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Why stock backtesting results deviate: The hidden pitfalls of API timestamp handling

Why stock backtesting results deviate: The hidden pitfalls of API timestamp handling

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5 min read
Why Weekend Price Gaps Break Your Forex Tick Backtests (And How I Fix It)

Why Weekend Price Gaps Break Your Forex Tick Backtests (And How I Fix It)

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4 min read
US Market API Historical Playback: How to Restore Order Book with Snapshots?

US Market API Historical Playback: How to Restore Order Book with Snapshots?

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4 min read
How to Properly Fill Time Gaps in US Stock API Historical Data

How to Properly Fill Time Gaps in US Stock API Historical Data

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4 min read
Why your stock API tick data is out of order (and how to fix it with timestamps)

Why your stock API tick data is out of order (and how to fix it with timestamps)

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4 min read
Fixing Forex API Duplicate Ticks: A Production-Grade Deduplication Strategy

Fixing Forex API Duplicate Ticks: A Production-Grade Deduplication Strategy

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4 min read
How to fix local market data gaps after crypto API WebSocket drops

How to fix local market data gaps after crypto API WebSocket drops

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4 min read
Why Your Crypto Order Book Depth Is Never Accurate Enough (Snapshot + Incremental Fix)

Why Your Crypto Order Book Depth Is Never Accurate Enough (Snapshot + Incremental Fix)

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4 min read
What Do Level 1 & Level 2 Forex API Quotes Actually Mean? Fixing Common Quant Data Misunderstandings

What Do Level 1 & Level 2 Forex API Quotes Actually Mean? Fixing Common Quant Data Misunderstandings

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5 min read
Why Your US Stock Backtests Are Off: How to Perfectly Align Cross-Timezone K-Line Timestamps

Why Your US Stock Backtests Are Off: How to Perfectly Align Cross-Timezone K-Line Timestamps

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4 min read
How Do You Validate Zero Gap in Stock API 1-Minute Historical Bars?

How Do You Validate Zero Gap in Stock API 1-Minute Historical Bars?

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5 min read
Why Do Quant Strategies Fail on Limit-Up Stocks? Level1 vs Level2 API Data Differences in A-Shares

Why Do Quant Strategies Fail on Limit-Up Stocks? Level1 vs Level2 API Data Differences in A-Shares

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5 min read
Why Your Crypto Backtests Fail & How to Fetch Reliable Historical K-Line Data

Why Your Crypto Backtests Fail & How to Fetch Reliable Historical K-Line Data

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4 min read
Why Quants Need Both Real-Time Quotes & Order Book Depth in US Stock API

Why Quants Need Both Real-Time Quotes & Order Book Depth in US Stock API

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4 min read
Why HTTP polling fails for crypto order books? Building real-time BTC depth feed with Python

Why HTTP polling fails for crypto order books? Building real-time BTC depth feed with Python

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4 min read
Why Do Stock Market APIs Return Duplicate Candlestick Data? A High-Frequency Trader’s Practical Breakdown

Why Do Stock Market APIs Return Duplicate Candlestick Data? A High-Frequency Trader’s Practical Breakdown

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4 min read
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