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Apr 18, 2026
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timescaledb
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postgresql
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time-series
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database
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crypto
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continuous-aggregates
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performance
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analytics
TimescaleDB Continuous Aggregates: What I Got Wrong (and How to Fix It)
Continuous aggregates in TimescaleDB looked like a silver bullet for my crypto data performance problems. They weren't. Here's what I learned after two months of fighting materialization lags, chunk e
Apr 15, 2026
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crypto
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data
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outlier-detection
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exchanges
When Exchanges Lie: Outlier Detection Across 150+ Crypto Data Sources
Integrating 150+ crypto exchanges revealed systematic fraud: fake volume, ghost liquidity, crawler-aware APIs. Here is how to detect it