Database Optimization for Time-Series Data: Handling Billions of Pings
Relational databases struggle with time-series data. Learn about partitioning, LSM trees, and downsampling strategies for monitoring.
High latency is bad. Erratic latency (jitter) is worse. Learn how to diagnose buffer bloat, noisy neighbors, and route flapping.
You look at your Cluster Uptime graph.
The latency line isn’t a flat line. It looks like a seismograph during an earthquake.
20ms, 25ms, 500ms, 22ms, 600ms.
This is Jitter. And for real-time applications (VoIP, Gaming, High-Frequency Trading), it is fatal. Even for standard web apps, high jitter indicates network instability that often precedes a full outage.
Here is a masterclass in debugging network instability.
Jitter is the variance in latency.
TCP protocols hate jitter because they calculate Retransmission Timeouts (RTO) based on average round-trip time. If RTT spikes, TCP thinks a packet was lost and slows down drastically.
If you verify your app is on a shared VPS (AWS t3, DigitalOcean Droplet), you are sharing a physical CPU and Network Card with other customers. If your neighbor decides to mine crypto or torrent huge files, the physical queue fills up. Your packet has to wait in line.
Steal Time (st) in top. If it is > 0.0, the Hypervisor is stealing your CPU cycles.Routers have buffers (queues) to hold packets when the line is busy. In the old days, queues were small (drop packets if full). In modern routers, manufacturers made huge queues to avoid dropping packets. Result: Your packet doesn’t get dropped; it just sits in a queue for 500ms.
The internet is dynamic via BGP (Border Gateway Protocol). Sometimes, the path from New York to London changes from Sprint to Level3 and back every few seconds due to a misconfigured router somewhere in the ocean.
mtr (My Traceroute). It combines traceroute and ping.
mtr -rWC 100 google.comSometimes the network is fine. It’s your app. If your Java/Node/Go app pauses for 200ms to clean up memory (Stop-the-World GC), it can’t respond to the ping. To the monitor, this looks like network delay.
gctrace=1 in Go).Jitter is a ghost. To catch it, you need high-resolution monitoring (like Cluster Uptime’s 1-second check intervals) and the patience to peel back the layers of the OSI model.
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Relational databases struggle with time-series data. Learn about partitioning, LSM trees, and downsampling strategies for monitoring.
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