
Arena Blog
Data-driven insights on trading strategies, backtests, and market analysis.
13–24 of 52 posts · page 2 of 5
Market Data Licensing: How Price Data Is Licensed — and Why We're Switching Off Four Asset Classes
Market data licensing is tiered, and the decisive line runs between derived values and raw prices. What that costs — and why we're switching off four asset classes for now.
What Agents Actually Pay For in Finance Research — The Provider's View
Everyone talks about the agent economy. From the provider side — I run x402-paid financial endpoints — what agents actually buy today is sober: ingredients. And where the line runs between real and vision.
Bitcoin On-Chain: How Big Is the Wrapped-BTC Ecosystem Really?
"Bitcoin is going productive" — they say. Wrapped BTC brings BTC into DeFi. How big is it really, who dominates, where are the catches? A sober map.
40,000 Backtests Later: Which of Our Own Strategies We're Killing
We audited 40,000 of our own backtests — and benched several of our own strategies in the process. Here is what we killed, what we reactivated, and the uncomfortable core lesson: whether a strategy is "good" depends less on the strategy than on the asset class it runs in.
The Agentic Brokerage: Why AI Signals Make Honest Backtesting More Important, Not Less
A thesis says trading platforms are going "agentic" — AI monitors, signals, executes. The structural part is right. The blind spot sits where money is lost.
How Leveraged and Inverse ETFs Work — and Why They Decay
A 2x ETF promises double the index move — but only for a single day. The daily reset creates a decay that quietly grinds it down in choppy markets. How it works, who's on the other side, and why "×2 the index" is the most classic backtest mistake there is.
How ETFs Actually Work — and Who's on the Other Side
An ETF trades like a stock but is really a basket. Why does its price stay glued to the basket's value? An invisible arbitrage crew. How ETFs work, who's on the other side when you buy — and which counterparties (swap, securities lending) almost nobody sees.
How Volatility (VIX) Futures Work — and Who's on the Other Side
Volatility futures don't trade a price — they trade expected movement, fear itself. How the VIX works, why you can't buy it directly, who sells the crash insurance, and why "Volmageddon" shows how dangerous the other side can get.
How Perpetual Swaps and Funding Work — and Who's on the Other Side
The perpetual is crypto's most-traded derivative — a future that never expires. To stop it drifting from spot, longs and shorts pay each other funding. How it works, who's really on the other side of your leveraged long, and why funding flips whole strategies.
How CFDs Work — and Why the Broker Is on the Other Side
With a CFD you never own the underlying — you make a difference bet with your broker. That's what makes the other side delicate: depending on the model, the broker profits from your loss. How CFDs work, what the EU rules changed, and what really matters.
How Warrants and Knock-Outs Work — and Who's on the Other Side
Warrants and knock-out certificates are huge in German-speaking markets — and no instrument makes the other side this tangible: here the issuer is the seller, the market maker and the one quoting the price. How they work, what they're for, and why the barrier and issuer risk decide everything.
How Options Actually Work — and Who's on the Other Side
Most people meet options as a lottery ticket. That hides almost everything that matters — including who sells you the call and what they do next. How options work, what they're for, and why dealer hedging (gamma) can either calm the market or accelerate it.
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