ETF issuers need to know how their products compare to competitors, how effective their liquidity providers are in creating a market, and how their products perform across different venues and currencies. But fragmented feeds and inconsistent raw data limit true analytical capability.
BMLL delivers nanosecond-precision historical Level 3 order book data and analytics, empowering issuers to evaluate product performance, optimise liquidity provision, and understand market dynamics with confidence.
BMLL provides full transparency into the ETF ecosystem through precise liquidity profiling, venue comparison, and competitor analysis.
Go deeper than the spread at touch to analyse the full liquidity profile and evaluate key performance indicators of your market makers.
Analyse how your ETFs perform relative to peers, evaluating how volatility, market impact, and liquidity depth influence trading volumes.
Compare ETF products across multiple listings and currencies to leverage a complete, harmonised picture of liquidity and market quality.
Leverage robust historical order book data to analyse spread performance, reduce spread threshold breaches, and improve overall pricing precision.
| Platform | Benefit | Use Cases |
|---|---|---|
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A secure cloud-based research environment that enables deep, scalable analysis of harmonised historical market data and pre-computed analytics without infrastructure overhead. |
• Competitor analysis • Market maker evaluation • Liquidity profiling |
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Delivers normalised datasets and pre-computed analytics directly into your environment for seamless integration into existing workflows. |
• Quantitative research feeds • Large-scale data archiving • Continuous performance tracking |
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A no-code analytics platform that provides instant visibility into market quality and liquidity dynamics. |
• Daily ETF monitoring • Spread and depth visualisation |
Access to our full range historical harmonised and normalised level 3, equities, futures, options and prediction markets market data, built in analytics and compute that scales across CPU and GPU. Built for alpha, insights, research, development and data science. Designed by quants.
16 June 2026
BMLL Market Lens: European Liquidity Maps
How you read the European tape depends on which viewpoint you take. This month only and in the context of ESMA current equity market structure call for evidence, we provide a lens built upon the notion of Real Economic Interest.
24 February 2026
Choosing the Right Market Data for Scalable Insight
While PCAP data provides the most complete record of market activity and is vital for analysing connectivity or protocol-level issues, it’s often unnecessary for most systematic trading research. In many cases, normalised historical data offers a more practical and cost-effective solution, delivering reliable insights without the added complexity and expense of maximum data fidelity.
18 November 2025
Ultumus PCF Performance: Driving Tighter ETF Spreads
A leading European ETF issuer has seen a measurable improvement in primary market trading conditions since migrating their Portfolio Composition File (PCF) calculation to Ultumus.
Discover how BMLL helps trading desks optimise execution and market insight