MLB Scraper for Statcast Pitches, Game Feeds, Rosters and MiLB

What an MLB Statcast dataset holds, pitch by pitch

A Savant pitch row is the densest record baseball publishes: well over a hundred columns per pitch, keyed on game_pk, at_bat_number and pitch_number, with the batter, the pitcher and fielder_2 to fielder_9 as MLBAM ids. It is the MLB pitching dataset most buyers mean by Statcast.

• Release - pitch_type and pitch_name, release_speed and effective_speed, release_spin_rate and spin_axis, release_extension, arm_angle and the release point in three axes.
• Flight and location - pfx_x and pfx_z movement, velocity and acceleration from vx0 to az, plate_x and plate_z, zone, and sz_top and sz_bot for the batter's zone.
• Contact - exit velocity as launch_speed, launch angle as launch_angle, hit_distance_sc, hc_x and hc_y, bb_type and a six-step launch_speed_angle class from Weak to Barrel.
• Value - expected stats (xBA, xwOBA, xSLG), woba_value, delta_run_exp and delta_home_win_exp.
• Bat tracking - bat_speed, swing_length, attack_angle, attack_direction and swing_path_tilt.
• Context - balls, strikes, outs_when_up, inning, on_1b to on_3b as runner ids, infield and outfield alignment, scores before and after, times through the order and days of rest.

The Gameday view and the box score add what Savant leaves out: pitch break and a play id per pitch; weather, attendance, first pitch, game length and delays; the umpire crew and official scorer; mound visits, replay challenges and, from 2026, ABS challenges won, lost and remaining. Win probability, win probability added and leverage index run play by play, and Gameday replays any moment of a game as it stood then. MLB standings add clinch codes, elimination and magic numbers, run differential, an expected won-lost record and sixteen split records, from one-run games to grass and turf.

Two definitions changed in 2026: plate_x and plate_z are measured at the middle of the plate rather than the front, and sz_top and sz_bot follow the ABS zone rather than an operator's mark. Every row we deliver says which applies.

MLB player stats, transactions, the injured list and the minors

The stats pages on mlb.com split into player and team, hitting and pitching, and Standard, Expanded and Statcast views, with splits and qualifier filters, but no export button, so exportable MLB stats come from us as CSV or JSON. Behind the tables sit season, career, game log, split, head-to-head and sabermetric views with WAR, expected statistics and ZiPS projections, and we build an MLB player dataset across all of them.

Roster moves form a transaction log with date, effective date, club, player and one of forty-odd type codes: Optioned, Recalled, Designated for Assignment, Outrighted, Claimed Off Waivers, Rule 5 Selection, Status Change. Injured list moves read as clubs announce them - 10-day for position players, 15-day for pitchers, 60-day, retroactive dates - with a one-line injury description, and the 40-man roster marks each player active, reassigned or injured. We keep that line and nothing beyond it. The draft table adds round labels for competitive balance and compensation picks, slot value and signing bonus.

Minor League Baseball runs on the same ids, Triple-A through Rookie ball as their own sport ids and leagues. Tracking is uneven: Triple-A has full Statcast from 2023 and the Florida State League from 2021, while Double-A pitch data has calls but no velocity or spin. MiLB.com hubs now forward into mlb.com/milb.