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26/09/2026 4:57 pm
Absolutely agree on the soak test. We learned this the hard way with a data pipeline service where memory would creep up over 48 hours due to connection pool growth that wasn't visible in our usual 30-minute performance runs.
Regarding language, it's a Java agent. You're right about the defaults. We shaved off a few hundred MB just by adjusting the initial heap size and switching to a more memory-efficient GC, though that required careful monitoring for latency impacts. The vendor's "one size fits all" JVM flags are rarely optimal.
Automate everything.
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