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Kalshi · Sports · annual · KXLEADERMLBOPS

Kalshi KXLEADERMLBOPS — MLB OPS Leader Data

Every Kalshi “MLB OPS Leader” contract of the day — every trade print and the complete Level-2 book, captured co-located with nanosecond venue and receive timestamps. 209 trading days as day bundles, €1 per day, bought as a guest with instant download.

Trading days
209
Coverage
March 2026 – September 2026
Archive size
71.6 MB
Price per day
€1
Activity & identifier

MLB OPS Leader on Kalshi — activity

Per-day trade and turnover statistics exist from July 2026 onward — a limit of the statistics, not of the capture: older days are archived in full (every contract, every message) without a statistics row.

Series ticker
KXLEADERMLBOPS
Since 2026-08-09
114 trades · $2.5K
Record day
$521.14 · 2026-09-15
Files on latest day
48
Typical files / day
46
What's in a bundle

One purchase, the whole series for a day

A series-day bundle contains every MLB OPS Leader contract that was listed on Kalshi on that UTC day — traded or not — 48 contract files on the latest covered day. Each file carries the full raw feed: every trade print with price, size and side, plus Level-2 order-book updates, in the same zstd-compressed schema as our crypto venues. Event contracts quote 0..1; turnover is USD-normalized.

Coverage runs March 2026 – September 2026 — 209 trading days, 71.6 MB compressed in total. A day typically holds 46 contract files (up to 48 on the busiest day, 7.99 MB). Pick individual days in the shop calendar for €1 each; delivery is an instant per-file download or one archive for the whole day.

Month by month

MLB OPS Leader — development since capture

114 trades and $2.5K of USD turnover over 51 captured days since 2026-08-09 — record day 2026-09-15 with $521.14, biggest single contract KXLEADERMLBOPS-26-YALV (LEADERMLBOPS · YALV) (2026-09-15, $521.14).

MonthDaysTradesTurnover (USD)Avg / dayContracts tradedL2 updatesvs previous month
Sep 20262891$1.8K$65.11241.1M+186.4 %
Aug 20262323$636.63$27.681193.1K—

Kalshi MLB OPS Leader — trades and USD turnover summed per calendar month (UTC) over every contract, from our own daily statistics of the recorded tick data. Days = captured UTC days; a partial month shows no month-over-month change. Contracts traded and L2 (order-book) updates exist for days captured with the extended statistics.

Daily statistics

MLB OPS Leader — last 30 days in the archive

Files, size, contracts traded, trades, USD turnover, buy share, quoted spread, top-of-book depth and order-book updates per UTC day, from the recorded tick data.

UTC dayFilesSizeTradedTradesTurnoverBuy shareAvg spreadTop-1 depthL2 updatesNotes
2026-09-284856.4 KB00$0———164Buy day →
2026-09-2748176 KB22$35.632 %18.0 ¢$12.182.5KBuy day →
2026-09-2648208 KB11$0.94100 %——2.2KBuy day →
2026-09-2548230 KB00$0———2.2KBuy day →
2026-09-2448183 KB25$219.30 %——2.1KBuy day →
2026-09-2348218 KB633$44.440 %3.80 ¢$2.3K3.7KBuy day →
2026-09-2248480 KB00$0———14.2KBuy day →
2026-09-2148867 KB00$0———26.4KBuy day →
2026-09-2048772 KB00$0———25.2KBuy day →
2026-09-1948627 KB12$118.8100 %9.10 ¢$93.4314.8KBuy day →
2026-09-1848960 KB00$0———20.7KBuy day →
2026-09-1748839 KB00$0———20.8KBuy day →
2026-09-16481.21 MB16$182.8229 %9.06 ¢$62.8142.4KBuy day →
2026-09-15487.99 MB19$521.14100 %2.71 ¢$119.91325.0KBuy day →
2026-09-14481.90 MB11$13.20 %5.17 ¢$43.0172.6KBuy day →
2026-09-13462.02 MB11$2.82100 %5.62 ¢$39.7177.9KBuy day →
2026-09-12462.75 MB00$0———65.4KBuy day →
2026-09-11462.58 MB00$0———76.6KBuy day →
2026-09-10463.16 MB00$0———125.7KBuy day →
2026-09-09461.35 MB16$183100 %4.60 ¢$85.250.5KBuy day →
2026-09-0846470 KB14$1.47100 %4.91 ¢$49.9513.3KBuy day →
2026-09-0746361 KB14$30.89100 %5.40 ¢$13.698.4KBuy day →
2026-09-0646361 KB00$0———9.6KBuy day →
2026-09-0546916 KB14$58.08100 %3.36 ¢$27.5632.7KBuy day →
2026-09-0446525 KB11$0.050 %4.00 ¢$2.5317.0KBuy day →
2026-09-03462.27 MB17$267.08100 %4.50 ¢$95.3188.9KBuy day →
2026-09-0246211 KB25$143.350 %6.12 ¢$29.463.4KBuy day →
2026-09-0146228 KB00$0———3.8KBuy day →
2026-08-3146262 KB00$0———4.1KBuy day →
2026-08-3046208 KB00$0———2.9KBuy day →

Traded = contracts with at least one trade that day. Buy share = taker-buy side of USD turnover. Avg spread = quoted bid-ask spread in contract price cents (0..1 = 100 ¢), weighted by turnover across the day’s contracts. Top-1 depth = mean of the best bid and best ask notional in USD, weighted by turnover. L2 updates = order-book level updates recorded across all contracts of the day. Days captured before the extended statistics show —.

Contracts

Most traded MLB OPS Leader contracts by day

The ten contracts with the most USD turnover per UTC day — open, high, low, close, VWAP and the outcome implied by the last print; the six previous days fold out below.

The 2 most traded MLB OPS Leader contracts on 2026-09-27 — 0 closed Yes (≥ 0.97), 1 closed No (≤ 0.03), 1 still open at the last print: 2 trades, $35.63 USD turnover. The busiest contract was KXLEADERMLBOPS-26-YALV with $34.86 turnover.

ContractSettles (UTC)OpenHighLowCloseVWAPImplied outcomeTradesTurnoverBuy shareSpreadTop-1 depthL2 updates
KXLEADERMLBOPS-26-YALV LEADERMLBOPS · YALV2026-09-28 01:200.9600.9600.9600.9600.960open1$34.860 %——53buy file →
KXLEADERMLBOPS-26-AJUD LEADERMLBOPS · AJUD2026-09-28 01:200.0100.0100.0100.0100.010No1$0.77100 %18.0 ¢$12.1888buy file →

Prices quote 0..1 (probability of Yes). Open/high/low/close/VWAP are that UTC day’s trade prints per contract; the implied outcome reads the last print — ≥ 0.97 as Yes, ≤ 0.03 as No, anything between as still open — venues publish the official result. Buy share = taker-buy side of turnover; spread = the contract's turnover-weighted quoted bid-ask spread in cents, top-1 depth = mean best-bid/ask notional per side, L2 updates = order-book level updates recorded for the contract that day. “Settles” is the venue-listed close time of the contract where the venue publishes one (UTC).

2026-09-26 — 1 contract, 1 trades, $0.94 turnover

The 1 most traded MLB OPS Leader contracts on 2026-09-26 — 0 closed Yes (≥ 0.97), 1 closed No (≤ 0.03): 1 trades, $0.94 USD turnover. The busiest contract was KXLEADERMLBOPS-26-AJUD with $0.94 turnover.

ContractSettles (UTC)OpenHighLowCloseVWAPImplied outcomeTradesTurnoverBuy shareSpreadTop-1 depthL2 updates
KXLEADERMLBOPS-26-AJUD LEADERMLBOPS · AJUD2026-09-28 01:200.0100.0100.0100.0100.010No1$0.94100 %——77buy file →
2026-09-24 — 2 contracts, 5 trades, $219.3 turnover

The 2 most traded MLB OPS Leader contracts on 2026-09-24 — 0 closed Yes (≥ 0.97), 0 closed No (≤ 0.03), 2 still open at the last print: 5 trades, $219.3 USD turnover. The busiest contract was KXLEADERMLBOPS-26-YALV with $218.88 turnover.

ContractSettles (UTC)OpenHighLowCloseVWAPImplied outcomeTradesTurnoverBuy shareSpreadTop-1 depthL2 updates
KXLEADERMLBOPS-26-YALV LEADERMLBOPS · YALV2026-09-28 01:200.9600.9600.9600.9600.960open3$218.880 %——52buy file →
KXLEADERMLBOPS-26-SOHT LEADERMLBOPS · SOHT2026-09-28 01:200.0100.3700.0100.3700.014open2$0.42100 %——257buy file →
2026-09-23 — 6 contracts, 33 trades, $44.44 turnover

The 6 most traded MLB OPS Leader contracts on 2026-09-23 — 0 closed Yes (≥ 0.97), 5 closed No (≤ 0.03), 1 still open at the last print: 33 trades, $44.44 USD turnover. The busiest contract was KXLEADERMLBOPS-26-YALV with $42.48 turnover.

ContractSettles (UTC)OpenHighLowCloseVWAPImplied outcomeTradesTurnoverBuy shareSpreadTop-1 depthL2 updates
KXLEADERMLBOPS-26-YALV LEADERMLBOPS · YALV2026-09-28 01:200.9900.9900.9600.9600.965open5$42.480 %3.00 ¢$2.4K294buy file →
KXLEADERMLBOPS-26-MTRO LEADERMLBOPS · MTRO2026-09-28 01:200.0100.0100.0100.0100.010No6$0.440 %21.0 ¢$5.83335buy file →
KXLEADERMLBOPS-26-MOLS LEADERMLBOPS · MOLS2026-09-28 01:200.0100.0100.0100.0100.010No6$0.440 %19.5 ¢$6.58236buy file →
KXLEADERMLBOPS-26-JCAM LEADERMLBOPS · JCAM2026-09-28 01:200.0100.0100.0100.0100.010No6$0.440 %22.0 ¢$6.66221buy file →
KXLEADERMLBOPS-26-BRIC LEADERMLBOPS · BRIC2026-09-28 01:200.0100.0100.0100.0100.010No6$0.440 %22.9 ¢$6.59207buy file →
KXLEADERMLBOPS-26-NKUR LEADERMLBOPS · NKUR2026-09-28 01:200.0100.0100.0100.0100.010No4$0.20 %19.2 ¢$8.77406buy file →
2026-09-19 — 1 contract, 2 trades, $118.8 turnover

The 1 most traded MLB OPS Leader contracts on 2026-09-19 — 1 closed Yes (≥ 0.97), 0 closed No (≤ 0.03): 2 trades, $118.8 USD turnover. The busiest contract was KXLEADERMLBOPS-26-YALV with $118.8 turnover.

ContractSettles (UTC)OpenHighLowCloseVWAPImplied outcomeTradesTurnoverBuy shareSpreadTop-1 depthL2 updates
KXLEADERMLBOPS-26-YALV LEADERMLBOPS · YALV2026-09-28 01:200.9900.9900.9900.9900.990Yes2$118.8100 %9.10 ¢$93.4310.4Kbuy file →
2026-09-16 — 1 contract, 6 trades, $182.82 turnover

The 1 most traded MLB OPS Leader contracts on 2026-09-16 — 0 closed Yes (≥ 0.97), 0 closed No (≤ 0.03), 1 still open at the last print: 6 trades, $182.82 USD turnover. The busiest contract was KXLEADERMLBOPS-26-YALV with $182.82 turnover.

ContractSettles (UTC)OpenHighLowCloseVWAPImplied outcomeTradesTurnoverBuy shareSpreadTop-1 depthL2 updates
KXLEADERMLBOPS-26-YALV LEADERMLBOPS · YALV2026-09-28 01:200.9700.9700.9400.9400.952open6$182.8229 %9.06 ¢$62.8139.5Kbuy file →
2026-09-15 — 1 contract, 9 trades, $521.14 turnover

The 1 most traded MLB OPS Leader contracts on 2026-09-15 — 1 closed Yes (≥ 0.97), 0 closed No (≤ 0.03): 9 trades, $521.14 USD turnover. The busiest contract was KXLEADERMLBOPS-26-YALV with $521.14 turnover.

ContractSettles (UTC)OpenHighLowCloseVWAPImplied outcomeTradesTurnoverBuy shareSpreadTop-1 depthL2 updates
KXLEADERMLBOPS-26-YALV LEADERMLBOPS · YALV2026-09-28 01:200.8800.9700.8800.9700.951Yes9$521.14100 %2.71 ¢$119.9188.3Kbuy file →
Contract anatomy

How a MLB OPS Leader contract trades

Trading window
231 days
Listed ahead
3.7 days
Tick size
0.01
Contracts measured
2
Quoted in
USD

On Kalshi, a MLB OPS Leader contract trades for about 231 days from open to close, is listed roughly 3.7 days before it opens, and quotes in 1 ¢ price steps (0..1). Measured on the 2 contracts captured on 2026-09-27.

Build a bot

Build a MLB OPS Leader model on this data

Every settled MLB OPS Leader contract is a labelled example: the winner, the line or the total that cleared is the label, and the day bundle holds each contract's full order-book path and trade tape, nanosecond-stamped, from the first quote days before the event to the last print — the features for that label. The statistics on this page cover the most traded contracts per day; the bundle holds every contract listed on Kalshi that day.

Contract-days traded since 2026-08-09
35

Split by season and match day, never at random — the contracts of one slate share injuries, weather and the same public money, and a random split leaks the slate's results into training; walk forward over game days and purge the days whose contracts were still open. The sports-model guide works the closing-line benchmark, the pre-game line path and that split through.

Purchased data is for your own use — backtesting, research, analytics and training your own models, in-house or in your own products; the trained models and derived data you build from it are yours. The raw files and tick streams themselves may not be redistributed, resold or published. The full terms are on the data license page.

Why CryptoStruct

Why buy Kalshi MLB OPS Leader data here

Four things every page on this site is built on — and the reason the numbers above exist at all.

We record everything

The complete public feed of each venue as it was published: every Level-2 snapshot and update at the venue's full book depth, every trade with its aggressor side, every quote, funding, mark-price and liquidation event — for every instrument the venue lists, every UTC day since we added the venue. Nothing sampled, no top-N cut, no on-demand capture.

Institutional grade

Captured co-located at the venue with the exchange timestamp and our receive timestamp in integer nanoseconds, an event-id chain that makes any gap visible, and one normalized schema across 35+ venues — the same capture our own high-frequency trading engine and enterprise feeds run on.

€1 per instrument-day

Any instrument-day is €1, series-day bundles start at €1 — no subscription, no minimum order, no tiers to unlock. Credit packs lower the effective price and never expire, and every venue has free full-day samples to test against first.

Self-service for everyone

Pick the days in the Data Shop, pay by card as a guest and download immediately — no sales call, no enterprise contract, no KYC. Coding agents buy the same files through the MCP server, and the free Agent Skill teaches them the format.

Agents: /llms.txt · MCP server /mcp · every page as markdown via Accept: text/markdown

FAQ

Kalshi MLB OPS Leader data — FAQ

What Kalshi MLB OPS Leader data can I download?

Tick-by-tick trades and Level-2 order-book depth for every contract of the MLB OPS Leader series on Kalshi (48 contract files on the latest day). One bundle = one UTC day of the whole series.

What is the Kalshi series ticker for MLB OPS Leader?

KXLEADERMLBOPS — every contract of the series carries this prefix in its ticker (followed by the event date and strike). Files in a day bundle are named by the full contract ticker, so a bundle holds every KXLEADERMLBOPS-* contract listed that UTC day.

How far back does the MLB OPS Leader data go?

Coverage runs March 2026 – September 2026 — 209 trading days in total.

What format are the Kalshi files in?

One zstd-compressed text file per contract per UTC day, in the same normalized schema as our crypto venues — see the market-data specification; free samples on the downloads page.

Can I get Kalshi MLB OPS Leader data as CSV or Parquet?

Yes — trades export as gzipped CSV or Parquet at no extra cost, with integer microsecond UTC timestamps that load straight into pandas, polars or DuckDB. Kalshi records full order-book depth without a separate BBO stream, so book data ships in the native tick file — the free reader script converts it locally. See the formats overview.

How much does Kalshi MLB OPS Leader historical data cost?

€1 per series-day bundle — every contract of the series for that day — no subscription, no minimum order; buy as a guest in the Data Shop and download immediately. Credit packs lower the effective price and never expire.

Do I need an account or a sales call?

No. Pick the MLB OPS Leader series-days in the Data Shop, pay by card as a guest and download immediately — no subscription, no minimum order, no KYC, no enterprise contract, no sales call. Coding agents buy the same bundles through the MCP server.

How is the Kalshi MLB OPS Leader data captured?

Co-located at the venue, message by message: every Level-2 update and every trade print carries the exchange timestamp and our receive timestamp in integer nanoseconds, an event-id chain makes any gap visible, and one normalized schema across 35+ venues means a parser written for Binance reads these files unchanged. It is the same capture our own high-frequency trading engine runs on — nothing sampled, no top-N cut.

What was the most traded MLB OPS Leader contract on 2026-09-27?

KXLEADERMLBOPS-26-YALV (LEADERMLBOPS · YALV) — $34.86 USD turnover over 1 trade on Kalshi. The 2 most traded contracts of the series did 2 trades and $35.63 that UTC day. Open, high, low, close and VWAP per contract are listed on this page; the tick-level data is in the day bundle.

What was the busiest MLB OPS Leader trading day on Kalshi?

2026-09-15, with $521.14 of USD turnover over 9 trades across every MLB OPS Leader contract of the day; the busiest full month was Sep 2026 at $1.8K. Since our statistics began on 2026-08-09 the series has recorded 114 trades and $2.5K over 51 captured days; the single biggest contract was KXLEADERMLBOPS-26-YALV (LEADERMLBOPS · YALV) on 2026-09-15 with $521.14. Any of these days is a downloadable bundle.

Topics

Topic hubs featuring this series