# Trading Strategy

Normalised DeFi vault returns, TVL and risk across 117 protocols, with an AGPL backtester.

*https://cryptomarkets.tools/tools/trading-strategy · On-chain Analytics Platforms*

## Facts

### At a glance

| Field | Value |
| --- | --- |
| Vendor | Trading Strategy |
| Category | On-chain Analytics Platforms |
| Job | defi_analytics |
| Website | https://tradingstrategy.ai |
| Pricing model | subscription |
| Free tier | true |
| Open source | false |
| Licence | none |
| Self-hosted | false |
| KYC required | false |
| Tested hands-on | false |
| Last updated | 2026-09-19 |

### Pricing

| Tier | USD | Period |
| --- | --- | --- |
| Free | 0 USD | month |
| Pro | 199 USD | month |

### Coverage

| Field | Value |
| --- | --- |
| Asset classes | spot, defi, stablecoins |
| Chains | ethereum, base, arbitrum, polygon, bnb, multi |
| Venues | dex |
| Data latency | delayed |
| Platforms | web, library |
| AI features | none |

### Interfaces

| Field | Value |
| --- | --- |
| API | true |
| Webhooks | false |
| Scripting | Python |
| MCP server | false |
| Export | json, parquet, api |

### Capabilities

Yes: charting, screening, backtesting, automation, live_trading, onchain_data

No: paper_trading, portfolio_tracking, exchange_import, tax_reporting, alerts, news, wallet_tracking, derivatives_analytics

*Verified: pricing 2026-09-19; capabilities 2026-09-19; coverage 2026-09-19.*

## What it is

A normalised dataset of DeFi vaults, sold by subscription, with a website on top of it and an
open-source Python framework beside it. The unit of the product is a vault — a Morpho or Enzyme or
Hyperliquid vault somebody else operates — and the work being sold is putting 5,440 of them into
one schema: net and gross return, CAGR, three-month Sharpe and volatility, maximum drawdown, TVL
against peak TVL, age, management and performance fees, deposit and withdrawal status, curator,
denomination, and a technical-risk category. 117 protocols across 29 chains, updated daily.

**This card sits in on-chain analytics rather than backtesting, and that is a judgement worth
stating.** The project began as a DEX-data-plus-backtester framework and is often still described
that way. It is not how it is sold today: the site is a vault screener, the pricing page is headed
"DeFi vault market data for professional research", and in the Free-versus-Pro comparison table
the backtesting framework is one checkbox among six, beside "Support" and "Raw data files". What
$199 buys is the data. The framework is listed as a secondary category here because it is real,
free and separately useful — but a reader who arrives looking for a backtesting library should
know they are being sold a dataset with one attached.

The framework half is two AGPL-3.0 Python packages: `trading-strategy`, the client that reads the
datasets, and `trade-executor`, which backtests a strategy against them and then runs it on-chain
against a vault. That second half is the busiest part of the project — `trade-executor` had a
commit and a release on 2026-09-19, and its recent release notes are about Lagoon vault settlement
inside a Safe, which tells you what it is currently being built for.

## Pricing

Two plans, both public, read on 2026-09-19.

**Free — $0.** The vault analytics website with its filters and charts, plus a downloadable
Ethereum sample dataset in the same schema as the paid one, requiring no sign-up. Separately, the
DEX datasets are free behind a free API key.

**Pro — $199 a month.** Full vault metadata and history across all 5,440 vaults, raw data files,
BTC- and ETH-denominated vaults, the backtesting framework, and support. The comparison table
marks six rows as Pro-only; everything else on it, including DEX price data and daily updates, is
on both plans.

Two details about who you are actually paying. The site is "operated by Trading Strategy DAO LLC.
Majuro, Marshall Islands"; the monthly licence is "sold by Market Software Ltd", which is also the
copyright holder on both GitHub repositories. The API key arrives by email after payment rather
than through an account dashboard.

## Data & coverage

**Vault data is the live half.** The public listing reported 923 stablecoin vaults out of 5,440,
$28B of TVL and "updated about 4 hours ago" when read. The metric set is the product: returns net
of fees as well as gross, Sharpe and volatility over a fixed three-month window, drawdown, and a
technical-risk grade assigned by the vendor.

**DEX data is the archive half, and its dates are the thing to check.** The available datasets are
substantial — 9,100 decentralised exchanges, 392,300 trading pairs, OHLCV candles from one minute
to one month (the one-minute file is 1.0 billion rows and 70.6 GB), XY liquidity and TVL at the
same intervals, Aave v3 supply and borrow rates at 46.4 million rows, and a daily top-movers file.
But on 2026-09-19 the vendor's own "Last updated" column read **two months ago for every one of
them**, and **three years ago** for the 98 GB Uniswap trades file. These are research archives, not
a feed. If your question is what happened on a DEX pair last week, this is not where the answer is.

**Chains, from the vendor's own list of "currently active blockchains producing trading data":**
Arbitrum One, Base, Ethereum, Avalanche C-chain, Polygon, BNB Smart Chain, Berachain, Unichain,
ApeX, Blast, Derive, Gnosis, Grvt, Hemi, Hibachi, Hyperliquid, Katana, Lighter, Linea, Mantle,
MegaETH, Mode, Monad, Optimism, Plasma, Robinhood, Soneium, Sonic and Tempo. Twenty-nine entries,
all EVM or EVM-adjacent. **No Solana and no Bitcoin**, which rules the product out for a large
share of DeFi outright.

Everything ships as JSON and Parquet with Snappy compression, and the download page warns that the
one-minute candles expand to several gigabytes in memory — filter the pair universe before you
load anything.

## Integrations

`pip install trading-strategy` gets the data client; `trade-executor` is the framework that
backtests and then executes. Both read the same datasets, which is the design's real argument: the
strategy you validated against the vault history is the object that later allocates into vaults
on-chain, with no rewrite between the two. Execution is on-chain and through the vendor's own
integrations rather than through CCXT; centralised-exchange balances are the exception rather than
the model.

The AGPL matters here more than the average licence line. It is copyleft with a network clause: if
you run modified code as a service other people reach, the obligation to publish your source
attaches. For a strategy you run on your own capital it changes nothing. For anything you intend
to host for clients, read it before you build.

## Limitations

**The DEX datasets are two months stale, by the vendor's own column.** Named first because it is
the single fact most likely to waste a reader's week. The vault data is daily; the DEX data is not.

**The vendor ranks vaults and also operates vaults.** Three of its own — a multi-vault allocation
strategy on Arbitrum, a Hyperliquid vault of vaults, and an options vault — take deposits through
the same site that publishes the rankings, under a nav item called "Our vaults". Nothing found on
either surface discloses how the two relate, whether its own products appear in the rankings, or
how they would be ranked if they did. That is not an accusation; it is a conflict a reader should
price in before treating the ranking as neutral.

**Returns that read as measurements are computations you cannot audit.** The listing shows
one-month annualised figures above 9,999% on small vaults, three-month Sharpe ratios on
three-month-old products, and a "Protocol Technical Risk" grade with values including "Unknown"
and "Dangerous". Annualising a month of a $56,000 vault produces a number, not a forecast, and the
risk grade is the vendor's judgement rather than a disclosed model. Read the methodology before
you rank on any of it.

**No Solana, no Bitcoin, no CEX.** The universe is EVM chains and the vaults deployed on them. A
DeFi picture that excludes Solana in 2026 is a partial picture, and the card's chain list is the
whole of it.

**Two legal entities and a DAO.** The site is operated by a Marshall Islands DAO LLC; the
subscription is sold by a UK-style limited company that also holds the copyright on the code. That
is legible enough, but it means the entity you have a contract with is not the entity whose name is
on the product.

**The free API key gates the dataset table itself.** Row counts, sizes and update dates for the
vault datasets show as `---` until a key is entered, so the free tier's actual contents cannot be
sized from outside.

## Alternatives

If the question is which vault to allocate to, the closest comparison in this catalogue is the
free DeFi yield coverage in [On-chain Analytics Platforms](https://cryptomarkets.tools/categories/onchain-analytics) — the
difference being that this one sells normalisation, net-of-fee returns and a risk grade rather
than raw TVL and APY.

If the question is DEX price history for research, judge it on the dates above rather than on the
row counts, and check whether a live indexer serves you better.

And if what you actually wanted was a backtesting engine, the rest of
[Backtesting & Research Libraries](https://cryptomarkets.tools/categories/backtesting-libraries) is the shorter path. Come
here for the framework only if your strategy's unit is a vault position rather than a trade — that
is the one thing nothing else in that category models at all.

## FAQ

### Is Trading Strategy a backtesting framework or a data provider?

Both, but it is sold as a data provider. The $199 a month buys the vault dataset; the backtesting framework is one row in the Pro column of the comparison table, beside support and raw files. The framework itself is AGPL-3.0 on GitHub and costs nothing.

### What does the free plan actually give me?

The vault analytics website with filters and charts, an Ethereum sample dataset in the same schema as the paid one with no sign-up, and — on a separate page behind a free API key — the DEX datasets: candles, liquidity and Aave v3 rates. Raw vault files, history and BTC/ETH-denominated vaults are Pro.

### How fresh is the DEX price data?

Not fresh. On 2026-09-19 the vendor's own Last updated column read two months ago for every DEX dataset — candles, liquidity, pairs, Aave rates — and three years ago for the Uniswap trades file. The vault data is the part updated daily; the DEX archive is an archive.

### Which chains does it cover?

Twenty-nine at the time of reading, headed by Ethereum, Base, Arbitrum, Polygon, BNB Smart Chain and Avalanche, and running through newer L2s and perp-DEX chains including Hyperliquid, Unichain, Berachain, Linea, Sonic, Monad and Lighter. Solana and Bitcoin are not among them.

### What licence is the code under?

AGPL-3.0-or-later, from the LICENSE.txt of both repositories — the trade-executor framework and the trading-strategy data client, both copyright Market Software Ltd. AGPL is a copyleft licence with a network clause, which is a real constraint if you plan to run it as a service for anyone else.

## Also worth comparing

- [DefiLlama](https://cryptomarkets.tools/tools/defillama.md) — DeFi's default metric set, with the TVL definition written down in public.
- [Allium](https://cryptomarkets.tools/tools/allium.md) — Institutional SQL over 85+ indexed chains, with labels and no published price.
- [Artemis](https://cryptomarkets.tools/tools/artemis.md) — Chain and protocol fundamentals — fees, revenue, users — one definition everywhere.
- [Bitquery](https://cryptomarkets.tools/tools/bitquery.md) — GraphQL over indexed chains — self-service plans are a real-time window, not history.
- [CryptoQuant](https://cryptomarkets.tools/tools/cryptoquant.md) — Exchange reserves, miner flows and MVRV for four chains, as charts, alerts and an API.
- [Dune](https://cryptomarkets.tools/tools/dune.md) — SQL over 100+ indexed chains, with the API on every plan including the free one.
