Crypto Market Making Metrics & KPIs
The essential metrics every project should track to measure and optimize market making performance
Effective market making isn't just about having liquidity—it's about measurable, optimizable performance. Understanding and tracking the right metrics allows you to evaluate providers, identify issues early, and continuously improve trading conditions.
Why Metrics Matter
Better performance with data-driven optimization
of issues detected early through metrics
cost savings with proper benchmarking
Core Metrics
Bid-Ask Spread
The difference between the highest buy order and lowest sell order price
Spread % = (Ask - Bid) / Mid Price × 100Order Book Depth
Total value of orders within a certain price range from mid price
Depth = Sum of orders within ±2% of mid priceTrading Volume
Total value of trades executed over a time period
24h Volume = Sum of all trades in 24 hoursSlippage
Price movement caused by executing a trade
Slippage = Executed Price - Expected PriceAdvanced Metrics
Order Book Imbalance
Ratio of buy vs sell orders indicating market sentiment
(Bids - Asks) / (Bids + Asks)Quote Availability
Percentage of time market maker has active orders
Time with quotes / Total time × 100Inventory Turnover
How quickly inventory rotates through trading
Volume / Average InventoryFill Rate
Percentage of placed orders that get executed
Filled Orders / Total Orders × 100Price Volatility
Standard deviation of price movements
σ of price changes over periodMarket Share
Provider's volume as percentage of total market
Provider Volume / Market Volume × 100Performance Benchmarks
| Metric | Excellent | Good | Poor |
|---|---|---|---|
| Spread | < 0.3% | 0.3-0.8% | > 1% |
| Depth (±2%) | > $200K | $50K-$200K | < $50K |
| 24h Volume | > $1M | $100K-$1M | < $100K |
| Uptime | > 99.9% | 99-99.9% | < 99% |
| Slippage (10K) | < 0.1% | 0.1-0.5% | > 0.5% |
Real-Time Analytics with Artha Protocol
Live Dashboards
Real-time metrics visibility
Daily Reports
Automated performance summaries
KPI Alerts
Instant notifications on issues