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Football Data in Python: From Free Samples to a Working Model

The full route in Python: free sample CSVs and pandas first, then the same schema at scale through the Dribble API Python client or BigQuery tables, 57M+ event rows across 32 competitions, plus the licence rules that decide what you can ship.

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Wyscout Alternative: Licensed Event Data Without the Enterprise Platform

Wyscout is a video-first scouting platform sold through enterprise contracts. Dribble sells the data itself: 57M+ Opta event rows with XY coordinates across 32 competitions, via API, BigQuery, and downloads at published prices from $9.99 a month, with commercial licences on the Pro and Max tiers.

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Brighton Scored Five From 2.00 xG. Coventry Scored Four From 1.47. Neither Was the Wildest.

Brighton beat Crystal Palace 5-0 from 2.00 xG and Coventry beat Newcastle 4-1 from 1.47 xG. Ranked by goals minus xG, those are the second and third most clinical games of the Premier League season, behind only Chelsea's five from 1.10.

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The Table Is Still Lying: Seven Weeks In, the xPoints Table Says City Are Lucky and Forest Are Cursed

The official table has Manchester City perfect on 21 points and Nottingham Forest second-bottom on five. Run every game back through a Poisson model on the underlying xG and City's lead is a mirage, Arsenal are the league's best team, and Forest should be tenth.

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Best Football Data API: How to Choose, and Where Dribble Fits

The best football data API depends on the job: live scores, research, or a commercial product built on event data. Dribble's API is Opta-sourced, carries pre-shot xG and XY event data, 31 competitions and 6 seasons, from $19/mo for research to $149/mo for white-label commercial use. Here is the honest comparison.

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FBref Alternative: Football Data You Can Download, Query, and Build On

FBref is where you read football stats. When the job changes to downloading the data, querying it in SQL, or building a product on it, you need a data product, not a reference website. Dribble is Opta-sourced data as CSV files, an API, and BigQuery tables, from $19/mo, with commercial licences on the higher tiers.

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Football Data in BigQuery: Opta Event Data as Tables You Query

Dribble delivers football data as BigQuery tables you query from your own Google Cloud project: 57M+ Opta event rows with XY and pre-shot xG, 32 competitions, 2020 to present. Starter $49/mo, Pro $149/mo with the commercial licence, Max $499/mo with daily snapshots.

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Football Data for Analytics: Event Data, xG, and a Licence That Lets You Publish

Analytics work needs three things from a data provider: event-level depth, a warehouse you can query, and a licence that lets you publish and sell the output. Dribble gives analysts Opta-sourced event data (57M+ rows with XY and pre-shot xG) in BigQuery and as downloads, from $49/mo, with commercial and published-research rights on Pro and Max.

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Historical Football Data With xG: Where to Get Six Seasons of It

Historical football data with xG, in files you keep: Dribble's Legacy Archive is $49 one-time for 6 completed seasons (2020/21 through 2025/26), 31 competitions, 1.25M+ player-match rows with pre-shot xG. Deeper history and event-level data are on BigQuery and custom tiers.

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StatsBomb Alternative: Licensed Event Data Without the Enterprise Contract

StatsBomb sells event data on enterprise terms. If your budget is not an enterprise budget, Dribble packages the Opta feed (57M+ event rows with XY, pre-shot xG, 32 competitions) as an API, BigQuery tables, and downloads from $19 to $499/mo, with commercial licences and no multi-year contract.

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Football Data API: A Buyer's Guide for Builders Who Will Actually Ship

Picking a football data API? Ask five questions first: licence, depth, coverage, freshness, and samples. Here is how Dribble answers each of them, and where we are the wrong tool.

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Opta Data Alternative: Licensed Event Data Without the Six-Figure Contract

You need Opta's event data, not Opta's enterprise contract. Dribble licenses the same Opta feed: 57M+ event rows with XY coordinates, pre-shot xG, 32 competitions ingested daily, from $19/mo. What you get, what you do not, and the honest math.

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Introducing D-Score: Dribble's Proprietary Ratings

D-Score rates every player, manager and referee from 0 to 10 by how much they really changed the game, compared fairly by position and with the working shown.

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Football Logs: Airtable for the Footballing World

Every football argument now has a live table that settles it. Football Logs put 867 players and all 20 Premier League clubs into free, interactive tables you can sort, filter, re-lens, and share.

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Golden Chances, Wasted: The Premier League's Big-Chance Bottlers.

Sunderland have missed 15 big chances in five games. Three golden opportunities squandered per match, the worst record in the Premier League.

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Chelsea Scored Five From 1.1 xG. Nobody Does That.

Bournemouth created the better chances at Stamford Bridge and lost 5-1. Chelsea's five goals came from 1.10 expected goals.

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Chelsea Can't Stop Scoring. Nottingham Forest Can't Buy a Goal.

The gap between the league's hottest and coldest finishers is more than 12 goals. Finishing, not chance creation, is deciding this season's early table.

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Nobody's Winning at Home This Season

Through six weeks of the 2026/27 Premier League, home teams have won barely more games than they have drawn. The draw is the new home banker.

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The Table Is Lying: Six Weeks In, the xPoints Table Says Fulham Are Fine and Newcastle Are Doomed

Run every game back through a Poisson model on the underlying xG and City drop to third, Fulham climb seven places, and Newcastle sit dead last.

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Form Is a Rumor: Your Team's Last Three Games Can't Forecast Its xG

The correlation between a team's rolling three-game xG and its actual next-game xG is 0.09. Form predicts nothing.

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17 New Columns: What the Qualifier Drop Unlocks

17 new qualifier columns on match_events. Pass destinations, body part, shot placement, assist flags and more. Every tier gets more. No tier pays more.

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Introducing Dribble Avenue

Dribble Avenue is a 3D football neighbourhood where creators, apps, and communities get discovered. Walk the streets, claim a plot from $5/year, and put your project on the map.

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Dead-Ball Merchants: Where the Premier League's xG Really Comes From

A quarter of Premier League xG comes from dead balls. Tottenham, Leeds and Brentford lean on set pieces; Ipswich, Villa and Fulham barely need them.

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FPL Is 85% Skill, Measured Not Argued

Someone measured Fantasy Premier League at 85% skill across 24,041 manager seasons. The catch: the champion only wins a replay 3.6% of the time. What the numbers say about skill, luck, and where the real edge lives.

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Nine Goals From 2.39 xG: Colchester 4-5 Luton, the Weekend's Wildest xG Story

Colchester United 4-5 Luton Town: nine goals from 2.39 expected goals, the 19th-largest finishing explosion of the season. What the xG says, and what it means for next week.

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La Liga's True Table: What xPoints Says After Seven Weeks

Expected points says Real Betis are the table's biggest lie, while Villarreal might be the third-best team in Spain.

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API-Football vs Dribble: Which Football API Should You Build On?

API-Football is the Swiss Army knife of football data: live scores, 1,244 competitions, odds, and predictions. Dribble is the specialist: Opta-sourced xG and event data for analysis and modeling. An honest comparison so you pick the right one.

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FootyStats vs Dribble: Betting Stats API or xG Modeling Data?

FootyStats is built for the betting crowd: over/under, BTTS, corners, cards, and pre-match odds across up to 1,500+ leagues. Dribble has no odds data at all. So when would an analyst ever choose it? When the edge comes from xG.

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The Scoreboard Lied: Where Premier League Finishing Defied xG

Premier League teams scored 139 goals from 148.32 xG across 49 matches. See which finishers are running hot, which are freezing, and where regression may come.

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Premier League Matchweek 6: Model Probabilities From the Season's xG

Five matchweeks of xG data say Brighton are the league's most dangerous attack, Newcastle are a mirage, and Sunderland are due. Model probabilities for all 10 Matchweek 6 fixtures.

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