Cumulative Depth Snapshots for Crypto Traders
Resolved Markets delivers real-time orderbook snapshots from Polymarket's crypto prediction markets at 20Hz capture rates, enabling crypto traders to identify mispricing across BTC, ETH, SOL, and XRP up/down markets before they move. Access full bid/ask depth arrays with millisecond-precision timestamps, allowing you to analyze market microstructure and detect arbitrage opportunities between prediction markets and spot/derivatives exchanges. The platform tracks 11.4M+ snapshots across 100+ markets with WebSocket streaming integration, eliminating delays in your algorithmic trading workflows and providing the competitive edge needed in fast-moving prediction markets.
Cumulative Depth Snapshots is the difference between watching a market and trading it. Resolved Markets pipes the 14-column ClickHouse orderbook schema into one feed, with DateTime64(3) timestamps with full bid/ask arrays, so crypto traders can monitor depth, detect arbitrage, and time execution across best_bid, best_ask, mid_price, spread, bids[], asks[].
Data challenges Crypto Traders run into
Cumulative Depth Snapshots from Resolved Markets is built around the data gaps Crypto Traders hit when they try to work with raw Polymarket feeds.
Slow orderbook data access creates arbitrage lag
Traditional crypto exchanges provide orderbook updates at variable intervals, often 1-5 second delays. Prediction markets on Polymarket move rapidly with bid/ask spreads that shift within milliseconds. Without 20Hz capture rates and low-latency WebSocket feeds, traders miss alpha-generating opportunities before the market reprices. Resolved Markets' continuous snapshots ensure you never miss critical microstructure signals.
Fragmented data sources across exchanges
Crypto traders monitor spot markets, derivatives, and prediction markets separately, manually reconciling data from multiple APIs. This fragmentation creates blind spots where cross-market arbitrage opportunities go undetected. Resolved Markets aggregates BTC, ETH, SOL, and XRP prediction market orderbooks in one unified platform with consistent formatting and timestamps, enabling holistic market analysis without data integration overhead.
Missing high-frequency capture for fast markets
Most prediction market data providers capture snapshots every 5-60 seconds, missing the high-frequency dynamics crucial for algorithmic trading. Polymarket crypto markets experience bid/ask shifts at sub-second intervals, especially during volatile news events. Resolved Markets' 20Hz sampling rate captures the full granularity of order flow changes, revealing market microstructure patterns invisible at lower frequencies.
Lack of unified crypto prediction market data
Cryptocurrency prediction markets remain fragmented across platforms with inconsistent data formats and update frequencies. Traders building crypto-focused strategies need standardized, continuously-updated orderbook depth from Polymarket's largest crypto markets. Resolved Markets consolidates 100+ crypto-related prediction markets with uniform data schemas, millisecond timestamps, and full bid/ask depth arrays, enabling seamless integration into trading systems.
Built for quantitative work on Cumulative Depth Snapshots
Orderbook-level prediction-market data that doesn't exist anywhere else.
Detect sub-second arbitrage opportunities
With 20Hz orderbook snapshots and millisecond timestamps, you can identify moments when prediction market prices diverge from rational valuations faster than competitors. Full bid/ask depth arrays reveal liquidity layers and hidden orders, exposing inefficiencies that exist for only fractions of a second. Resolved Markets' WebSocket streaming pushes updates directly to your algorithms, eliminating poll latency and enabling millisecond-scale trade execution before prices adjust.
Optimize trade execution across prediction markets
Prediction markets often show better informed trading activity ahead of spot market moves, especially in crypto. Resolved Markets' continuous orderbook data lets you quantify order flow toxicity, estimate intent from bid/ask clustering, and optimize execution timing across prediction and spot markets. Historical snapshots in ClickHouse storage enable rapid backtesting of execution strategies against months of real orderbook data.
Monitor market microstructure in real-time
Most market participants analyze only the best bid/ask, missing crucial information in deeper orderbook layers. Resolved Markets provides full depth arrays showing all resting orders, allowing you to model market impact, detect spoofing patterns, and gauge institutional positioning. Real-time microstructure analytics help you identify when large orders are being accumulated or unwound, giving you directional alpha.
Automate trading strategies with reliable feeds
Manual API integration with Polymarket and other sources introduces operational risk and code maintenance burden. Resolved Markets offers production-ready REST and WebSocket APIs with automatic retry logic, connection pooling, and guaranteed data continuity. Deploy trading strategies immediately without worrying about data reliability—our free tier requires no credit card, letting you validate your approach risk-free before committing to infrastructure.
How Crypto Traders use Cumulative Depth Snapshots
Seven categories, hundreds of markets
Prediction markets across crypto, sports, economics, weather, and more — live and historical orderbook data, all queryable through one API.
Crypto
BTC, ETH, SOL, XRP — up/down markets every 5m to 1d.
Equities
S&P 500 (SPX) daily open — up or down predictions.
Social
Elon Musk tweet counts — weekly prediction ranges.
Sports
NBA, NFL, EPL — game outcomes and season predictions.
Economics
Fed decisions, jobs reports — FOMC meetings and macro data.
Weather
44 cities daily — temperature, hurricanes, Arctic ice.
Hyperliquid
BTC, ETH, SOL, XRP perp orderbooks — 1/sec sampling.
Tick-level orderbook snapshots
Every snapshot includes full bid/ask depth, mid prices, spreads, and crypto spot price.
| Side | Bid | Size | Ask | Size | Spread |
|---|---|---|---|---|---|
| UP | 0.5400 | 1,240 | 0.5500 | 1,100 | 1.00% |
| UP | 0.5300 | 980 | 0.5600 | 1,450 | 3.00% |
| UP | 0.5200 | 1,560 | 0.5700 | 890 | 5.00% |
| UP | 0.5100 | 2,100 | 0.5800 | 2,300 | 7.00% |
| UP | 0.5000 | 1,800 | 0.5900 | 1,700 | 9.00% |
| UP | 0.4900 | 3,200 | 0.6000 | 3,100 | 11.00% |
cryptoLowCardinality(String)BTCtimeframeLowCardinality(String)5mtoken_sideEnum8('UP','DOWN')UPtimestampDateTime64(3)2026-05-09 03:14:12.061crypto_priceFloat64$80,471.01best_bidFloat640.5400best_askFloat640.5500mid_priceFloat640.5450spreadFloat640.0100bidsArray(Tuple(F64,F64))[(0.54,1240),...]asksArray(Tuple(F64,F64))[(0.55,1100),...]Comprehensive market coverage
Prediction markets across multiple categories, captured continuously with high-frequency precision.
Cumulative Depth Snapshots ships with
What Crypto Traders build with Cumulative Depth Snapshots
Up and running in minutes
Three steps from signup to live Cumulative Depth Snapshots in your application.
Get Your API Key
Generate a free API key instantly. No credit card. Just click and go.
Sign Up FreeExplore the API
Browse 11 endpoints with live examples. Test requests directly from the docs.
API ReferenceStart Building
Integrate live Cumulative Depth Snapshots into your research pipeline, trading bot, or analytics platform.
fetch('/v1/markets/live', { headers: { 'X-API-Key': key } })
npm install -g resolved-markets-cli && rm-api config --set-key rm_your_keyrm-api markets -c cryptorm-api orderbook <marketId> --jsonrm-api backtest --strategy mean-reversion --crypto BTCWiring Cumulative Depth Snapshots into your workflow
The fastest path for a crypto trader is WebSocket: connect, authenticate, subscribe to BTC (or any crypto symbol), and start receiving Cumulative Depth Snapshots pushed directly into your strategy. Historical replay over REST or CLI handles the backtest loop.
- Databricks notebook starter kit for Cumulative Depth Snapshots
- Native ClickHouse JDBC/ODBC connector
- Snowflake Snowpipe ingest for streaming Cumulative Depth Snapshots
Why Crypto Traders pick Cumulative Depth Snapshots
- Only prediction market API capturing crypto orderbooks at 20Hz with full bid/ask depth and millisecond timestamps
- Real-time WebSocket streaming eliminates latency between price movement and your algorithm execution
- Historical ClickHouse-backed data enables rigorous backtesting of orderbook-based strategies across 11.4M+ snapshots
- Free tier access with no credit card required—validate arbitrage opportunities before scaling production deployments
Why Cumulative Depth Snapshots matters
Crypto traders gravitate to Cumulative Depth Snapshots because it surfaces conviction, not just direction. Bid/ask depth on best_bid, best_ask, mid_price, spread, bids[], asks[] shows where capital is queued — the kind of signal that pure spot prices simply can't provide.
Cumulative Depth Snapshots in context
Crypto trading workflows are evolving from polling REST APIs to consuming continuous snapshot streams. Cumulative Depth Snapshots fits cleanly into that shift: DateTime64(3) timestamps with full bid/ask arrays, full bid/ask depth, and tight integration with existing crypto data pipelines covering best_bid, best_ask, mid_price, spread, bids[], asks[].
Frequently asked: Cumulative Depth Snapshots for Crypto Traders
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How does 20Hz orderbook capture compare to manual Polymarket API polling?
Polymarket's public REST API typically updates every 1-2 seconds and requires continuous polling, introducing network latency and rate limits. Resolved Markets continuously captures orderbooks at 20Hz (every 50ms), with millisecond timestamps and WebSocket push delivery, ensuring you never miss rapid bid/ask shifts. This 10-40x frequency advantage is critical for algorithmic trading where market conditions change within seconds.
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Can I use Resolved Markets data to detect spread arbitrage between crypto prediction markets and spot exchanges?
Yes—that's a primary use case. Our REST API lets you query historical orderbook depth across BTC, ETH, SOL, and XRP prediction markets, while WebSocket streaming provides real-time bid/ask for live strategy execution. By correlating prediction market prices against spot/futures data, you can identify moments when prediction prices lag the underlying asset, enabling profitable cross-market arbitrage with minimal slippage.
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What orderbook data depth is available, and how far back does historical data extend?
Resolved Markets captures full bid/ask depth arrays (all resting orders, not just the best level) with millisecond timestamps. Historical snapshots extend back months, stored in ClickHouse for efficient time-range queries. You can analyze order accumulation patterns, estimate market impact, and backtest strategies against complete microstructure data without sampling bias.
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Does WebSocket streaming cover all crypto prediction markets, or just major ones like BTC/ETH?
WebSocket streams cover 100+ prediction markets across all categories, including BTC, ETH, SOL, XRP and lower-volume altcoin markets. Subscribe to specific market symbols to receive 20Hz updates only for the markets relevant to your strategy, reducing bandwidth consumption while maintaining coverage. Custom filtering ensures your algorithms process only actionable orderbook changes.
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How reliable is the orderbook data for live trading, and what's your data accuracy guarantee?
Resolved Markets continuously validates orderbook snapshots against Polymarket's canonical state and provides millisecond-precision timestamps for event correlation. WebSocket connections include automatic reconnection with gap-fill logic—if a connection drops, we immediately backfill missing snapshots so your algorithms never trade on stale data. Free tier includes uptime SLA monitoring; production accounts get dedicated support for zero-downtime deployments.
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What's the latency on Cumulative Depth Snapshots for live crypto trading?
WebSocket streaming pushes snapshots in well under a second. REST queries serve historical Cumulative Depth Snapshots from ClickHouse in under 200ms — fast enough for production crypto trading systems.
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Can I backtest crypto strategies on Cumulative Depth Snapshots?
Yes. 11.4M+ historical snapshots are stored in ClickHouse with millisecond timestamps. Crypto traders can replay any window of Cumulative Depth Snapshots to validate strategies before deploying capital.
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How is Resolved Markets Cumulative Depth Snapshots different from polling Polymarket directly?
Polymarket's public API updates every 1-2 seconds with rate limits. Resolved Markets ships Cumulative Depth Snapshots at 20Hz with full bid/ask arrays, ClickHouse history, and four delivery channels (REST, WebSocket, CLI, MCP).
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Can I use Cumulative Depth Snapshots with dbt?
Yes. Most teams build dbt models that consume Cumulative Depth Snapshots via the ClickHouse connector and derive downstream features (spread, depth imbalance, mid-price velocity).
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Is Cumulative Depth Snapshots compatible with Apache Iceberg or Delta Lake?
Yes. Bulk Parquet exports of Cumulative Depth Snapshots drop directly into Iceberg or Delta tables for time-travel queries and ACID semantics.