Streamlined Betting Data Integration for a Netherlands-Based Sports Analytics Provider
Odds data from 20+ bookmakers flows into one PostgreSQL platform, giving a Dutch sports analytics firm real-time betting insight and tighter risk control.
- 20+
- bookmakers integrated
- 1,000s
- data points daily
A sports analytics and betting advisory firm in the Netherlands wanted odds and market data from more than 20 global bookmakers in one place. We delivered the full pipeline — data scraping, API orchestration, a centralized database, and real-time dashboards — so the firm could spot strategic betting opportunities, manage risk, and give its clients live, data-driven insight.
The problem
Betting markets move constantly, and every bookmaker publishes odds in its own format on its own platform. Monitoring 20+ operators by hand meant fragmented data, slow research, and missed market discrepancies. The firm needed a single, reliable feed covering pre-match lines, live odds, and market shifts — resilient enough to survive bookmaker site changes.
What we built
Unified data collection
- Adaptive scraping scripts, customized to each bookmaker's platform, keep extraction consistent even when website structures change.
- Direct API integrations for operators with accessible APIs reduce latency and improve data fidelity.
Centralized database
All ingested data lands in a PostgreSQL environment that handles thousands of data points each day — including during high-traffic sporting events — and answers real-time queries, so analysts can probe for patterns, anomalies, and arbitrage opportunities the moment they appear.
Risk management and analytics
With aggregated data across every operator, the firm can:
- Orchestrate betting syndicates by identifying and exploiting market discrepancies across bookmakers.
- Fine-tune wagering models using real-time and historical odds, adapting strategies as markets move.
- Assess liability by monitoring exposed positions and mitigating risk quickly when odds fluctuate unexpectedly.
Dashboards and reporting
Real-time dashboards show betting odds, market movements, and performance indicators, with drill-down views and custom alerts. Analysts narrow their focus to specific leagues, sports, or matches when they need detail.
Impact
- Full market visibility. One repository for 20+ bookmakers gives the firm a panoramic view of the global betting landscape and streamlines research and decision-making.
- Lower operational overhead. Automated feeds and centralized dashboards replaced tedious manual collection, freeing staff for higher-level analysis and strategy.
- Dynamic risk control. Real-time monitoring of odds and liabilities enables fast responses to market shifts, limiting financial exposure and protecting profitability.
- Room to grow. The pipeline architecture takes on new bookmakers and additional sports without reengineering.