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Changelog
Mar 17, 2025

Official Aperiodic Launch

Institutional-grade crypto market microstructure data — democratized. 100+ metrics, REST API, and Python SDK available now.

Aperiodic is live. We built it to close a gap that's existed in crypto data for years: institutional-grade market microstructure metrics, accessible without the infrastructure burden.

Most data providers stop at OHLCV. Serious research requires more — order book dynamics, execution quality, flow structure, and derivatives positioning. Until now, getting that meant buying expensive raw tick data, managing terabytes of storage, and spending months building query pipelines. Aperiodic provides the pre-computed metrics directly, via parquet files through a Python API, with hundreds of terabytes of history already processed.

Metrics

OHLCV — Candlestick data with VWAP and TWAP across multiple intervals and exchanges.

Order Flow & Trades — Trade aggregation, market impact, slippage against live order books, and volume-weighted metrics. Includes Kyle Lambda (price impact per unit of signed order flow) and large trade reversals to distinguish informed from uninformed activity.

Flow Entropy — Shannon entropy of order flow, measuring predictability. Separates structured, directional markets from choppy mean-reverting conditions — a signal type not available anywhere else.

L1 Order Book — Bid-ask spreads, top-of-book depth, L1 imbalance, and mid-price metrics. Up to 1000x more storage-efficient than raw L2 snapshots.

L2 Order Book — Multi-level depth profiles, cumulative liquidity, and deep L2 imbalances — bid/ask imbalance measured across 5–25 depth levels for full order book shape analysis.

Derivatives — Funding rates, open interest, basis spreads, and perpetual contract pricing for cross-market microstructure analysis.

Access

REST API v1 — Parquet file access with API key authentication.

Python SDK — Polars-native client with lazy loading and full type hints. See the Python SDK changelog entry for details.

Direct object store access — Available to annual subscribers for maximum throughput.

Launch offer

40% off annual subscriptions for early access. All historical data remains accessible under subscription pricing — no per-query costs.

Previous

Official Python SDK

Mar 18, 2025
Aperiodic

Institutional-grade market microstructure , liquidity & order flow metrics with full exchange universe coverage.

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NOT INVESTMENT ADVICE

The Content is for informational purposes only, you should not construe any such information or other material as legal tax, investment, financial, or other advice. Nothing contained on our presentation constitutes a solicitation, recommendation, endorsement, or offer by Aperiodic or any third party service provider to buy or sell any securities or other financial instruments in this or in in any other jurisdiction in which such solicitation or offer would be unlawful under the securities laws of such jurisdiction.

All Content on this presentation is information of a general nature and does not address the circumstances of any particular individual or entity. Nothing in the presentation constitutes professional and/or financial advice, nor does any information on the Presentation constitute a comprehensive or complete statement of the matters discussed or the law relating thereto.

Aperiodic is not a fiduciary by virtue of any person's use of or access to the Presentation or Content. You alone assume the sole responsibility of evaluating the merits and risks associated with the use of any information or other Content on the Presentation before making any decisions based on such information or other Content. In exchange for using the Presentation, you agree not to hold Aperiodic, its affiliates or any third party service provider liable for any possible claim for damages arising from any decision you make based on information or other Content made available to you through the Presentation.

INVESTMENT RISKS

There are risks associated with investing in securities. Investing in stocks, bonds, exchange traded funds, mutual funds, and money market funds involve risk of loss. Loss of principal is possible. Some high risk investments may use leverage, which will accentuate gains & losses. Foreign investing involves special risks, including a greater volatility and political, economic and currency risks and differences in accounting methods. A security's or a firm's past investment performance is not a guarantee or predictor of future investment performance.