that changes when the status, timestamp or comment changes, so monitoring returns a report again when it actually changes. Rows that report a league with no injuries, a league ESPN has no feed for, filters that matched nothing, nothing changed since the last monitoring run, or a feed that could not be read are returned with the reason and are never charged.

One sports row (game/standing/team/player/race) — any of 20 leagues

One game row: both teams' Kalshi prices, implied and vig-free probabilities, overround, volume, open interest, spreads and totals

• Price history (history)

Charged for each betting line returned — one row per game per line type (pre-match or in-play), with opening, closing and current moneyline, spread and total in American, decimal and fractional odds. Games with no line posted are skipped and never charged.

One game with every sportsbook's spread, total and moneyline, the opening and consensus numbers, line movement, best prices and no-vig probabilities.

• Betting splits (betting-trends)
• Line movement history (line-movement)
• Head-to-head history (head-to-head)
• Futures selection (futures-odds)
• Player prop selection (player-prop)
• Handicapper consensus (consensus-pick)
• Score and line score (scoreboard-game)
• Headline (news-headline)
• Board scanned (board-scan)

Single result in the default dataset.

One open sports market pushed to the dataset (venue, league, event, market, YES price, bid, ask, volume, close time, link).

One game at one bookmaker, read from ESPN's public feeds: the league, the game with its ESPN id, date, status and venue, both teams with ids and abbreviations; the bookmaker; the current spread, over/under and moneyline for both sides with the odds attached to each; the opening spread, opening total and opening moneylines as decimal odds; and how far each has moved since it opened, computed in decimal odds rather than American. Each row says whether the home side is favoured, whether it was at open, and whether the favourite flipped. Bookmaker affiliate links are deliberately not included. Rows that report games with no odds yet, a league with no games, filters that matched nothing, no line movement since the last monitoring run, or a feed that could not be read are returned with the reason and are never charged.

One player row from the chosen Baseball Savant Statcast leaderboard (player, team, season and the full set of advanced batted-ball metrics: exit velocity, launch angle, sweet-spot %, barrels, barrel %, hard-hit %, distances and more).

• Expected stats enrichment (expected_stats)
• AI scouting summary (ai_summary)

Any record delivered to your dataset, charged at this same flat rate whatever it is: a player, a team, a game, a standings row, a box-score line, a season stat line, a leaderboard entry — or, in incremental mode with Include Expired on, an EXPIRED marker for a record that is no longer listed. The enrichment fees below apply to player rows only: every other row type is charged at this rate and nothing else.

• Roster & injury status (roster-status)
• Awards (awards)
• Transaction history (transactions)

One stats row delivered: player or team game log, game, injury, standing, season stat or roster entry.

• Play-by-play row (play)

One player's season stat line in one group, read from the official MLB Stats API: the season, group and player pool; the player with their MLB id and name; the team, league and position; the rank the API assigns and how many teams they appeared for; and every stat the API publishes for that group, flattened into columns. Rates the API prints as unavailable come back as null with the original text kept, never as zero. Innings pitched and fielding innings are baseball thirds, not decimals, so each is returned as the API's own text, a count of outs, and a true decimal. Rows that report an unknown stat group, a season with no stats, filters that matched nothing, nothing changed since the last monitoring run, or a response that could not be read are returned with the reason and are never charged.

One injured player (status, injury, expected return, note) or one roster entry.

One game (score, status, venue, TV, betting line), standings entry or team game log.

• Play-by-play row (play)

One stats row delivered: player or team game log, game, injury, standing, season stat or roster entry.

• Play-by-play or prop row (play)

One current game, bookmaker and market snapshot containing all available outcomes and optional comparison. Repeat observations are billable. Diagnostics and empty results are free.

Charged for each player season line written to the dataset.

• Actor start (actor-start)

Charged once per game or player stat record returned in the dataset. Empty dates or missing players are never charged.

Single result in the default dataset.

One valid MLB team, roster, game score or standing record persisted.

One team's standings row (W/L, pct, games back)

• Team (team)
• Game (game)
• Player (player)

Charged per result extracted.

• Run started (start)

Charged per item scraped.

One game with both teams, both scores, status, venue and series position.

• Standings (standing-result)
• Teams (team-result)
• Team Roster (roster-result)
• Season Leaders (leader-result)
• Box Score (boxscore-result)

Single result in the default dataset.